From 0a94d96ce35db8532360d33519bb3f171b1f6d2a Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Fri, 28 Mar 2025 20:23:12 -0400
Subject: [PATCH 01/30] Added initial units tests and Class for Removing a
 Snapshot

---
 poetry.lock                                   | 783 ++++++------------
 pyiceberg/table/update/snapshot-java-notes.md | 385 +++++++++
 pyiceberg/table/update/snapshot.py            | 108 +++
 pyproject.toml                                |   1 +
 tests/table/test_expire_snapshots.py          |  86 ++
 5 files changed, 854 insertions(+), 509 deletions(-)
 create mode 100644 pyiceberg/table/update/snapshot-java-notes.md
 create mode 100644 tests/table/test_expire_snapshots.py

diff --git a/poetry.lock b/poetry.lock
index d9c43b8b34..203ce52046 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "adlfs"
@@ -6,8 +6,6 @@ version = "2024.12.0"
 description = "Access Azure Datalake Gen1 with fsspec and dask"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"adlfs\""
 files = [
     {file = "adlfs-2024.12.0-py3-none-any.whl", hash = "sha256:00aab061ddec0413b2039487e656b62e01ece8ef1ca0493f76034a596cf069e3"},
     {file = "adlfs-2024.12.0.tar.gz", hash = "sha256:04582bf7461a57365766d01a295a0a88b2b8c42c4fea06e2d673f62675cac5c6"},
@@ -31,8 +29,6 @@ version = "2.21.1"
 description = "Async client for aws services using botocore and aiohttp"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"s3fs\""
 files = [
     {file = "aiobotocore-2.21.1-py3-none-any.whl", hash = "sha256:bd7c49a6d6f8a3d9444b0a94417c8da13813b5c7eec1c4f0ec2db7e8ce8f23e7"},
     {file = "aiobotocore-2.21.1.tar.gz", hash = "sha256:010357f43004413e92a9d066bb0db1f241aeb29ffed306e9197061ffc94e6577"},
@@ -57,8 +53,6 @@ version = "2.6.1"
 description = "Happy Eyeballs for asyncio"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"s3fs\" or extra == \"adlfs\" or extra == \"gcsfs\""
 files = [
     {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
     {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
@@ -70,8 +64,6 @@ version = "3.11.14"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"s3fs\" or extra == \"adlfs\" or extra == \"gcsfs\""
 files = [
     {file = "aiohttp-3.11.14-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e2bc827c01f75803de77b134afdbf74fa74b62970eafdf190f3244931d7a5c0d"},
     {file = "aiohttp-3.11.14-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e365034c5cf6cf74f57420b57682ea79e19eb29033399dd3f40de4d0171998fa"},
@@ -175,8 +167,6 @@ version = "0.12.0"
 description = "itertools and builtins for AsyncIO and mixed iterables"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"s3fs\""
 files = [
     {file = "aioitertools-0.12.0-py3-none-any.whl", hash = "sha256:fc1f5fac3d737354de8831cbba3eb04f79dd649d8f3afb4c5b114925e662a796"},
     {file = "aioitertools-0.12.0.tar.gz", hash = "sha256:c2a9055b4fbb7705f561b9d86053e8af5d10cc845d22c32008c43490b2d8dd6b"},
@@ -195,8 +185,6 @@ version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"s3fs\" or extra == \"adlfs\" or extra == \"gcsfs\""
 files = [
     {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"},
     {file = "aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"},
@@ -211,7 +199,6 @@ version = "0.7.16"
 description = "A light, configurable Sphinx theme"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92"},
     {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"},
@@ -223,7 +210,6 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -235,7 +221,6 @@ version = "4.13.2"
 description = "ANTLR 4.13.2 runtime for Python 3"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "antlr4_python3_runtime-4.13.2-py3-none-any.whl", hash = "sha256:fe3835eb8d33daece0e799090eda89719dbccee7aa39ef94eed3818cafa5a7e8"},
     {file = "antlr4_python3_runtime-4.13.2.tar.gz", hash = "sha256:909b647e1d2fc2b70180ac586df3933e38919c85f98ccc656a96cd3f25ef3916"},
@@ -247,8 +232,6 @@ version = "5.0.1"
 description = "Timeout context manager for asyncio programs"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "(extra == \"s3fs\" or extra == \"adlfs\" or extra == \"gcsfs\") and python_version < \"3.11\""
 files = [
     {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
     {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
@@ -260,12 +243,10 @@ version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
     {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
 ]
-markers = {main = "extra == \"s3fs\" or extra == \"adlfs\" or extra == \"gcsfs\""}
 
 [package.extras]
 benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
@@ -281,7 +262,6 @@ version = "1.95.0"
 description = "AWS SAM Translator is a library that transform SAM templates into AWS CloudFormation templates"
 optional = false
 python-versions = "!=4.0,<=4.0,>=3.8"
-groups = ["dev"]
 files = [
     {file = "aws_sam_translator-1.95.0-py3-none-any.whl", hash = "sha256:c9e0f22cbe83c768f7d20a3afb7e654bd6bfc087b387528bd48e98366b82ae40"},
     {file = "aws_sam_translator-1.95.0.tar.gz", hash = "sha256:fd2b891fc4cbdde1e06130eaf2710de5cc74442a656b7859b3840691144494cf"},
@@ -302,7 +282,6 @@ version = "2.14.0"
 description = "The AWS X-Ray SDK for Python (the SDK) enables Python developers to record and emit information from within their applications to the AWS X-Ray service."
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "aws_xray_sdk-2.14.0-py2.py3-none-any.whl", hash = "sha256:cfbe6feea3d26613a2a869d14c9246a844285c97087ad8f296f901633554ad94"},
     {file = "aws_xray_sdk-2.14.0.tar.gz", hash = "sha256:aab843c331af9ab9ba5cefb3a303832a19db186140894a523edafc024cc0493c"},
@@ -318,8 +297,6 @@ version = "1.32.0"
 description = "Microsoft Azure Core Library for Python"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"adlfs\""
 files = [
     {file = "azure_core-1.32.0-py3-none-any.whl", hash = "sha256:eac191a0efb23bfa83fddf321b27b122b4ec847befa3091fa736a5c32c50d7b4"},
     {file = "azure_core-1.32.0.tar.gz", hash = "sha256:22b3c35d6b2dae14990f6c1be2912bf23ffe50b220e708a28ab1bb92b1c730e5"},
@@ -339,8 +316,6 @@ version = "0.0.53"
 description = "Azure Data Lake Store Filesystem Client Library for Python"
 optional = true
 python-versions = "*"
-groups = ["main"]
-markers = "extra == \"adlfs\""
 files = [
     {file = "azure-datalake-store-0.0.53.tar.gz", hash = "sha256:05b6de62ee3f2a0a6e6941e6933b792b800c3e7f6ffce2fc324bc19875757393"},
     {file = "azure_datalake_store-0.0.53-py2.py3-none-any.whl", hash = "sha256:a30c902a6e360aa47d7f69f086b426729784e71c536f330b691647a51dc42b2b"},
@@ -357,8 +332,6 @@ version = "1.21.0"
 description = "Microsoft Azure Identity Library for Python"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"adlfs\""
 files = [
     {file = "azure_identity-1.21.0-py3-none-any.whl", hash = "sha256:258ea6325537352440f71b35c3dffe9d240eae4a5126c1b7ce5efd5766bd9fd9"},
     {file = "azure_identity-1.21.0.tar.gz", hash = "sha256:ea22ce6e6b0f429bc1b8d9212d5b9f9877bd4c82f1724bfa910760612c07a9a6"},
@@ -373,15 +346,13 @@ typing-extensions = ">=4.0.0"
 
 [[package]]
 name = "azure-storage-blob"
-version = "12.25.0"
+version = "12.25.1"
 description = "Microsoft Azure Blob Storage Client Library for Python"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"adlfs\""
 files = [
-    {file = "azure_storage_blob-12.25.0-py3-none-any.whl", hash = "sha256:a38e18bf10258fb19028f343db0d3d373280c6427a619c98c06d76485805b755"},
-    {file = "azure_storage_blob-12.25.0.tar.gz", hash = "sha256:42364ca8f9f49dbccd0acc10144ed47bb6770bf78719970b51915f048891abba"},
+    {file = "azure_storage_blob-12.25.1-py3-none-any.whl", hash = "sha256:1f337aab12e918ec3f1b638baada97550673911c4ceed892acc8e4e891b74167"},
+    {file = "azure_storage_blob-12.25.1.tar.gz", hash = "sha256:4f294ddc9bc47909ac66b8934bd26b50d2000278b10ad82cc109764fdc6e0e3b"},
 ]
 
 [package.dependencies]
@@ -399,7 +370,6 @@ version = "2.17.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev", "docs"]
 files = [
     {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
     {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
@@ -414,8 +384,6 @@ version = "1.2.0"
 description = "Backport of CPython tarfile module"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
-markers = "python_version <= \"3.11\""
 files = [
     {file = "backports.tarfile-1.2.0-py3-none-any.whl", hash = "sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34"},
     {file = "backports_tarfile-1.2.0.tar.gz", hash = "sha256:d75e02c268746e1b8144c278978b6e98e85de6ad16f8e4b0844a154557eca991"},
@@ -431,7 +399,6 @@ version = "5.8"
 description = "A wrapper around re and regex that adds additional back references."
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "backrefs-5.8-py310-none-any.whl", hash = "sha256:c67f6638a34a5b8730812f5101376f9d41dc38c43f1fdc35cb54700f6ed4465d"},
     {file = "backrefs-5.8-py311-none-any.whl", hash = "sha256:2e1c15e4af0e12e45c8701bd5da0902d326b2e200cafcd25e49d9f06d44bb61b"},
@@ -450,7 +417,6 @@ version = "1.9.0"
 description = "Fast, simple object-to-object and broadcast signaling"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc"},
     {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"},
@@ -462,12 +428,10 @@ version = "1.37.1"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "boto3-1.37.1-py3-none-any.whl", hash = "sha256:4320441f904435a1b85e6ecb81793192e522c737cc9ed6566014e29f0a11cb22"},
     {file = "boto3-1.37.1.tar.gz", hash = "sha256:96d18f7feb0c1fcb95f8837b74b6c8880e1b4e35ce5f8a8f8cb243a090c278ed"},
 ]
-markers = {main = "extra == \"glue\" or extra == \"dynamodb\" or extra == \"rest-sigv4\""}
 
 [package.dependencies]
 botocore = ">=1.37.1,<1.38.0"
@@ -483,12 +447,10 @@ version = "1.37.1"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "botocore-1.37.1-py3-none-any.whl", hash = "sha256:c1db1bfc5d8c6b3b6d1ca6794f605294b4264e82a7e727b88e0fef9c2b9fbb9c"},
     {file = "botocore-1.37.1.tar.gz", hash = "sha256:b194db8fb2a0ffba53568c364ae26166e7eec0445496b2ac86a6e142f3dd982f"},
 ]
-markers = {main = "extra == \"glue\" or extra == \"dynamodb\" or extra == \"rest-sigv4\" or extra == \"s3fs\""}
 
 [package.dependencies]
 jmespath = ">=0.7.1,<2.0.0"
@@ -507,7 +469,6 @@ version = "1.2.2.post1"
 description = "A simple, correct Python build frontend"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "build-1.2.2.post1-py3-none-any.whl", hash = "sha256:1d61c0887fa860c01971625baae8bdd338e517b836a2f70dd1f7aa3a6b2fc5b5"},
     {file = "build-1.2.2.post1.tar.gz", hash = "sha256:b36993e92ca9375a219c99e606a122ff365a760a2d4bba0caa09bd5278b608b7"},
@@ -534,7 +495,6 @@ version = "5.5.2"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "cachetools-5.5.2-py3-none-any.whl", hash = "sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a"},
     {file = "cachetools-5.5.2.tar.gz", hash = "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4"},
@@ -546,7 +506,6 @@ version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "dev", "docs"]
 files = [
     {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
     {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
@@ -558,7 +517,6 @@ version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -628,7 +586,6 @@ files = [
     {file = "cffi-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:d016c76bdd850f3c626af19b0542c9677ba156e4ee4fccfdd7848803533ef662"},
     {file = "cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824"},
 ]
-markers = {main = "(extra == \"zstandard\" or extra == \"adlfs\") and (platform_python_implementation == \"PyPy\" or extra == \"adlfs\")", dev = "platform_python_implementation != \"PyPy\""}
 
 [package.dependencies]
 pycparser = "*"
@@ -639,7 +596,6 @@ version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
     {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
@@ -651,7 +607,6 @@ version = "1.32.1"
 description = "Checks CloudFormation templates for practices and behaviour that could potentially be improved"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "cfn_lint-1.32.1-py3-none-any.whl", hash = "sha256:a8ea63ac8daa69a66a54a796998362fd063d9ba1e9c1fc3c932213b0c027669c"},
     {file = "cfn_lint-1.32.1.tar.gz", hash = "sha256:10282c0ec7fc6391da4877d9381a6b954f3c54ddcc0d3c97ee86f4783b5ae680"},
@@ -678,7 +633,6 @@ version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev", "docs"]
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
     {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -780,7 +734,6 @@ version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev", "docs"]
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -795,12 +748,10 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main", "dev", "docs"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {main = "platform_system == \"Windows\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\" or os_name == \"nt\""}
 
 [[package]]
 name = "coverage"
@@ -808,7 +759,6 @@ version = "7.7.1"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "coverage-7.7.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:553ba93f8e3c70e1b0031e4dfea36aba4e2b51fe5770db35e99af8dc5c5a9dfe"},
     {file = "coverage-7.7.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:44683f2556a56c9a6e673b583763096b8efbd2df022b02995609cf8e64fc8ae0"},
@@ -887,8 +837,6 @@ version = "2.9.1"
 description = "Thin Python bindings to de/compression algorithms in Rust"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"snappy\""
 files = [
     {file = "cramjam-2.9.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:8e82464d1e00fbbb12958999b8471ba5e9f3d9711954505a0a7b378762332e6f"},
     {file = "cramjam-2.9.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6d2df8a6511cc08ef1fccd2e0c65e2ebc9f57574ec8376052a76851af5398810"},
@@ -991,7 +939,6 @@ version = "44.0.2"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = "!=3.9.0,!=3.9.1,>=3.7"
-groups = ["main", "dev"]
 files = [
     {file = "cryptography-44.0.2-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:efcfe97d1b3c79e486554efddeb8f6f53a4cdd4cf6086642784fa31fc384e1d7"},
     {file = "cryptography-44.0.2-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:29ecec49f3ba3f3849362854b7253a9f59799e3763b0c9d0826259a88efa02f1"},
@@ -1029,7 +976,6 @@ files = [
     {file = "cryptography-44.0.2-pp311-pypy311_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:04abd71114848aa25edb28e225ab5f268096f44cf0127f3d36975bdf1bdf3390"},
     {file = "cryptography-44.0.2.tar.gz", hash = "sha256:c63454aa261a0cf0c5b4718349629793e9e634993538db841165b3df74f37ec0"},
 ]
-markers = {main = "extra == \"adlfs\""}
 
 [package.dependencies]
 cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
@@ -1050,7 +996,6 @@ version = "3.0.12"
 description = "The Cython compiler for writing C extensions in the Python language."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-groups = ["dev"]
 files = [
     {file = "Cython-3.0.12-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ba67eee9413b66dd9fbacd33f0bc2e028a2a120991d77b5fd4b19d0b1e4039b9"},
     {file = "Cython-3.0.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bee2717e5b5f7d966d0c6e27d2efe3698c357aa4d61bb3201997c7a4f9fe485a"},
@@ -1118,13 +1063,47 @@ files = [
     {file = "cython-3.0.12.tar.gz", hash = "sha256:b988bb297ce76c671e28c97d017b95411010f7c77fa6623dd0bb47eed1aee1bc"},
 ]
 
+[[package]]
+name = "daft"
+version = "0.4.8"
+description = "Distributed Dataframes for Multimodal Data"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "daft-0.4.8-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:b5ed66d43b308b67769c0d9d55bef1fa7588a2cbc9603d38097d4e91b082148b"},
+    {file = "daft-0.4.8-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:f8bda4d4d5dbf034d25950295f0d58c9e8e16075adff047789934af609381428"},
+    {file = "daft-0.4.8-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:1d10c4553d45a65e7d5beb05437eed924ba1eb615af4a29e3b2554d4ecb2afbc"},
+    {file = "daft-0.4.8-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:e8ece6aecc45f67c5d819359592f7393da2bb1d8224d36ed17a57e6469d15d21"},
+    {file = "daft-0.4.8-cp39-abi3-win_amd64.whl", hash = "sha256:56a43e6858a36afa2d3baaa8a0960f00c64ae114711bd44ca44664801f1fcffc"},
+    {file = "daft-0.4.8.tar.gz", hash = "sha256:35644d7e82dcf58cf40bc9a657e4b19f357fbaec3886e4c03ce4cb0b61fb0ccf"},
+]
+
+[package.dependencies]
+fsspec = "*"
+importlib-metadata = {version = "*", markers = "python_full_version < \"3.10\""}
+pyarrow = ">=8.0.0"
+tqdm = "*"
+typing-extensions = {version = ">=4.0.0", markers = "python_full_version < \"3.10\""}
+
+[package.extras]
+all = ["daft[aws,azure,deltalake,gcp,iceberg,numpy,pandas,ray,sql,unity]"]
+aws = ["boto3"]
+deltalake = ["deltalake", "packaging"]
+hudi = ["pyarrow (>=8.0.0)"]
+iceberg = ["packaging", "pyiceberg (>=0.7.0)"]
+lance = ["pylance"]
+numpy = ["numpy"]
+pandas = ["pandas"]
+ray = ["packaging", "ray[client,data] (>=2.0.0)", "ray[client,data] (>=2.10.0)"]
+sql = ["connectorx", "sqlalchemy", "sqlglot"]
+unity = ["unitycatalog"]
+
 [[package]]
 name = "datafusion"
 version = "45.2.0"
 description = "Build and run queries against data"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "datafusion-45.2.0-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:1d0e601167be4f3275af6de1287ae7ec96acfcc4a6e60f1b5fc1e517bc1f5162"},
     {file = "datafusion-45.2.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:e70d5697b32326a99ab291afe93c268362ccb644eb71639ae48fe1ebeb0cb7b3"},
@@ -1144,8 +1123,6 @@ version = "5.2.1"
 description = "Decorators for Humans"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "decorator-5.2.1-py3-none-any.whl", hash = "sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a"},
     {file = "decorator-5.2.1.tar.gz", hash = "sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360"},
@@ -1157,7 +1134,6 @@ version = "0.23.0"
 description = "A command line utility to check for unused, missing and transitive dependencies in a Python project."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "deptry-0.23.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:1f2a6817a37d76e8f6b667381b7caf6ea3e6d6c18b5be24d36c625f387c79852"},
     {file = "deptry-0.23.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:9601b64cc0aed42687fdd5c912d5f1e90d7f7333fb589b14e35bfdfebae866f3"},
@@ -1190,7 +1166,6 @@ version = "0.3.9"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87"},
     {file = "distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"},
@@ -1202,7 +1177,6 @@ version = "7.1.0"
 description = "A Python library for the Docker Engine API."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "docker-7.1.0-py3-none-any.whl", hash = "sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0"},
     {file = "docker-7.1.0.tar.gz", hash = "sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c"},
@@ -1225,7 +1199,6 @@ version = "0.21.2"
 description = "Docutils -- Python Documentation Utilities"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "docutils-0.21.2-py3-none-any.whl", hash = "sha256:dafca5b9e384f0e419294eb4d2ff9fa826435bf15f15b7bd45723e8ad76811b2"},
     {file = "docutils-0.21.2.tar.gz", hash = "sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f"},
@@ -1237,7 +1210,6 @@ version = "3.10.0"
 description = "Helpful functions for Python 🐍 🛠️"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
 files = [
     {file = "domdf_python_tools-3.10.0-py3-none-any.whl", hash = "sha256:5e71c1be71bbcc1f881d690c8984b60e64298ec256903b3147f068bc33090c36"},
     {file = "domdf_python_tools-3.10.0.tar.gz", hash = "sha256:2ae308d2f4f1e9145f5f4ba57f840fbfd1c2983ee26e4824347789649d3ae298"},
@@ -1257,8 +1229,6 @@ version = "1.2.1"
 description = "DuckDB in-process database"
 optional = true
 python-versions = ">=3.7.0"
-groups = ["main"]
-markers = "extra == \"duckdb\""
 files = [
     {file = "duckdb-1.2.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:b1b26271c22d1265379949b71b1d13a413f8048ea49ed04b3a33f257c384fa7c"},
     {file = "duckdb-1.2.1-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:47946714d3aa423782678d37bfface082a9c43d232c44c4b79d70a1137e4c356"},
@@ -1319,8 +1289,6 @@ version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
-markers = "python_version < \"3.11\""
 files = [
     {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
     {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -1335,7 +1303,6 @@ version = "1.10.0"
 description = "Fast read/write of AVRO files"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "fastavro-1.10.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:1a9fe0672d2caf0fe54e3be659b13de3cad25a267f2073d6f4b9f8862acc31eb"},
     {file = "fastavro-1.10.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:86dd0410770e0c99363788f0584523709d85e57bb457372ec5c285a482c17fe6"},
@@ -1382,12 +1349,10 @@ version = "3.18.0"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
 files = [
     {file = "filelock-3.18.0-py3-none-any.whl", hash = "sha256:c401f4f8377c4464e6db25fff06205fd89bdd83b65eb0488ed1b160f780e21de"},
     {file = "filelock-3.18.0.tar.gz", hash = "sha256:adbc88eabb99d2fec8c9c1b229b171f18afa655400173ddc653d5d01501fb9f2"},
 ]
-markers = {main = "extra == \"ray\""}
 
 [package.extras]
 docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
@@ -1400,7 +1365,6 @@ version = "3.1.0"
 description = "A simple framework for building complex web applications."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "flask-3.1.0-py3-none-any.whl", hash = "sha256:d667207822eb83f1c4b50949b1623c8fc8d51f2341d65f72e1a1815397551136"},
     {file = "flask-3.1.0.tar.gz", hash = "sha256:5f873c5184c897c8d9d1b05df1e3d01b14910ce69607a117bd3277098a5836ac"},
@@ -1424,7 +1388,6 @@ version = "5.0.1"
 description = "A Flask extension simplifying CORS support"
 optional = false
 python-versions = "<4.0,>=3.9"
-groups = ["dev"]
 files = [
     {file = "flask_cors-5.0.1-py3-none-any.whl", hash = "sha256:fa5cb364ead54bbf401a26dbf03030c6b18fb2fcaf70408096a572b409586b0c"},
     {file = "flask_cors-5.0.1.tar.gz", hash = "sha256:6ccb38d16d6b72bbc156c1c3f192bc435bfcc3c2bc864b2df1eb9b2d97b2403c"},
@@ -1440,8 +1403,6 @@ version = "1.5.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"s3fs\" or extra == \"adlfs\" or extra == \"gcsfs\""
 files = [
     {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:5b6a66c18b5b9dd261ca98dffcb826a525334b2f29e7caa54e182255c5f6a65a"},
     {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d1b3eb7b05ea246510b43a7e53ed1653e55c2121019a97e60cad7efb881a97bb"},
@@ -1543,7 +1504,6 @@ version = "2025.3.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "fsspec-2025.3.0-py3-none-any.whl", hash = "sha256:efb87af3efa9103f94ca91a7f8cb7a4df91af9f74fc106c9c7ea0efd7277c1b3"},
     {file = "fsspec-2025.3.0.tar.gz", hash = "sha256:a935fd1ea872591f2b5148907d103488fc523295e6c64b835cfad8c3eca44972"},
@@ -1583,8 +1543,6 @@ version = "2025.3.0"
 description = "Convenient Filesystem interface over GCS"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "gcsfs-2025.3.0-py2.py3-none-any.whl", hash = "sha256:afbc2b26a481de66519e9cce7762340ef4781ce01c6663af0d63eda10f6d2c9c"},
     {file = "gcsfs-2025.3.0.tar.gz", hash = "sha256:f68d7bc24bd4b944cd55a6963b9fd722c7bd5791f46c6aebacc380e648292c04"},
@@ -1609,8 +1567,6 @@ version = "0.4.8"
 description = "Distributed Dataframes for Multimodal Data"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"daft\""
 files = [
     {file = "getdaft-0.4.8-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:609e59d4b8e87acbacaa3abc59a941c98fd2f4179f19223b79bb19427d4f7e35"},
     {file = "getdaft-0.4.8-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:006412c1966696ef2408bf50b5a88c5eb946456488ae0358d6d09719faeaddf5"},
@@ -1646,7 +1602,6 @@ version = "2.1.0"
 description = "Copy your docs directly to the gh-pages branch."
 optional = false
 python-versions = "*"
-groups = ["docs"]
 files = [
     {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"},
     {file = "ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619"},
@@ -1664,8 +1619,6 @@ version = "2.24.2"
 description = "Google API client core library"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "google_api_core-2.24.2-py3-none-any.whl", hash = "sha256:810a63ac95f3c441b7c0e43d344e372887f62ce9071ba972eacf32672e072de9"},
     {file = "google_api_core-2.24.2.tar.gz", hash = "sha256:81718493daf06d96d6bc76a91c23874dbf2fac0adbbf542831b805ee6e974696"},
@@ -1693,8 +1646,6 @@ version = "2.38.0"
 description = "Google Authentication Library"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "google_auth-2.38.0-py2.py3-none-any.whl", hash = "sha256:e7dae6694313f434a2727bf2906f27ad259bae090d7aa896590d86feec3d9d4a"},
     {file = "google_auth-2.38.0.tar.gz", hash = "sha256:8285113607d3b80a3f1543b75962447ba8a09fe85783432a784fdeef6ac094c4"},
@@ -1719,8 +1670,6 @@ version = "1.2.1"
 description = "Google Authentication Library"
 optional = true
 python-versions = ">=3.6"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "google_auth_oauthlib-1.2.1-py2.py3-none-any.whl", hash = "sha256:2d58a27262d55aa1b87678c3ba7142a080098cbc2024f903c62355deb235d91f"},
     {file = "google_auth_oauthlib-1.2.1.tar.gz", hash = "sha256:afd0cad092a2eaa53cd8e8298557d6de1034c6cb4a740500b5357b648af97263"},
@@ -1739,8 +1688,6 @@ version = "2.4.3"
 description = "Google Cloud API client core library"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "google_cloud_core-2.4.3-py2.py3-none-any.whl", hash = "sha256:5130f9f4c14b4fafdff75c79448f9495cfade0d8775facf1b09c3bf67e027f6e"},
     {file = "google_cloud_core-2.4.3.tar.gz", hash = "sha256:1fab62d7102844b278fe6dead3af32408b1df3eb06f5c7e8634cbd40edc4da53"},
@@ -1759,8 +1706,6 @@ version = "3.1.0"
 description = "Google Cloud Storage API client library"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "google_cloud_storage-3.1.0-py2.py3-none-any.whl", hash = "sha256:eaf36966b68660a9633f03b067e4a10ce09f1377cae3ff9f2c699f69a81c66c6"},
     {file = "google_cloud_storage-3.1.0.tar.gz", hash = "sha256:944273179897c7c8a07ee15f2e6466a02da0c7c4b9ecceac2a26017cb2972049"},
@@ -1784,8 +1729,6 @@ version = "1.7.1"
 description = "A python wrapper of the C library 'Google CRC32C'"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "google_crc32c-1.7.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:b07d48faf8292b4db7c3d64ab86f950c2e94e93a11fd47271c28ba458e4a0d76"},
     {file = "google_crc32c-1.7.1-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:7cc81b3a2fbd932a4313eb53cc7d9dde424088ca3a0337160f35d91826880c1d"},
@@ -1832,8 +1775,6 @@ version = "2.7.2"
 description = "Utilities for Google Media Downloads and Resumable Uploads"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "google_resumable_media-2.7.2-py2.py3-none-any.whl", hash = "sha256:3ce7551e9fe6d99e9a126101d2536612bb73486721951e9562fee0f90c6ababa"},
     {file = "google_resumable_media-2.7.2.tar.gz", hash = "sha256:5280aed4629f2b60b847b0d42f9857fd4935c11af266744df33d8074cae92fe0"},
@@ -1852,8 +1793,6 @@ version = "1.69.2"
 description = "Common protobufs used in Google APIs"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "googleapis_common_protos-1.69.2-py3-none-any.whl", hash = "sha256:0b30452ff9c7a27d80bfc5718954063e8ab53dd3697093d3bc99581f5fd24212"},
     {file = "googleapis_common_protos-1.69.2.tar.gz", hash = "sha256:3e1b904a27a33c821b4b749fd31d334c0c9c30e6113023d495e48979a3dc9c5f"},
@@ -1871,7 +1810,6 @@ version = "3.2.6"
 description = "GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL."
 optional = false
 python-versions = "<4,>=3.6"
-groups = ["dev"]
 files = [
     {file = "graphql_core-3.2.6-py3-none-any.whl", hash = "sha256:78b016718c161a6fb20a7d97bbf107f331cd1afe53e45566c59f776ed7f0b45f"},
     {file = "graphql_core-3.2.6.tar.gz", hash = "sha256:c08eec22f9e40f0bd61d805907e3b3b1b9a320bc606e23dc145eebca07c8fbab"},
@@ -1886,8 +1824,6 @@ version = "3.1.1"
 description = "Lightweight in-process concurrent programming"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "(extra == \"sql-postgres\" or extra == \"sql-sqlite\") and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\") and python_version < \"3.14\""
 files = [
     {file = "greenlet-3.1.1-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:0bbae94a29c9e5c7e4a2b7f0aae5c17e8e90acbfd3bf6270eeba60c39fce3563"},
     {file = "greenlet-3.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0fde093fb93f35ca72a556cf72c92ea3ebfda3d79fc35bb19fbe685853869a83"},
@@ -1974,7 +1910,6 @@ version = "1.6.3"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "griffe-1.6.3-py3-none-any.whl", hash = "sha256:7a0c559f10d8a9016f4d0b4ceaacc087e31e2370cb1aa9a59006a30d5a279fb3"},
     {file = "griffe-1.6.3.tar.gz", hash = "sha256:568cc9e50de04f6c76234bf46dd7f3a264ea3cbb1380fb54818e81e3675a83cf"},
@@ -1989,7 +1924,6 @@ version = "2.6.9"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "identify-2.6.9-py2.py3-none-any.whl", hash = "sha256:c98b4322da415a8e5a70ff6e51fbc2d2932c015532d77e9f8537b4ba7813b150"},
     {file = "identify-2.6.9.tar.gz", hash = "sha256:d40dfe3142a1421d8518e3d3985ef5ac42890683e32306ad614a29490abeb6bf"},
@@ -2004,7 +1938,6 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "dev", "docs"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -2019,7 +1952,6 @@ version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["dev"]
 files = [
     {file = "imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b"},
     {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
@@ -2031,12 +1963,10 @@ version = "8.6.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev", "docs"]
 files = [
     {file = "importlib_metadata-8.6.1-py3-none-any.whl", hash = "sha256:02a89390c1e15fdfdc0d7c6b25cb3e62650d0494005c97d6f148bf5b9787525e"},
     {file = "importlib_metadata-8.6.1.tar.gz", hash = "sha256:310b41d755445d74569f993ccfc22838295d9fe005425094fad953d7f15c8580"},
 ]
-markers = {main = "extra == \"daft\" and python_version < \"3.10\"", dev = "python_full_version < \"3.10.2\"", docs = "python_version < \"3.10\""}
 
 [package.dependencies]
 zipp = ">=3.20"
@@ -2056,7 +1986,6 @@ version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
@@ -2068,8 +1997,6 @@ version = "0.7.2"
 description = "An ISO 8601 date/time/duration parser and formatter"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"adlfs\""
 files = [
     {file = "isodate-0.7.2-py3-none-any.whl", hash = "sha256:28009937d8031054830160fce6d409ed342816b543597cece116d966c6d99e15"},
     {file = "isodate-0.7.2.tar.gz", hash = "sha256:4cd1aa0f43ca76f4a6c6c0292a85f40b35ec2e43e315b59f06e6d32171a953e6"},
@@ -2081,7 +2008,6 @@ version = "2.2.0"
 description = "Safely pass data to untrusted environments and back."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef"},
     {file = "itsdangerous-2.2.0.tar.gz", hash = "sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173"},
@@ -2093,7 +2019,6 @@ version = "6.0.1"
 description = "Useful decorators and context managers"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "jaraco.context-6.0.1-py3-none-any.whl", hash = "sha256:f797fc481b490edb305122c9181830a3a5b76d84ef6d1aef2fb9b47ab956f9e4"},
     {file = "jaraco_context-6.0.1.tar.gz", hash = "sha256:9bae4ea555cf0b14938dc0aee7c9f32ed303aa20a3b73e7dc80111628792d1b3"},
@@ -2112,7 +2037,6 @@ version = "10.2.3"
 description = "tools to supplement packaging Python releases"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "jaraco.packaging-10.2.3-py3-none-any.whl", hash = "sha256:ceb5806d2ac5731ba5b265d196e4cb848afa2a958f01d0bf3a1dfaa3969ed92c"},
     {file = "jaraco_packaging-10.2.3.tar.gz", hash = "sha256:d726cc42faa62b2f70585cbe1176b4b469fe6d75f21b19034b688b4340917933"},
@@ -2134,7 +2058,6 @@ version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
-groups = ["dev", "docs"]
 files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
@@ -2152,12 +2075,10 @@ version = "1.0.1"
 description = "JSON Matching Expressions"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
 files = [
     {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
     {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
 ]
-markers = {main = "extra == \"glue\" or extra == \"dynamodb\" or extra == \"rest-sigv4\" or extra == \"s3fs\""}
 
 [[package]]
 name = "joserfc"
@@ -2165,7 +2086,6 @@ version = "1.0.4"
 description = "The ultimate Python library for JOSE RFCs, including JWS, JWE, JWK, JWA, JWT"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "joserfc-1.0.4-py3-none-any.whl", hash = "sha256:ecf3a5999f89d3a663485ab7c4f633541586d6f44e664ee760197299f39ed51b"},
     {file = "joserfc-1.0.4.tar.gz", hash = "sha256:dc3fc216cfcfc952d4c0d4b06c759a04711af0b667e5973adc47dbb1ba784127"},
@@ -2183,7 +2103,6 @@ version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
-groups = ["dev"]
 files = [
     {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
     {file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
@@ -2198,9 +2117,10 @@ version = "1.7.0"
 description = "A final implementation of JSONPath for Python that aims to be standard compliant, including arithmetic and binary comparison operators and providing clear AST for metaprogramming."
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "jsonpath-ng-1.7.0.tar.gz", hash = "sha256:f6f5f7fd4e5ff79c785f1573b394043b39849fb2bb47bcead935d12b00beab3c"},
+    {file = "jsonpath_ng-1.7.0-py2-none-any.whl", hash = "sha256:898c93fc173f0c336784a3fa63d7434297544b7198124a68f9a3ef9597b0ae6e"},
+    {file = "jsonpath_ng-1.7.0-py3-none-any.whl", hash = "sha256:f3d7f9e848cba1b6da28c55b1c26ff915dc9e0b1ba7e752a53d6da8d5cbd00b6"},
 ]
 
 [package.dependencies]
@@ -2212,7 +2132,6 @@ version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -2224,12 +2143,10 @@ version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
     {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
 ]
-markers = {main = "extra == \"ray\""}
 
 [package.dependencies]
 attrs = ">=22.2.0"
@@ -2247,7 +2164,6 @@ version = "0.3.4"
 description = "JSONSchema Spec with object-oriented paths"
 optional = false
 python-versions = "<4.0.0,>=3.8.0"
-groups = ["dev"]
 files = [
     {file = "jsonschema_path-0.3.4-py3-none-any.whl", hash = "sha256:f502191fdc2b22050f9a81c9237be9d27145b9001c55842bece5e94e382e52f8"},
     {file = "jsonschema_path-0.3.4.tar.gz", hash = "sha256:8365356039f16cc65fddffafda5f58766e34bebab7d6d105616ab52bc4297001"},
@@ -2265,12 +2181,10 @@ version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
 files = [
     {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
     {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
 ]
-markers = {main = "extra == \"ray\""}
 
 [package.dependencies]
 referencing = ">=0.31.0"
@@ -2281,7 +2195,6 @@ version = "1.10.0"
 description = "A fast and thorough lazy object proxy."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "lazy-object-proxy-1.10.0.tar.gz", hash = "sha256:78247b6d45f43a52ef35c25b5581459e85117225408a4128a3daf8bf9648ac69"},
     {file = "lazy_object_proxy-1.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:855e068b0358ab916454464a884779c7ffa312b8925c6f7401e952dcf3b89977"},
@@ -2328,7 +2241,6 @@ version = "3.7"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
-groups = ["docs"]
 files = [
     {file = "Markdown-3.7-py3-none-any.whl", hash = "sha256:7eb6df5690b81a1d7942992c97fad2938e956e79df20cbc6186e9c3a77b1c803"},
     {file = "markdown-3.7.tar.gz", hash = "sha256:2ae2471477cfd02dbbf038d5d9bc226d40def84b4fe2986e49b59b6b472bbed2"},
@@ -2347,7 +2259,6 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
     {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
@@ -2372,7 +2283,6 @@ version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev", "docs"]
 files = [
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"},
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"},
@@ -2443,7 +2353,6 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -2455,7 +2364,6 @@ version = "1.3.4"
 description = "A deep merge function for 🐍."
 optional = false
 python-versions = ">=3.6"
-groups = ["docs"]
 files = [
     {file = "mergedeep-1.3.4-py3-none-any.whl", hash = "sha256:70775750742b25c0d8f36c55aed03d24c3384d17c951b3175d898bd778ef0307"},
     {file = "mergedeep-1.3.4.tar.gz", hash = "sha256:0096d52e9dad9939c3d975a774666af186eda617e6ca84df4c94dec30004f2a8"},
@@ -2467,7 +2375,6 @@ version = "1.6.1"
 description = "Project documentation with Markdown."
 optional = false
 python-versions = ">=3.8"
-groups = ["docs"]
 files = [
     {file = "mkdocs-1.6.1-py3-none-any.whl", hash = "sha256:db91759624d1647f3f34aa0c3f327dd2601beae39a366d6e064c03468d35c20e"},
     {file = "mkdocs-1.6.1.tar.gz", hash = "sha256:7b432f01d928c084353ab39c57282f29f92136665bdd6abf7c1ec8d822ef86f2"},
@@ -2499,7 +2406,6 @@ version = "1.4.1"
 description = "Automatically link across pages in MkDocs."
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "mkdocs_autorefs-1.4.1-py3-none-any.whl", hash = "sha256:9793c5ac06a6ebbe52ec0f8439256e66187badf4b5334b5fde0b128ec134df4f"},
     {file = "mkdocs_autorefs-1.4.1.tar.gz", hash = "sha256:4b5b6235a4becb2b10425c2fa191737e415b37aa3418919db33e5d774c9db079"},
@@ -2516,7 +2422,6 @@ version = "0.5.0"
 description = "MkDocs plugin to programmatically generate documentation pages during the build"
 optional = false
 python-versions = ">=3.7"
-groups = ["docs"]
 files = [
     {file = "mkdocs_gen_files-0.5.0-py3-none-any.whl", hash = "sha256:7ac060096f3f40bd19039e7277dd3050be9a453c8ac578645844d4d91d7978ea"},
     {file = "mkdocs_gen_files-0.5.0.tar.gz", hash = "sha256:4c7cf256b5d67062a788f6b1d035e157fc1a9498c2399be9af5257d4ff4d19bc"},
@@ -2531,7 +2436,6 @@ version = "0.2.0"
 description = "MkDocs extension that lists all dependencies according to a mkdocs.yml file"
 optional = false
 python-versions = ">=3.8"
-groups = ["docs"]
 files = [
     {file = "mkdocs_get_deps-0.2.0-py3-none-any.whl", hash = "sha256:2bf11d0b133e77a0dd036abeeb06dec8775e46efa526dc70667d8863eefc6134"},
     {file = "mkdocs_get_deps-0.2.0.tar.gz", hash = "sha256:162b3d129c7fad9b19abfdcb9c1458a651628e4b1dea628ac68790fb3061c60c"},
@@ -2549,7 +2453,6 @@ version = "0.6.2"
 description = "MkDocs plugin to specify the navigation in Markdown instead of YAML"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "mkdocs_literate_nav-0.6.2-py3-none-any.whl", hash = "sha256:0a6489a26ec7598477b56fa112056a5e3a6c15729f0214bea8a4dbc55bd5f630"},
     {file = "mkdocs_literate_nav-0.6.2.tar.gz", hash = "sha256:760e1708aa4be86af81a2b56e82c739d5a8388a0eab1517ecfd8e5aa40810a75"},
@@ -2564,7 +2467,6 @@ version = "9.6.9"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
-groups = ["docs"]
 files = [
     {file = "mkdocs_material-9.6.9-py3-none-any.whl", hash = "sha256:6e61b7fb623ce2aa4622056592b155a9eea56ff3487d0835075360be45a4c8d1"},
     {file = "mkdocs_material-9.6.9.tar.gz", hash = "sha256:a4872139715a1f27b2aa3f3dc31a9794b7bbf36333c0ba4607cf04786c94f89c"},
@@ -2594,7 +2496,6 @@ version = "1.3.1"
 description = "Extension pack for Python Markdown and MkDocs Material."
 optional = false
 python-versions = ">=3.8"
-groups = ["docs"]
 files = [
     {file = "mkdocs_material_extensions-1.3.1-py3-none-any.whl", hash = "sha256:adff8b62700b25cb77b53358dad940f3ef973dd6db797907c49e3c2ef3ab4e31"},
     {file = "mkdocs_material_extensions-1.3.1.tar.gz", hash = "sha256:10c9511cea88f568257f960358a467d12b970e1f7b2c0e5fb2bb48cab1928443"},
@@ -2606,7 +2507,6 @@ version = "0.3.9"
 description = "MkDocs plugin to allow clickable sections that lead to an index page"
 optional = false
 python-versions = ">=3.8"
-groups = ["docs"]
 files = [
     {file = "mkdocs_section_index-0.3.9-py3-none-any.whl", hash = "sha256:5e5eb288e8d7984d36c11ead5533f376fdf23498f44e903929d72845b24dfe34"},
     {file = "mkdocs_section_index-0.3.9.tar.gz", hash = "sha256:b66128d19108beceb08b226ee1ba0981840d14baf8a652b6c59e650f3f92e4f8"},
@@ -2621,7 +2521,6 @@ version = "0.29.0"
 description = "Automatic documentation from sources, for MkDocs."
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "mkdocstrings-0.29.0-py3-none-any.whl", hash = "sha256:8ea98358d2006f60befa940fdebbbc88a26b37ecbcded10be726ba359284f73d"},
     {file = "mkdocstrings-0.29.0.tar.gz", hash = "sha256:3657be1384543ce0ee82112c3e521bbf48e41303aa0c229b9ffcccba057d922e"},
@@ -2648,7 +2547,6 @@ version = "1.16.8"
 description = "A Python handler for mkdocstrings."
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "mkdocstrings_python-1.16.8-py3-none-any.whl", hash = "sha256:211b7aaf776cd45578ecb531e5ad0d3a35a8be9101a6bfa10de38a69af9d8fd8"},
     {file = "mkdocstrings_python-1.16.8.tar.gz", hash = "sha256:9453ccae69be103810c1cf6435ce71c8f714ae37fef4d87d16aa92a7c800fe1d"},
@@ -2666,7 +2564,6 @@ version = "5.1.0"
 description = "Python extension for MurmurHash (MurmurHash3), a set of fast and robust hash functions."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "mmh3-5.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:eaf4ac5c6ee18ca9232238364d7f2a213278ae5ca97897cafaa123fcc7bb8bec"},
     {file = "mmh3-5.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:48f9aa8ccb9ad1d577a16104834ac44ff640d8de8c0caed09a2300df7ce8460a"},
@@ -2765,7 +2662,6 @@ version = "5.1.1"
 description = "A library that allows you to easily mock out tests based on AWS infrastructure"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "moto-5.1.1-py3-none-any.whl", hash = "sha256:615904d6210431950a59a2bdec365d60e791eacbe3dd07a3a5d742c88ef847dd"},
     {file = "moto-5.1.1.tar.gz", hash = "sha256:5b25dbc62cccd9f36ef062c870db49d976b241129024fab049e2d3d1296e2a57"},
@@ -2825,7 +2721,6 @@ version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -2843,8 +2738,6 @@ version = "1.32.0"
 description = "The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of users with Microsoft Azure Active Directory accounts (AAD) and Microsoft Accounts (MSA) using industry standard OAuth2 and OpenID Connect."
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"adlfs\""
 files = [
     {file = "msal-1.32.0-py3-none-any.whl", hash = "sha256:9dbac5384a10bbbf4dae5c7ea0d707d14e087b92c5aa4954b3feaa2d1aa0bcb7"},
     {file = "msal-1.32.0.tar.gz", hash = "sha256:5445fe3af1da6be484991a7ab32eaa82461dc2347de105b76af92c610c3335c2"},
@@ -2864,8 +2757,6 @@ version = "1.3.1"
 description = "Microsoft Authentication Library extensions (MSAL EX) provides a persistence API that can save your data on disk, encrypted on Windows, macOS and Linux. Concurrent data access will be coordinated by a file lock mechanism."
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"adlfs\""
 files = [
     {file = "msal_extensions-1.3.1-py3-none-any.whl", hash = "sha256:96d3de4d034504e969ac5e85bae8106c8373b5c6568e4c8fa7af2eca9dbe6bca"},
     {file = "msal_extensions-1.3.1.tar.gz", hash = "sha256:c5b0fd10f65ef62b5f1d62f4251d51cbcaf003fcedae8c91b040a488614be1a4"},
@@ -2883,8 +2774,6 @@ version = "1.1.0"
 description = "MessagePack serializer"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"ray\""
 files = [
     {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7ad442d527a7e358a469faf43fda45aaf4ac3249c8310a82f0ccff9164e5dccd"},
     {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:74bed8f63f8f14d75eec75cf3d04ad581da6b914001b474a5d3cd3372c8cc27d"},
@@ -2958,8 +2847,6 @@ version = "6.2.0"
 description = "multidict implementation"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"s3fs\" or extra == \"adlfs\" or extra == \"gcsfs\""
 files = [
     {file = "multidict-6.2.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b9f6392d98c0bd70676ae41474e2eecf4c7150cb419237a41f8f96043fcb81d1"},
     {file = "multidict-6.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:3501621d5e86f1a88521ea65d5cad0a0834c77b26f193747615b7c911e5422d2"},
@@ -3064,8 +2951,6 @@ version = "1.37.13"
 description = "Type annotations for boto3 Glue 1.37.13 service generated with mypy-boto3-builder 8.10.0"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"glue\""
 files = [
     {file = "mypy_boto3_glue-1.37.13-py3-none-any.whl", hash = "sha256:29c544edfba503077cedeb1eb0cecc9fe9a8c11bc2acde4decc32222a31f9b78"},
     {file = "mypy_boto3_glue-1.37.13.tar.gz", hash = "sha256:16b25fb94e797d4337a71b787b2fca2e68170f7c13b3a3e592c08e04243589b0"},
@@ -3080,7 +2965,6 @@ version = "8.4.0"
 description = "Simple yet flexible natural sorting in Python."
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "natsort-8.4.0-py3-none-any.whl", hash = "sha256:4732914fb471f56b5cce04d7bae6f164a592c7712e1c85f9ef585e197299521c"},
     {file = "natsort-8.4.0.tar.gz", hash = "sha256:45312c4a0e5507593da193dedd04abb1469253b601ecaf63445ad80f0a1ea581"},
@@ -3096,7 +2980,6 @@ version = "3.2.1"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "networkx-3.2.1-py3-none-any.whl", hash = "sha256:f18c69adc97877c42332c170849c96cefa91881c99a7cb3e95b7c659ebdc1ec2"},
     {file = "networkx-3.2.1.tar.gz", hash = "sha256:9f1bb5cf3409bf324e0a722c20bdb4c20ee39bf1c30ce8ae499c8502b0b5e0c6"},
@@ -3115,7 +2998,6 @@ version = "1.9.1"
 description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["dev"]
 files = [
     {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"},
     {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
@@ -3127,8 +3009,6 @@ version = "2.0.2"
 description = "Fundamental package for array computing in Python"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "(extra == \"pandas\" or extra == \"ray\") and python_version < \"3.11\""
 files = [
     {file = "numpy-2.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:51129a29dbe56f9ca83438b706e2e69a39892b5eda6cedcb6b0c9fdc9b0d3ece"},
     {file = "numpy-2.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f15975dfec0cf2239224d80e32c3170b1d168335eaedee69da84fbe9f1f9cd04"},
@@ -3183,8 +3063,6 @@ version = "2.2.4"
 description = "Fundamental package for array computing in Python"
 optional = true
 python-versions = ">=3.10"
-groups = ["main"]
-markers = "extra == \"pandas\" and python_version == \"3.11\" or extra == \"pandas\" and python_version >= \"3.12\" or extra == \"ray\" and python_version == \"3.11\" or extra == \"ray\" and python_version >= \"3.12\""
 files = [
     {file = "numpy-2.2.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8146f3550d627252269ac42ae660281d673eb6f8b32f113538e0cc2a9aed42b9"},
     {file = "numpy-2.2.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e642d86b8f956098b564a45e6f6ce68a22c2c97a04f5acd3f221f57b8cb850ae"},
@@ -3249,8 +3127,6 @@ version = "3.2.2"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 optional = true
 python-versions = ">=3.6"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca"},
     {file = "oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918"},
@@ -3267,7 +3143,6 @@ version = "0.6.3"
 description = "OpenAPI schema validation for Python"
 optional = false
 python-versions = "<4.0.0,>=3.8.0"
-groups = ["dev"]
 files = [
     {file = "openapi_schema_validator-0.6.3-py3-none-any.whl", hash = "sha256:f3b9870f4e556b5a62a1c39da72a6b4b16f3ad9c73dc80084b1b11e74ba148a3"},
     {file = "openapi_schema_validator-0.6.3.tar.gz", hash = "sha256:f37bace4fc2a5d96692f4f8b31dc0f8d7400fd04f3a937798eaf880d425de6ee"},
@@ -3284,7 +3159,6 @@ version = "0.7.1"
 description = "OpenAPI 2.0 (aka Swagger) and OpenAPI 3 spec validator"
 optional = false
 python-versions = ">=3.8.0,<4.0.0"
-groups = ["dev"]
 files = [
     {file = "openapi_spec_validator-0.7.1-py3-none-any.whl", hash = "sha256:3c81825043f24ccbcd2f4b149b11e8231abce5ba84f37065e14ec947d8f4e959"},
     {file = "openapi_spec_validator-0.7.1.tar.gz", hash = "sha256:8577b85a8268685da6f8aa30990b83b7960d4d1117e901d451b5d572605e5ec7"},
@@ -3302,12 +3176,10 @@ version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "docs"]
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
 ]
-markers = {main = "extra == \"ray\""}
 
 [[package]]
 name = "paginate"
@@ -3315,7 +3187,6 @@ version = "0.5.7"
 description = "Divides large result sets into pages for easier browsing"
 optional = false
 python-versions = "*"
-groups = ["docs"]
 files = [
     {file = "paginate-0.5.7-py2.py3-none-any.whl", hash = "sha256:b885e2af73abcf01d9559fd5216b57ef722f8c42affbb63942377668e35c7591"},
     {file = "paginate-0.5.7.tar.gz", hash = "sha256:22bd083ab41e1a8b4f3690544afb2c60c25e5c9a63a30fa2f483f6c60c8e5945"},
@@ -3331,8 +3202,6 @@ version = "2.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"pandas\" or extra == \"ray\""
 files = [
     {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
     {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
@@ -3419,7 +3288,6 @@ version = "0.4.4"
 description = "Object-oriented paths"
 optional = false
 python-versions = "<4.0.0,>=3.7.0"
-groups = ["dev"]
 files = [
     {file = "pathable-0.4.4-py3-none-any.whl", hash = "sha256:5ae9e94793b6ef5a4cbe0a7ce9dbbefc1eec38df253763fd0aeeacf2762dbbc2"},
     {file = "pathable-0.4.4.tar.gz", hash = "sha256:6905a3cd17804edfac7875b5f6c9142a218c7caef78693c2dbbbfbac186d88b2"},
@@ -3431,7 +3299,6 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
-groups = ["docs"]
 files = [
     {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
@@ -3443,7 +3310,6 @@ version = "4.3.7"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev", "docs"]
 files = [
     {file = "platformdirs-4.3.7-py3-none-any.whl", hash = "sha256:a03875334331946f13c549dbd8f4bac7a13a50a895a0eb1e8c6a8ace80d40a94"},
     {file = "platformdirs-4.3.7.tar.gz", hash = "sha256:eb437d586b6a0986388f0d6f74aa0cde27b48d0e3d66843640bfb6bdcdb6e351"},
@@ -3460,7 +3326,6 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -3476,7 +3341,6 @@ version = "3.11"
 description = "Python Lex & Yacc"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "ply-3.11-py2.py3-none-any.whl", hash = "sha256:096f9b8350b65ebd2fd1346b12452efe5b9607f7482813ffca50c22722a807ce"},
     {file = "ply-3.11.tar.gz", hash = "sha256:00c7c1aaa88358b9c765b6d3000c6eec0ba42abca5351b095321aef446081da3"},
@@ -3488,8 +3352,6 @@ version = "1.26.0"
 description = "Blazingly fast DataFrame library"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"polars\""
 files = [
     {file = "polars-1.26.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:2afefcd356608981b2e15d46df9ddaa6e77f36095ebeb73c3261e198bd51c925"},
     {file = "polars-1.26.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:587eb3c5000423eb20be998f523e605ddba0d3c598ba4a7e2a4d0b92b1fd2a7e"},
@@ -3533,7 +3395,6 @@ version = "4.2.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "pre_commit-4.2.0-py2.py3-none-any.whl", hash = "sha256:a009ca7205f1eb497d10b845e52c838a98b6cdd2102a6c8e4540e94ee75c58bd"},
     {file = "pre_commit-4.2.0.tar.gz", hash = "sha256:601283b9757afd87d40c4c4a9b2b5de9637a8ea02eaff7adc2d0fb4e04841146"},
@@ -3552,8 +3413,6 @@ version = "0.3.1"
 description = "Accelerated property cache"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"s3fs\" or extra == \"adlfs\" or extra == \"gcsfs\""
 files = [
     {file = "propcache-0.3.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f27785888d2fdd918bc36de8b8739f2d6c791399552333721b58193f68ea3e98"},
     {file = "propcache-0.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d4e89cde74154c7b5957f87a355bb9c8ec929c167b59c83d90654ea36aeb6180"},
@@ -3661,8 +3520,6 @@ version = "1.26.1"
 description = "Beautiful, Pythonic protocol buffers"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "proto_plus-1.26.1-py3-none-any.whl", hash = "sha256:13285478c2dcf2abb829db158e1047e2f1e8d63a077d94263c2b88b043c75a66"},
     {file = "proto_plus-1.26.1.tar.gz", hash = "sha256:21a515a4c4c0088a773899e23c7bbade3d18f9c66c73edd4c7ee3816bc96a012"},
@@ -3676,22 +3533,20 @@ testing = ["google-api-core (>=1.31.5)"]
 
 [[package]]
 name = "protobuf"
-version = "6.30.1"
+version = "6.30.2"
 description = ""
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
-    {file = "protobuf-6.30.1-cp310-abi3-win32.whl", hash = "sha256:ba0706f948d0195f5cac504da156d88174e03218d9364ab40d903788c1903d7e"},
-    {file = "protobuf-6.30.1-cp310-abi3-win_amd64.whl", hash = "sha256:ed484f9ddd47f0f1bf0648806cccdb4fe2fb6b19820f9b79a5adf5dcfd1b8c5f"},
-    {file = "protobuf-6.30.1-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:aa4f7dfaed0d840b03d08d14bfdb41348feaee06a828a8c455698234135b4075"},
-    {file = "protobuf-6.30.1-cp39-abi3-manylinux2014_aarch64.whl", hash = "sha256:47cd320b7db63e8c9ac35f5596ea1c1e61491d8a8eb6d8b45edc44760b53a4f6"},
-    {file = "protobuf-6.30.1-cp39-abi3-manylinux2014_x86_64.whl", hash = "sha256:e3083660225fa94748ac2e407f09a899e6a28bf9c0e70c75def8d15706bf85fc"},
-    {file = "protobuf-6.30.1-cp39-cp39-win32.whl", hash = "sha256:554d7e61cce2aa4c63ca27328f757a9f3867bce8ec213bf09096a8d16bcdcb6a"},
-    {file = "protobuf-6.30.1-cp39-cp39-win_amd64.whl", hash = "sha256:b510f55ce60f84dc7febc619b47215b900466e3555ab8cb1ba42deb4496d6cc0"},
-    {file = "protobuf-6.30.1-py3-none-any.whl", hash = "sha256:3c25e51e1359f1f5fa3b298faa6016e650d148f214db2e47671131b9063c53be"},
-    {file = "protobuf-6.30.1.tar.gz", hash = "sha256:535fb4e44d0236893d5cf1263a0f706f1160b689a7ab962e9da8a9ce4050b780"},
+    {file = "protobuf-6.30.2-cp310-abi3-win32.whl", hash = "sha256:b12ef7df7b9329886e66404bef5e9ce6a26b54069d7f7436a0853ccdeb91c103"},
+    {file = "protobuf-6.30.2-cp310-abi3-win_amd64.whl", hash = "sha256:7653c99774f73fe6b9301b87da52af0e69783a2e371e8b599b3e9cb4da4b12b9"},
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 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"sql-postgres\""
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@@ -3750,6 +3603,7 @@ files = [
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@@ -3778,8 +3632,6 @@ version = "0.6.2"
 description = "Pure Python client SASL implementation"
 optional = true
 python-versions = "*"
-groups = ["main"]
-markers = "extra == \"hive-kerberos\""
 files = [
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@@ -3866,7 +3715,6 @@ files = [
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 [package.extras]
 test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
@@ -3877,8 +3725,6 @@ version = "0.6.1"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
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@@ -3886,19 +3732,17 @@ files = [
 
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 python-versions = ">=3.8"
-groups = ["main"]
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 [package.dependencies]
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+pyasn1 = ">=0.6.1,<0.7.0"
 
 [[package]]
 name = "pycparser"
@@ -3906,29 +3750,27 @@ version = "2.22"
 description = "C parser in Python"
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 [[package]]
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-version = "2.10.6"
+version = "2.11.1"
 description = "Data validation using Python type hints"
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-groups = ["main", "dev"]
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 typing-extensions = ">=4.12.2"
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 [package.extras]
 email = ["email-validator (>=2.0.0)"]
@@ -3936,112 +3778,110 @@ timezone = ["tzdata"]
 
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 ]
 
 [package.dependencies]
@@ -4053,7 +3893,6 @@ version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "docs"]
 files = [
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@@ -4068,8 +3907,6 @@ version = "0.4.0"
 description = ""
 optional = true
 python-versions = "*"
-groups = ["main"]
-markers = "extra == \"pyiceberg-core\""
 files = [
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@@ -4085,8 +3922,6 @@ version = "2.10.1"
 description = "JSON Web Token implementation in Python"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"adlfs\""
 files = [
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@@ -4107,7 +3942,6 @@ version = "10.14.3"
 description = "Extension pack for Python Markdown."
 optional = false
 python-versions = ">=3.8"
-groups = ["docs"]
 files = [
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@@ -4126,7 +3960,6 @@ version = "3.2.3"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
 files = [
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@@ -4141,7 +3974,6 @@ version = "1.2.0"
 description = "Wrappers to call pyproject.toml-based build backend hooks."
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
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@@ -4153,7 +3985,6 @@ version = "1.0.0"
 description = "Library for handling efficiently sorted integer sets."
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
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@@ -4217,7 +4048,6 @@ version = "3.5.5"
 description = "Apache Spark Python API"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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 ]
@@ -4238,7 +4068,6 @@ version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
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@@ -4261,7 +4090,6 @@ version = "2.13.0"
 description = "check the README when running tests"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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@@ -4281,7 +4109,6 @@ version = "0.6.3"
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 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
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@@ -4296,7 +4123,6 @@ version = "3.14.0"
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 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
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@@ -4314,7 +4140,6 @@ version = "2.9.0.post0"
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-groups = ["main", "dev", "docs"]
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@@ -4329,8 +4154,6 @@ version = "0.7.3"
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 optional = true
 python-versions = "*"
-groups = ["main"]
-markers = "extra == \"snappy\""
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@@ -4345,8 +4168,6 @@ version = "2025.2"
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 optional = true
 python-versions = "*"
-groups = ["main"]
-markers = "extra == \"pandas\" or extra == \"ray\""
 files = [
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@@ -4358,8 +4179,6 @@ version = "310"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
-groups = ["dev"]
-markers = "sys_platform == \"win32\""
 files = [
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@@ -4385,7 +4204,6 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "docs"]
 files = [
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@@ -4441,7 +4259,6 @@ files = [
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 [[package]]
 name = "pyyaml-env-tag"
@@ -4449,7 +4266,6 @@ version = "0.1"
 description = "A custom YAML tag for referencing environment variables in YAML files. "
 optional = false
 python-versions = ">=3.6"
-groups = ["docs"]
 files = [
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@@ -4460,33 +4276,31 @@ pyyaml = "*"
 
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 name = "ray"
-version = "2.44.0"
+version = "2.44.1"
 description = "Ray provides a simple, universal API for building distributed applications."
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"ray\""
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 ]
 
 [package.dependencies]
@@ -4505,10 +4319,10 @@ requests = "*"
 adag = ["cupy-cuda12x"]
 air = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "fastapi", "fsspec", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "numpy (>=1.20)", "opencensus", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "py-spy (>=0.4.0)", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "tensorboardX (>=1.9)", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
 all = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "cupy-cuda12x", "dm-tree", "fastapi", "fsspec", "grpcio", "grpcio (!=1.56.0)", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "gymnasium (==1.0.0)", "lz4", "memray", "numpy (>=1.20)", "opencensus", "opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk", "ormsgpack (==1.7.0)", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "py-spy (>=0.4.0)", "pyOpenSSL", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "pyyaml", "requests", "scipy", "smart-open", "starlette", "tensorboardX (>=1.9)", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
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+all-cpp = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "cupy-cuda12x", "dm-tree", "fastapi", "fsspec", "grpcio", "grpcio (!=1.56.0)", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "gymnasium (==1.0.0)", "lz4", "memray", "numpy (>=1.20)", "opencensus", "opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk", "ormsgpack (==1.7.0)", "pandas", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "py-spy (>=0.4.0)", "pyOpenSSL", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "pyyaml", "ray-cpp (==2.44.1)", "requests", "scipy", "smart-open", "starlette", "tensorboardX (>=1.9)", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "watchfiles"]
 cgraph = ["cupy-cuda12x"]
 client = ["grpcio", "grpcio (!=1.56.0)"]
-cpp = ["ray-cpp (==2.44.0)"]
+cpp = ["ray-cpp (==2.44.1)"]
 data = ["fsspec", "numpy (>=1.20)", "pandas (>=1.3)", "pyarrow (<18)", "pyarrow (>=9.0.0)"]
 default = ["aiohttp (>=3.7)", "aiohttp-cors", "colorful", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "opencensus", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "py-spy (>=0.4.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "virtualenv (>=20.0.24,!=20.21.1)"]
 llm = ["aiohttp (>=3.7)", "aiohttp-cors", "async-timeout", "colorful", "fastapi", "fsspec", "grpcio (>=1.32.0)", "grpcio (>=1.42.0)", "jsonref (>=1.1.0)", "jsonschema", "ninja", "numpy (>=1.20)", "opencensus", "pandas (>=1.3)", "prometheus-client (>=0.7.1)", "py-spy (>=0.2.0)", "py-spy (>=0.4.0)", "pyarrow (<18)", "pyarrow (>=9.0.0)", "pydantic (<2.0.dev0 || >=2.5.dev0,<3)", "requests", "smart-open", "starlette", "typer", "uvicorn[standard]", "virtualenv (>=20.0.24,!=20.21.1)", "vllm (>=0.7.2)", "watchfiles"]
@@ -4525,12 +4339,10 @@ version = "0.36.2"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
 files = [
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 ]
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 [package.dependencies]
 attrs = ">=22.2.0"
@@ -4543,7 +4355,6 @@ version = "2024.11.6"
 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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@@ -4647,7 +4458,6 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "docs"]
 files = [
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@@ -4669,7 +4479,6 @@ version = "1.12.1"
 description = "Mock out responses from the requests package"
 optional = false
 python-versions = ">=3.5"
-groups = ["dev"]
 files = [
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@@ -4687,8 +4496,6 @@ version = "2.0.0"
 description = "OAuthlib authentication support for Requests."
 optional = true
 python-versions = ">=3.4"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
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@@ -4707,7 +4514,6 @@ version = "0.11.0"
 description = "This is a small Python module for parsing Pip requirement files."
 optional = false
 python-versions = "<4.0,>=3.8"
-groups = ["dev"]
 files = [
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@@ -4723,7 +4529,6 @@ version = "0.25.7"
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 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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@@ -4743,7 +4548,6 @@ version = "0.1.4"
 description = "A pure python RFC3339 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["dev"]
 files = [
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@@ -4758,7 +4562,6 @@ version = "13.9.4"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main"]
 files = [
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@@ -4778,7 +4581,6 @@ version = "0.24.0"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
 files = [
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@@ -4895,7 +4697,6 @@ files = [
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 ]
-markers = {main = "extra == \"ray\""}
 
 [[package]]
 name = "rsa"
@@ -4903,8 +4704,6 @@ version = "4.9"
 description = "Pure-Python RSA implementation"
 optional = true
 python-versions = ">=3.6,<4"
-groups = ["main"]
-markers = "extra == \"gcsfs\""
 files = [
     {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
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@@ -4919,8 +4718,6 @@ version = "2025.3.0"
 description = "Convenient Filesystem interface over S3"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"s3fs\""
 files = [
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@@ -4941,12 +4738,10 @@ version = "0.11.3"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
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 [package.dependencies]
 botocore = ">=1.36.0,<2.0a.0"
@@ -4960,7 +4755,6 @@ version = "78.1.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
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@@ -4981,7 +4775,6 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main", "dev", "docs"]
 files = [
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@@ -4993,7 +4786,6 @@ version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
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@@ -5005,7 +4797,6 @@ version = "2.4.0"
 description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
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@@ -5017,7 +4808,6 @@ version = "7.4.7"
 description = "Python documentation generator"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
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@@ -5054,7 +4844,6 @@ version = "2.0.0"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
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@@ -5071,7 +4860,6 @@ version = "2.0.0"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
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@@ -5088,7 +4876,6 @@ version = "2.1.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
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@@ -5105,7 +4892,6 @@ version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
 optional = false
 python-versions = ">=3.5"
-groups = ["dev"]
 files = [
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@@ -5120,7 +4906,6 @@ version = "2.0.0"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
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@@ -5137,7 +4922,6 @@ version = "2.0.0"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
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@@ -5150,82 +4934,80 @@ test = ["pytest"]
 
 [[package]]
 name = "sqlalchemy"
-version = "2.0.39"
+version = "2.0.40"
 description = "Database Abstraction Library"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"sql-postgres\" or extra == \"sql-sqlite\""
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 ]
 
 [package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
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 typing-extensions = ">=4.6.0"
 
 [package.extras]
-aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
-aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
-asyncio = ["greenlet (!=0.4.17)"]
-asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
+aiomysql = ["aiomysql (>=0.2.0)", "greenlet (>=1)"]
+aioodbc = ["aioodbc", "greenlet (>=1)"]
+aiosqlite = ["aiosqlite", "greenlet (>=1)", "typing_extensions (!=3.10.0.1)"]
+asyncio = ["greenlet (>=1)"]
+asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (>=1)"]
 mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5,!=1.1.10)"]
 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
@@ -5236,7 +5018,7 @@ mysql-connector = ["mysql-connector-python"]
 oracle = ["cx_oracle (>=8)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
-postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
+postgresql-asyncpg = ["asyncpg", "greenlet (>=1)"]
 postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
 postgresql-psycopg = ["psycopg (>=3.0.7)"]
 postgresql-psycopg2binary = ["psycopg2-binary"]
@@ -5251,7 +5033,6 @@ version = "1.7.3"
 description = "Strict, typed YAML parser"
 optional = false
 python-versions = ">=3.7.0"
-groups = ["main"]
 files = [
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@@ -5266,7 +5047,6 @@ version = "1.13.3"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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@@ -5284,7 +5064,6 @@ version = "9.0.0"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -5300,8 +5079,6 @@ version = "0.21.0"
 description = "Python bindings for the Apache Thrift RPC system"
 optional = true
 python-versions = "*"
-groups = ["main"]
-markers = "extra == \"hive\" or extra == \"hive-kerberos\""
 files = [
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 ]
@@ -5320,8 +5097,6 @@ version = "0.4.3"
 description = "Thrift SASL Python module that implements SASL transports for Thrift (`TSaslClientTransport`)."
 optional = true
 python-versions = "*"
-groups = ["main"]
-markers = "extra == \"hive-kerberos\""
 files = [
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     {file = "thrift_sasl-0.4.3.tar.gz", hash = "sha256:5bdd5b760d90a13d9b3abfce873db0425861aa8d6bf25912d3cc0467a4f773da"},
@@ -5338,8 +5113,6 @@ version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
-markers = "python_version < \"3.11\""
 files = [
     {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
     {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@@ -5379,10 +5152,8 @@ files = [
 name = "tqdm"
 version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
-optional = true
+optional = false
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "extra == \"daft\""
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -5400,14 +5171,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "types-setuptools"
-version = "76.0.0.20250313"
+version = "77.0.2.20250328"
 description = "Typing stubs for setuptools"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
-    {file = "types_setuptools-76.0.0.20250313-py3-none-any.whl", hash = "sha256:bf454b2a49b8cfd7ebcf5844d4dd5fe4c8666782df1e3663c5866fd51a47460e"},
-    {file = "types_setuptools-76.0.0.20250313.tar.gz", hash = "sha256:b2be66f550f95f3cad2a7d46177b273c7e9c80df7d257fa57addbbcfc8126a9e"},
+    {file = "types_setuptools-77.0.2.20250328-py3-none-any.whl", hash = "sha256:034fb89e346fc8b19be25b73c304b64bd8d7e6a4f7a20d21be38ee67f8ed081d"},
+    {file = "types_setuptools-77.0.2.20250328.tar.gz", hash = "sha256:0d4d03c89ef34a4a81e19ee797ed1ea4496ef787524e03b40dcf91ba0328e8f5"},
 ]
 
 [package.dependencies]
@@ -5419,20 +5189,31 @@ version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "docs"]
 files = [
     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
+[[package]]
+name = "typing-inspection"
+version = "0.4.0"
+description = "Runtime typing introspection tools"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "typing_inspection-0.4.0-py3-none-any.whl", hash = "sha256:50e72559fcd2a6367a19f7a7e610e6afcb9fac940c650290eed893d61386832f"},
+    {file = "typing_inspection-0.4.0.tar.gz", hash = "sha256:9765c87de36671694a67904bf2c96e395be9c6439bb6c87b5142569dcdd65122"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.12.0"
+
 [[package]]
 name = "tzdata"
 version = "2025.2"
 description = "Provider of IANA time zone data"
 optional = true
 python-versions = ">=2"
-groups = ["main"]
-markers = "extra == \"pandas\" or extra == \"ray\""
 files = [
     {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
     {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
@@ -5444,8 +5225,6 @@ version = "1.26.20"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
-groups = ["main", "dev", "docs"]
-markers = "python_version < \"3.10\""
 files = [
     {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"},
     {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"},
@@ -5462,8 +5241,6 @@ version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev", "docs"]
-markers = "python_version >= \"3.10\" and python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
     {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
@@ -5481,7 +5258,6 @@ version = "20.29.3"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "virtualenv-20.29.3-py3-none-any.whl", hash = "sha256:3e3d00f5807e83b234dfb6122bf37cfadf4be216c53a49ac059d02414f819170"},
     {file = "virtualenv-20.29.3.tar.gz", hash = "sha256:95e39403fcf3940ac45bc717597dba16110b74506131845d9b687d5e73d947ac"},
@@ -5502,7 +5278,6 @@ version = "6.0.0"
 description = "Filesystem events monitoring"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "watchdog-6.0.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d1cdb490583ebd691c012b3d6dae011000fe42edb7a82ece80965b42abd61f26"},
     {file = "watchdog-6.0.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bc64ab3bdb6a04d69d4023b29422170b74681784ffb9463ed4870cf2f3e66112"},
@@ -5545,7 +5320,6 @@ version = "3.1.3"
 description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e"},
     {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
@@ -5563,7 +5337,6 @@ version = "1.17.2"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3d57c572081fed831ad2d26fd430d565b76aa277ed1d30ff4d40670b1c0dd984"},
     {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b5e251054542ae57ac7f3fba5d10bfff615b6c2fb09abeb37d2f1463f841ae22"},
@@ -5645,7 +5418,6 @@ files = [
     {file = "wrapt-1.17.2-py3-none-any.whl", hash = "sha256:b18f2d1533a71f069c7f82d524a52599053d4c7166e9dd374ae2136b7f40f7c8"},
     {file = "wrapt-1.17.2.tar.gz", hash = "sha256:41388e9d4d1522446fe79d3213196bd9e3b301a336965b9e27ca2788ebd122f3"},
 ]
-markers = {main = "extra == \"s3fs\""}
 
 [[package]]
 name = "xmltodict"
@@ -5653,7 +5425,6 @@ version = "0.14.2"
 description = "Makes working with XML feel like you are working with JSON"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
 files = [
     {file = "xmltodict-0.14.2-py2.py3-none-any.whl", hash = "sha256:20cc7d723ed729276e808f26fb6b3599f786cbc37e06c65e192ba77c40f20aac"},
     {file = "xmltodict-0.14.2.tar.gz", hash = "sha256:201e7c28bb210e374999d1dde6382923ab0ed1a8a5faeece48ab525b7810a553"},
@@ -5665,8 +5436,6 @@ version = "1.18.3"
 description = "Yet another URL library"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"s3fs\" or extra == \"adlfs\" or extra == \"gcsfs\""
 files = [
     {file = "yarl-1.18.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7df647e8edd71f000a5208fe6ff8c382a1de8edfbccdbbfe649d263de07d8c34"},
     {file = "yarl-1.18.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c69697d3adff5aa4f874b19c0e4ed65180ceed6318ec856ebc423aa5850d84f7"},
@@ -5763,12 +5532,10 @@ version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev", "docs"]
 files = [
     {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
     {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
-markers = {main = "extra == \"daft\" and python_version < \"3.10\"", dev = "python_full_version < \"3.10.2\"", docs = "python_version < \"3.10\""}
 
 [package.extras]
 check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
@@ -5784,8 +5551,6 @@ version = "0.23.0"
 description = "Zstandard bindings for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "extra == \"zstandard\""
 files = [
     {file = "zstandard-0.23.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bf0a05b6059c0528477fba9054d09179beb63744355cab9f38059548fedd46a9"},
     {file = "zstandard-0.23.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fc9ca1c9718cb3b06634c7c8dec57d24e9438b2aa9a0f02b8bb36bf478538880"},
@@ -5914,6 +5679,6 @@ sql-sqlite = ["sqlalchemy"]
 zstandard = ["zstandard"]
 
 [metadata]
-lock-version = "2.1"
+lock-version = "2.0"
 python-versions = "^3.9.2, !=3.9.7"
-content-hash = "1772c4ef73bf4d04da928ecd2185db3716191f42e20d72fec2b44ba0a633c607"
+content-hash = "3fbae8d2ea84459ac99239d224a732d5395e823299259de07b5d0cf435ffee45"
diff --git a/pyiceberg/table/update/snapshot-java-notes.md b/pyiceberg/table/update/snapshot-java-notes.md
new file mode 100644
index 0000000000..b5f61c0b07
--- /dev/null
+++ b/pyiceberg/table/update/snapshot-java-notes.md
@@ -0,0 +1,385 @@
+```java
+
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+package org.apache.iceberg;
+
+import static org.apache.iceberg.TableProperties.COMMIT_MAX_RETRY_WAIT_MS;
+import static org.apache.iceberg.TableProperties.COMMIT_MAX_RETRY_WAIT_MS_DEFAULT;
+import static org.apache.iceberg.TableProperties.COMMIT_MIN_RETRY_WAIT_MS;
+import static org.apache.iceberg.TableProperties.COMMIT_MIN_RETRY_WAIT_MS_DEFAULT;
+import static org.apache.iceberg.TableProperties.COMMIT_NUM_RETRIES;
+import static org.apache.iceberg.TableProperties.COMMIT_NUM_RETRIES_DEFAULT;
+import static org.apache.iceberg.TableProperties.COMMIT_TOTAL_RETRY_TIME_MS;
+import static org.apache.iceberg.TableProperties.COMMIT_TOTAL_RETRY_TIME_MS_DEFAULT;
+import static org.apache.iceberg.TableProperties.GC_ENABLED;
+import static org.apache.iceberg.TableProperties.GC_ENABLED_DEFAULT;
+import static org.apache.iceberg.TableProperties.MAX_REF_AGE_MS;
+import static org.apache.iceberg.TableProperties.MAX_REF_AGE_MS_DEFAULT;
+import static org.apache.iceberg.TableProperties.MAX_SNAPSHOT_AGE_MS;
+import static org.apache.iceberg.TableProperties.MAX_SNAPSHOT_AGE_MS_DEFAULT;
+import static org.apache.iceberg.TableProperties.MIN_SNAPSHOTS_TO_KEEP;
+import static org.apache.iceberg.TableProperties.MIN_SNAPSHOTS_TO_KEEP_DEFAULT;
+
+import java.util.Collection;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.concurrent.ExecutorService;
+import java.util.function.Consumer;
+import java.util.stream.Collectors;
+import org.apache.iceberg.exceptions.CommitFailedException;
+import org.apache.iceberg.exceptions.ValidationException;
+import org.apache.iceberg.relocated.com.google.common.base.Preconditions;
+import org.apache.iceberg.relocated.com.google.common.collect.Lists;
+import org.apache.iceberg.relocated.com.google.common.collect.Maps;
+import org.apache.iceberg.relocated.com.google.common.collect.Sets;
+import org.apache.iceberg.relocated.com.google.common.util.concurrent.MoreExecutors;
+import org.apache.iceberg.util.DateTimeUtil;
+import org.apache.iceberg.util.PropertyUtil;
+import org.apache.iceberg.util.SnapshotUtil;
+import org.apache.iceberg.util.Tasks;
+import org.apache.iceberg.util.ThreadPools;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+@SuppressWarnings("UnnecessaryAnonymousClass")
+class RemoveSnapshots implements ExpireSnapshots {
+  private static final Logger LOG = LoggerFactory.getLogger(RemoveSnapshots.class);
+
+  // Creates an executor service that runs each task in the thread that invokes execute/submit.
+  private static final ExecutorService DEFAULT_DELETE_EXECUTOR_SERVICE =
+      MoreExecutors.newDirectExecutorService();
+
+  private final TableOperations ops;
+  private final Set<Long> idsToRemove = Sets.newHashSet();
+  private final long now;
+  private final long defaultMaxRefAgeMs;
+  private boolean cleanExpiredFiles = true;
+  private TableMetadata base;
+  private long defaultExpireOlderThan;
+  private int defaultMinNumSnapshots;
+  private Consumer<String> deleteFunc = null;
+  private ExecutorService deleteExecutorService = DEFAULT_DELETE_EXECUTOR_SERVICE;
+  private ExecutorService planExecutorService = ThreadPools.getWorkerPool();
+  private Boolean incrementalCleanup;
+  private boolean specifiedSnapshotId = false;
+  private boolean cleanExpiredMetadata = false;
+
+  RemoveSnapshots(TableOperations ops) {
+    this.ops = ops;
+    this.base = ops.current();
+    ValidationException.check(
+        PropertyUtil.propertyAsBoolean(base.properties(), GC_ENABLED, GC_ENABLED_DEFAULT),
+        "Cannot expire snapshots: GC is disabled (deleting files may corrupt other tables)");
+
+    long defaultMaxSnapshotAgeMs =
+        PropertyUtil.propertyAsLong(
+            base.properties(), MAX_SNAPSHOT_AGE_MS, MAX_SNAPSHOT_AGE_MS_DEFAULT);
+
+    this.now = System.currentTimeMillis();
+    this.defaultExpireOlderThan = now - defaultMaxSnapshotAgeMs;
+    this.defaultMinNumSnapshots =
+        PropertyUtil.propertyAsInt(
+            base.properties(), MIN_SNAPSHOTS_TO_KEEP, MIN_SNAPSHOTS_TO_KEEP_DEFAULT);
+
+    this.defaultMaxRefAgeMs =
+        PropertyUtil.propertyAsLong(base.properties(), MAX_REF_AGE_MS, MAX_REF_AGE_MS_DEFAULT);
+  }
+
+  @Override
+  public ExpireSnapshots cleanExpiredFiles(boolean clean) {
+    this.cleanExpiredFiles = clean;
+    return this;
+  }
+
+  @Override
+  public ExpireSnapshots expireSnapshotId(long expireSnapshotId) {
+    LOG.info("Expiring snapshot with id: {}", expireSnapshotId);
+    idsToRemove.add(expireSnapshotId);
+    specifiedSnapshotId = true;
+    return this;
+  }
+
+  @Override
+  public ExpireSnapshots expireOlderThan(long timestampMillis) {
+    LOG.info(
+        "Expiring snapshots older than: {} ({})",
+        DateTimeUtil.formatTimestampMillis(timestampMillis),
+        timestampMillis);
+    this.defaultExpireOlderThan = timestampMillis;
+    return this;
+  }
+
+  @Override
+  public ExpireSnapshots retainLast(int numSnapshots) {
+    Preconditions.checkArgument(
+        1 <= numSnapshots,
+        "Number of snapshots to retain must be at least 1, cannot be: %s",
+        numSnapshots);
+    this.defaultMinNumSnapshots = numSnapshots;
+    return this;
+  }
+
+  @Override
+  public ExpireSnapshots deleteWith(Consumer<String> newDeleteFunc) {
+    this.deleteFunc = newDeleteFunc;
+    return this;
+  }
+
+  @Override
+  public ExpireSnapshots executeDeleteWith(ExecutorService executorService) {
+    this.deleteExecutorService = executorService;
+    return this;
+  }
+
+  @Override
+  public ExpireSnapshots planWith(ExecutorService executorService) {
+    this.planExecutorService = executorService;
+    return this;
+  }
+
+  @Override
+  public ExpireSnapshots cleanExpiredMetadata(boolean clean) {
+    this.cleanExpiredMetadata = clean;
+    return this;
+  }
+
+  @Override
+  public List<Snapshot> apply() {
+    TableMetadata updated = internalApply();
+    List<Snapshot> removed = Lists.newArrayList(base.snapshots());
+    removed.removeAll(updated.snapshots());
+
+    return removed;
+  }
+
+  private TableMetadata internalApply() {
+    this.base = ops.refresh();
+    if (base.snapshots().isEmpty()) {
+      return base;
+    }
+
+    Set<Long> idsToRetain = Sets.newHashSet();
+    // Identify refs that should be removed
+    Map<String, SnapshotRef> retainedRefs = computeRetainedRefs(base.refs());
+    Map<Long, List<String>> retainedIdToRefs = Maps.newHashMap();
+    for (Map.Entry<String, SnapshotRef> retainedRefEntry : retainedRefs.entrySet()) {
+      long snapshotId = retainedRefEntry.getValue().snapshotId();
+      retainedIdToRefs.putIfAbsent(snapshotId, Lists.newArrayList());
+      retainedIdToRefs.get(snapshotId).add(retainedRefEntry.getKey());
+      idsToRetain.add(snapshotId);
+    }
+
+    for (long idToRemove : idsToRemove) {
+      List<String> refsForId = retainedIdToRefs.get(idToRemove);
+      Preconditions.checkArgument(
+          refsForId == null,
+          "Cannot expire %s. Still referenced by refs: %s",
+          idToRemove,
+          refsForId);
+    }
+
+    idsToRetain.addAll(computeAllBranchSnapshotsToRetain(retainedRefs.values()));
+    idsToRetain.addAll(unreferencedSnapshotsToRetain(retainedRefs.values()));
+
+    TableMetadata.Builder updatedMetaBuilder = TableMetadata.buildFrom(base);
+
+    base.refs().keySet().stream()
+        .filter(ref -> !retainedRefs.containsKey(ref))
+        .forEach(updatedMetaBuilder::removeRef);
+
+    base.snapshots().stream()
+        .map(Snapshot::snapshotId)
+        .filter(snapshot -> !idsToRetain.contains(snapshot))
+        .forEach(idsToRemove::add);
+    updatedMetaBuilder.removeSnapshots(idsToRemove);
+
+    if (cleanExpiredMetadata) {
+      Set<Integer> reachableSpecs = Sets.newConcurrentHashSet();
+      reachableSpecs.add(base.defaultSpecId());
+      Set<Integer> reachableSchemas = Sets.newConcurrentHashSet();
+      reachableSchemas.add(base.currentSchemaId());
+
+      Tasks.foreach(idsToRetain)
+          .executeWith(planExecutorService)
+          .run(
+              snapshotId -> {
+                Snapshot snapshot = base.snapshot(snapshotId);
+                snapshot.allManifests(ops.io()).stream()
+                    .map(ManifestFile::partitionSpecId)
+                    .forEach(reachableSpecs::add);
+                reachableSchemas.add(snapshot.schemaId());
+              });
+
+      Set<Integer> specsToRemove =
+          base.specs().stream()
+              .map(PartitionSpec::specId)
+              .filter(specId -> !reachableSpecs.contains(specId))
+              .collect(Collectors.toSet());
+      updatedMetaBuilder.removeSpecs(specsToRemove);
+
+      Set<Integer> schemasToRemove =
+          base.schemas().stream()
+              .map(Schema::schemaId)
+              .filter(schemaId -> !reachableSchemas.contains(schemaId))
+              .collect(Collectors.toSet());
+      updatedMetaBuilder.removeSchemas(schemasToRemove);
+    }
+
+    return updatedMetaBuilder.build();
+  }
+
+  private Map<String, SnapshotRef> computeRetainedRefs(Map<String, SnapshotRef> refs) {
+    Map<String, SnapshotRef> retainedRefs = Maps.newHashMap();
+    for (Map.Entry<String, SnapshotRef> refEntry : refs.entrySet()) {
+      String name = refEntry.getKey();
+      SnapshotRef ref = refEntry.getValue();
+      if (name.equals(SnapshotRef.MAIN_BRANCH)) {
+        retainedRefs.put(name, ref);
+        continue;
+      }
+
+      Snapshot snapshot = base.snapshot(ref.snapshotId());
+      long maxRefAgeMs = ref.maxRefAgeMs() != null ? ref.maxRefAgeMs() : defaultMaxRefAgeMs;
+      if (snapshot != null) {
+        long refAgeMs = now - snapshot.timestampMillis();
+        if (refAgeMs <= maxRefAgeMs) {
+          retainedRefs.put(name, ref);
+        }
+      } else {
+        LOG.warn("Removing invalid ref {}: snapshot {} does not exist", name, ref.snapshotId());
+      }
+    }
+
+    return retainedRefs;
+  }
+
+  private Set<Long> computeAllBranchSnapshotsToRetain(Collection<SnapshotRef> refs) {
+    Set<Long> branchSnapshotsToRetain = Sets.newHashSet();
+    for (SnapshotRef ref : refs) {
+      if (ref.isBranch()) {
+        long expireSnapshotsOlderThan =
+            ref.maxSnapshotAgeMs() != null ? now - ref.maxSnapshotAgeMs() : defaultExpireOlderThan;
+        int minSnapshotsToKeep =
+            ref.minSnapshotsToKeep() != null ? ref.minSnapshotsToKeep() : defaultMinNumSnapshots;
+        branchSnapshotsToRetain.addAll(
+            computeBranchSnapshotsToRetain(
+                ref.snapshotId(), expireSnapshotsOlderThan, minSnapshotsToKeep));
+      }
+    }
+
+    return branchSnapshotsToRetain;
+  }
+
+  private Set<Long> computeBranchSnapshotsToRetain(
+      long snapshot, long expireSnapshotsOlderThan, int minSnapshotsToKeep) {
+    Set<Long> idsToRetain = Sets.newHashSet();
+    for (Snapshot ancestor : SnapshotUtil.ancestorsOf(snapshot, base::snapshot)) {
+      if (idsToRetain.size() < minSnapshotsToKeep
+          || ancestor.timestampMillis() >= expireSnapshotsOlderThan) {
+        idsToRetain.add(ancestor.snapshotId());
+      } else {
+        return idsToRetain;
+      }
+    }
+
+    return idsToRetain;
+  }
+
+  private Set<Long> unreferencedSnapshotsToRetain(Collection<SnapshotRef> refs) {
+    Set<Long> referencedSnapshots = Sets.newHashSet();
+    for (SnapshotRef ref : refs) {
+      if (ref.isBranch()) {
+        for (Snapshot snapshot : SnapshotUtil.ancestorsOf(ref.snapshotId(), base::snapshot)) {
+          referencedSnapshots.add(snapshot.snapshotId());
+        }
+      } else {
+        referencedSnapshots.add(ref.snapshotId());
+      }
+    }
+
+    Set<Long> snapshotsToRetain = Sets.newHashSet();
+    for (Snapshot snapshot : base.snapshots()) {
+      if (!referencedSnapshots.contains(snapshot.snapshotId())
+          && // unreferenced
+          snapshot.timestampMillis() >= defaultExpireOlderThan) { // not old enough to expire
+        snapshotsToRetain.add(snapshot.snapshotId());
+      }
+    }
+
+    return snapshotsToRetain;
+  }
+
+  @Override
+  public void commit() {
+    Tasks.foreach(ops)
+        .retry(base.propertyAsInt(COMMIT_NUM_RETRIES, COMMIT_NUM_RETRIES_DEFAULT))
+        .exponentialBackoff(
+            base.propertyAsInt(COMMIT_MIN_RETRY_WAIT_MS, COMMIT_MIN_RETRY_WAIT_MS_DEFAULT),
+            base.propertyAsInt(COMMIT_MAX_RETRY_WAIT_MS, COMMIT_MAX_RETRY_WAIT_MS_DEFAULT),
+            base.propertyAsInt(COMMIT_TOTAL_RETRY_TIME_MS, COMMIT_TOTAL_RETRY_TIME_MS_DEFAULT),
+            2.0 /* exponential */)
+        .onlyRetryOn(CommitFailedException.class)
+        .run(
+            item -> {
+              TableMetadata updated = internalApply();
+              ops.commit(base, updated);
+            });
+    LOG.info("Committed snapshot changes");
+
+    if (cleanExpiredFiles) {
+      cleanExpiredSnapshots();
+    }
+  }
+
+  ExpireSnapshots withIncrementalCleanup(boolean useIncrementalCleanup) {
+    this.incrementalCleanup = useIncrementalCleanup;
+    return this;
+  }
+
+  private void cleanExpiredSnapshots() {
+    TableMetadata current = ops.refresh();
+
+    if (specifiedSnapshotId) {
+      if (incrementalCleanup != null && incrementalCleanup) {
+        throw new UnsupportedOperationException(
+            "Cannot clean files incrementally when snapshot IDs are specified");
+      }
+
+      incrementalCleanup = false;
+    }
+
+    if (incrementalCleanup == null) {
+      incrementalCleanup = current.refs().size() == 1;
+    }
+
+    LOG.info(
+        "Cleaning up expired files (local, {})", incrementalCleanup ? "incremental" : "reachable");
+
+    FileCleanupStrategy cleanupStrategy =
+        incrementalCleanup
+            ? new IncrementalFileCleanup(
+                ops.io(), deleteExecutorService, planExecutorService, deleteFunc)
+            : new ReachableFileCleanup(
+                ops.io(), deleteExecutorService, planExecutorService, deleteFunc);
+
+    cleanupStrategy.cleanFiles(base, current);
+  }
+}```
\ No newline at end of file
diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index c705f3b9fd..00914a59d1 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -68,11 +68,13 @@
     RemoveSnapshotRefUpdate,
     SetSnapshotRefUpdate,
     TableRequirement,
+    TableMetadata,
     TableUpdate,
     U,
     UpdatesAndRequirements,
     UpdateTableMetadata,
 )
+
 from pyiceberg.typedef import (
     EMPTY_DICT,
     KeyDefaultDict,
@@ -84,6 +86,12 @@
 if TYPE_CHECKING:
     from pyiceberg.table import Transaction
 
+from pyiceberg.table import Table
+from pyiceberg.table.metadata import Snapshot
+from pyiceberg.table.update import UpdateTableMetadata
+from typing import Optional, Set
+from datetime import datetime, timezone
+
 
 def _new_manifest_file_name(num: int, commit_uuid: uuid.UUID) -> str:
     return f"{commit_uuid}-m{num}.avro"
@@ -844,3 +852,103 @@ def remove_branch(self, branch_name: str) -> ManageSnapshots:
             This for method chaining
         """
         return self._remove_ref_snapshot(ref_name=branch_name)
+
+
+class ExpireSnapshots(UpdateTableMetadata["ExpireSnapshots"]):
+    def __init__(self, table: Table):
+        super().__init__(table)
+        self._expire_older_than: Optional[int] = None
+        self._snapshot_ids_to_expire: Set[int] = set()
+        self._retain_last: Optional[int] = None
+        self._delete_func: Optional[Callable[[str], None]] = None
+
+    def expire_older_than(self, timestamp_ms: int) -> "ExpireSnapshots":
+        """Expire snapshots older than the given timestamp."""
+        self._expire_older_than = timestamp_ms
+        return self
+
+    def expire_snapshot_id(self, snapshot_id: int) -> "ExpireSnapshots":
+        """Explicitly expire a snapshot by its ID."""
+        self._snapshot_ids_to_expire.add(snapshot_id)
+        return self
+
+    def retain_last(self, num_snapshots: int) -> "ExpireSnapshots":
+        """Retain the last N snapshots."""
+        if num_snapshots < 1:
+            raise ValueError("Number of snapshots to retain must be at least 1.")
+        self._retain_last = num_snapshots
+        return self
+
+    def delete_with(self, delete_func: Callable[[str], None]) -> "ExpireSnapshots":
+        """Set a custom delete function for cleaning up files."""
+        self._delete_func = delete_func
+        return self
+
+    def _commit(self, base_metadata: TableMetadata) -> UpdatesAndRequirements:
+        snapshots_to_expire = set()
+
+        # Identify snapshots by timestamp
+        if self._expire_older_than is not None:
+            snapshots_to_expire.update(
+                s.snapshot_id for s in base_metadata.snapshots
+                if s.timestamp_ms < self._expire_older_than
+            )
+
+        # Explicitly added snapshot IDs
+        snapshots_to_expire.update(self._snapshot_ids_to_expire)
+
+        # Retain the last N snapshots
+        if self._retain_last is not None:
+            sorted_snapshots = sorted(base_metadata.snapshots, key=lambda s: s.timestamp_ms, reverse=True)
+            retained_snapshots = {s.snapshot_id for s in sorted_snapshots[:self._retain_last]}
+            snapshots_to_expire.difference_update(retained_snapshots)
+
+        if not snapshots_to_expire:
+            print("No snapshots identified for expiration.")
+            return base_metadata  # No change, return original metadata
+
+        print(f"Expiring snapshots: {snapshots_to_expire}")
+
+        # Filter snapshots
+        remaining_snapshots = [
+            snapshot for snapshot in base_metadata.snapshots
+            if snapshot.snapshot_id not in snapshots_to_expire
+        ]
+
+        # Update snapshot log
+        remaining_snapshot_log = [
+            log for log in base_metadata.snapshot_log
+            if log.snapshot_id not in snapshots_to_expire
+        ]
+
+        # Determine the new current snapshot ID
+        new_current_snapshot_id = (
+            max(remaining_snapshots, key=lambda s: s.timestamp_ms).snapshot_id
+            if remaining_snapshots else None
+        )
+
+        # Return new metadata object reflecting the expired snapshots
+        updated_metadata = base_metadata.model_copy(
+            update={
+                "snapshots": remaining_snapshots,
+                "snapshot_log": remaining_snapshot_log,
+                "current_snapshot_id": new_current_snapshot_id
+            }
+        )
+
+        # Cleanup orphaned files (manifests/data files)
+        self._cleanup_files(snapshots_to_expire, base_metadata)
+
+        return updated_metadata
+
+    def _cleanup_files(self, expired_snapshot_ids: Set[int], metadata: TableMetadata):
+        """Remove files no longer referenced by any snapshots."""
+        print(f"Cleaning up resources for expired snapshots: {expired_snapshot_ids}")
+        if self._delete_func:
+            # Use the custom delete function if provided
+            for snapshot_id in expired_snapshot_ids:
+                self._delete_func(f"Snapshot {snapshot_id}")
+        else:
+            # Default cleanup logic (placeholder)
+            for snapshot_id in expired_snapshot_ids:
+                print(f"Default cleanup for snapshot {snapshot_id}")
diff --git a/pyproject.toml b/pyproject.toml
index d167686be7..67ffd7569f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -83,6 +83,7 @@ cachetools = "^5.5.0"
 pyiceberg-core = { version = "^0.4.0", optional = true }
 polars = { version = "^1.21.0", optional = true }
 thrift-sasl = { version = ">=0.4.3", optional = true }
+daft = "^0.4.8"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "7.4.4"
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
new file mode 100644
index 0000000000..3b6a8245e5
--- /dev/null
+++ b/tests/table/test_expire_snapshots.py
@@ -0,0 +1,86 @@
+# pylint:disable=redefined-outer-name,eval-used
+from unittest.mock import Mock
+import pytest
+
+from pyiceberg.manifest import DataFile, DataFileContent, ManifestContent, ManifestFile
+from pyiceberg.partitioning import PartitionField, PartitionSpec
+from pyiceberg.schema import Schema
+from pyiceberg.table import Table
+from pyiceberg.table.metadata import TableMetadata
+from pyiceberg.table.snapshots import Operation, Snapshot, SnapshotLogEntry, SnapshotSummaryCollector, Summary, update_snapshot_summaries
+from pyiceberg.table.update.snapshot import ExpireSnapshots
+from pyiceberg.transforms import IdentityTransform
+from pyiceberg.typedef import Record
+from pyiceberg.types import (
+    BooleanType,
+    IntegerType,
+    NestedField,
+    StringType,
+)
+
+@pytest.fixture
+def mock_table():
+    """Fixture to create a mock table with metadata and snapshots."""
+    snapshots = [
+        Snapshot(snapshot_id=1, timestamp_ms=1000, manifest_list="manifest1.avro"),
+        Snapshot(snapshot_id=2, timestamp_ms=2000, manifest_list="manifest2.avro"),
+        Snapshot(snapshot_id=3, timestamp_ms=3000, manifest_list="manifest3.avro"),
+    ]
+    snapshot_log = [
+        SnapshotLogEntry(snapshot_id=1, timestamp_ms=1000),
+        SnapshotLogEntry(snapshot_id=2, timestamp_ms=2000),
+        SnapshotLogEntry(snapshot_id=3, timestamp_ms=3000),
+    ]
+    metadata = TableMetadata(
+        snapshots=snapshots,
+        snapshot_log=snapshot_log,
+        current_snapshot_id=3,
+    )
+    table = Mock(spec=Table)
+    table.metadata = metadata
+    return table
+
+
+def test_expire_older_than(mock_table):
+    """Test expiring snapshots older than a given timestamp."""
+    expire_snapshots = ExpireSnapshots(mock_table)
+    expire_snapshots.expire_older_than(2500)._commit(mock_table.metadata)
+
+    remaining_snapshot_ids = {s.snapshot_id for s in mock_table.metadata.snapshots}
+    assert remaining_snapshot_ids == {3}, "Only the latest snapshot should remain."
+
+
+def test_retain_last(mock_table):
+    """Test retaining the last N snapshots."""
+    expire_snapshots = ExpireSnapshots(mock_table)
+    expire_snapshots.retain_last(2)._commit(mock_table.metadata)
+
+    remaining_snapshot_ids = {s.snapshot_id for s in mock_table.metadata.snapshots}
+    assert remaining_snapshot_ids == {2, 3}, "The last two snapshots should remain."
+
+
+def test_expire_specific_snapshot(mock_table):
+    """Test explicitly expiring a specific snapshot."""
+    expire_snapshots = ExpireSnapshots(mock_table)
+    expire_snapshots.expire_snapshot_id(2)._commit(mock_table.metadata)
+
+    remaining_snapshot_ids = {s.snapshot_id for s in mock_table.metadata.snapshots}
+    assert remaining_snapshot_ids == {1, 3}, "Snapshot 2 should be expired."
+
+
+def test_custom_delete_function(mock_table):
+    """Test using a custom delete function for cleanup."""
+    delete_func = Mock()
+    expire_snapshots = ExpireSnapshots(mock_table)
+    expire_snapshots.expire_snapshot_id(1).delete_with(delete_func)._commit(mock_table.metadata)
+
+    delete_func.assert_called_once_with("Snapshot 1"), "Custom delete function should be called for expired snapshot."
+
+
+def test_no_snapshots_to_expire(mock_table):
+    """Test when no snapshots are identified for expiration."""
+    expire_snapshots = ExpireSnapshots(mock_table)
+    expire_snapshots.expire_older_than(500)._commit(mock_table.metadata)
+
+    remaining_snapshot_ids = {s.snapshot_id for s in mock_table.metadata.snapshots}
+    assert remaining_snapshot_ids == {1, 2, 3}, "No snapshots should be expired."

From 5f0b62bbd647f1847d3d06ea4759235eba1cfb41 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sun, 30 Mar 2025 21:20:00 -0400
Subject: [PATCH 02/30] Added methods needed to expire snapshots by id, and
 optionally cleanup  data

---
 .gitignore                           |   2 +
 pyiceberg/table/update/snapshot.py   | 160 ++++++++++++---------------
 tests/table/test_expire_snapshots.py | 134 +++++++++++-----------
 3 files changed, 144 insertions(+), 152 deletions(-)

diff --git a/.gitignore b/.gitignore
index 7043f0e7d4..1823d65360 100644
--- a/.gitignore
+++ b/.gitignore
@@ -50,3 +50,5 @@ htmlcov
 pyiceberg/avro/decoder_fast.c
 pyiceberg/avro/*.html
 pyiceberg/avro/*.so
+.vscode/settings.json
+pyiceberg/table/update/expire_snapshot.md
diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 00914a59d1..30cc03cd4d 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -247,7 +247,7 @@ def _summary(self, snapshot_properties: Dict[str, str] = EMPTY_DICT) -> Summary:
             truncate_full_table=self._operation == Operation.OVERWRITE,
         )
 
-    def _commit(self) -> UpdatesAndRequirements:
+    def commit(self, base_metadata: TableMetadata) -> UpdatesAndRequirements:
         new_manifests = self._manifests()
         next_sequence_number = self._transaction.table_metadata.next_sequence_number()
 
@@ -748,6 +748,8 @@ class ManageSnapshots(UpdateTableMetadata["ManageSnapshots"]):
        ms.create_tag(snapshot_id1, "Tag_A").create_tag(snapshot_id2, "Tag_B")
     """
 
+    _snapshot_ids_to_expire: Set[int] = set()
+
     _updates: Tuple[TableUpdate, ...] = ()
     _requirements: Tuple[TableRequirement, ...] = ()
 
@@ -853,102 +855,80 @@ def remove_branch(self, branch_name: str) -> ManageSnapshots:
         """
         return self._remove_ref_snapshot(ref_name=branch_name)
 
-
-class ExpireSnapshots(UpdateTableMetadata["ExpireSnapshots"]):
-    def __init__(self, table: Table):
-        super().__init__(table)
-        self._expire_older_than: Optional[int] = None
-        self._snapshot_ids_to_expire: Set[int] = set()
-        self._retain_last: Optional[int] = None
-        self._delete_func: Optional[Callable[[str], None]] = None
-
-    def expire_older_than(self, timestamp_ms: int) -> "ExpireSnapshots":
-        """Expire snapshots older than the given timestamp."""
-        self._expire_older_than = timestamp_ms
-        return self
-
-    def expire_snapshot_id(self, snapshot_id: int) -> "ExpireSnapshots":
+    def _get_snapshot_ref_name(self, snapshot_id: int) -> Optional[str]:
+        """Get the reference name of a snapshot."""
+        for ref_name, snapshot in self._transaction.table_metadata.refs.items():
+            if snapshot.snapshot_id == snapshot_id:
+                return ref_name
+        return None
+
+    def _check_forward_ref(self, snapshot_id: int) -> bool:
+        """Check if the snapshot ID is a forward reference."""
+        # Ensure that remaining snapshots correctly reference their parent
+        for ref in self._transaction.table_metadata.refs.values():
+            if ref.snapshot_id == snapshot_id:
+                parent_snapshot_id = ref.parent_snapshot_id
+                if parent_snapshot_id is not None and parent_snapshot_id not in self._transaction.table_metadata.snapshots:
+                    return False
+        return True
+    
+    def _find_dependant_snapshot(self, snapshot_id: int) -> Optional[int]:
+        """Find any dependant snapshot."""
+        for ref in self._transaction.table_metadata.refs.values():
+            if ref.snapshot_id == snapshot_id:
+                return ref.parent_snapshot_id
+        return None
+
+    def exipre_snapshot_by_id(self, snapshot_id: int) -> ManageSnapshots:
         """Explicitly expire a snapshot by its ID."""
         self._snapshot_ids_to_expire.add(snapshot_id)
         return self
 
-    def retain_last(self, num_snapshots: int) -> "ExpireSnapshots":
-        """Retain the last N snapshots."""
-        if num_snapshots < 1:
-            raise ValueError("Number of snapshots to retain must be at least 1.")
-        self._retain_last = num_snapshots
-        return self
-
-    def delete_with(self, delete_func: Callable[[str], None]) -> "ExpireSnapshots":
-        """Set a custom delete function for cleaning up files."""
-        self._delete_func = delete_func
-        return self
-
-    def _commit(self, base_metadata: TableMetadata) -> UpdatesAndRequirements:
-        snapshots_to_expire = set()
-
-        # Identify snapshots by timestamp
-        if self._expire_older_than is not None:
-            snapshots_to_expire.update(
-                s.snapshot_id for s in base_metadata.snapshots
-                if s.timestamp_ms < self._expire_older_than
+    def expire_snapshots(self) -> ManageSnapshots:
+        """Expire the snapshots that are marked for expiration."""
+        # iterate over each snapshot requested to be expired
+        for snapshot_id in self._snapshot_ids_to_expire:
+            # remove the reference to the snapshot in the table metadata
+            # and stage the chagnes
+            update, requirement = self._remove_ref_snapshot(
+                ref_name=self._get_snapshot_ref_name(snapshot_id=snapshot_id),
             )
 
-        # Explicitly added snapshot IDs
-        snapshots_to_expire.update(self._snapshot_ids_to_expire)
-
-        # Retain the last N snapshots
-        if self._retain_last is not None:
-            sorted_snapshots = sorted(base_metadata.snapshots, key=lambda s: s.timestamp_ms, reverse=True)
-            retained_snapshots = {s.snapshot_id for s in sorted_snapshots[:self._retain_last]}
-            snapshots_to_expire.difference_update(retained_snapshots)
-
-        if not snapshots_to_expire:
-            print("No snapshots identified for expiration.")
-            return base_metadata  # No change, return original metadata
-
-        print(f"Expiring snapshots: {snapshots_to_expire}")
-
-        # Filter snapshots
-        remaining_snapshots = [
-            snapshot for snapshot in base_metadata.snapshots
-            if snapshot.snapshot_id not in snapshots_to_expire
-        ]
-
-        # Update snapshot log
-        remaining_snapshot_log = [
-            log for log in base_metadata.snapshot_log
-            if log.snapshot_id not in snapshots_to_expire
-        ]
-
-        # Determine the new current snapshot ID
-        new_current_snapshot_id = (
-            max(remaining_snapshots, key=lambda s: s.timestamp_ms).snapshot_id
-            if remaining_snapshots else None
-        )
-
-        # Return new metadata object reflecting the expired snapshots
-        updated_metadata = base_metadata.model_copy(
-            update={
-                "snapshots": remaining_snapshots,
-                "snapshot_log": remaining_snapshot_log,
-                "current_snapshot_id": new_current_snapshot_id
-            }
-        )
+            # return the updates and requirements to be committed
+            self._updates += update
+            self._requirements += requirement
+            
+            # check if there is a dependant snapshot
+            dependant_snapshot_id = self._find_dependant_snapshot(snapshot_id=snapshot_id)
+            if dependant_snapshot_id is not None:
+                # remove the reference to the dependant snapshot in the table metadata
+                # and stage the changes
+                update, requirement = self._transaction._set_ref_snapshot(
+                    ref_name=self._get_snapshot_ref_name(snapshot_id=dependant_snapshot_id),
+                    snapshot_id=dependant_snapshot_id
+                )
+                self._updates += update
+                self._requirements += requirement
 
-        # Cleanup orphaned files (manifests/data files)
-        self._cleanup_files(snapshots_to_expire, base_metadata)
+            # clean up the the unused files
 
-        return updated_metadata
+        return self
 
-    def _cleanup_files(self, expired_snapshot_ids: Set[int], metadata: TableMetadata):
+    def cleanup_files(self):
         """Remove files no longer referenced by any snapshots."""
-        print(f"Cleaning up resources for expired snapshots: {expired_snapshot_ids}")
-        if self._delete_func:
-            # Use the custom delete function if provided
-            for snapshot_id in expired_snapshot_ids:
-                self._delete_func(f"Snapshot {snapshot_id}")
-        else:
-            # Default cleanup logic (placeholder)
-            for snapshot_id in expired_snapshot_ids:
-                print(f"Default cleanup for snapshot {snapshot_id}")
+        # Remove the manifest files for the expired snapshots
+        for entry in self._snapshot_ids_to_expire:
+
+            # remove the manifest files for the expired snapshots
+            for manifest in self._transaction._table.snapshot_by_id(entry).manifests(self._transaction._table.io):
+                # get a list of all parquette files in the manifest that are orphaned
+                data_files = manifest.fetch_manifest_entry(io=self._transaction._table.io, discard_deleted=True)
+                
+                # remove the manfiest
+                self._transaction._table.io.delete(manifest.manifest_path)
+                
+                # remove the data files
+                [self._transaction._table.io.delete(file.data_file.file_path) for file in data_files if file.data_file.file_path is not None]
+        return self
+
+
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index 3b6a8245e5..14204a14b5 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -1,26 +1,31 @@
-# pylint:disable=redefined-outer-name,eval-used
+# pylint:disable=redefined-outer-name
+# pylint:disable=redefined-outer-name
 from unittest.mock import Mock
 import pytest
 
-from pyiceberg.manifest import DataFile, DataFileContent, ManifestContent, ManifestFile
-from pyiceberg.partitioning import PartitionField, PartitionSpec
-from pyiceberg.schema import Schema
 from pyiceberg.table import Table
-from pyiceberg.table.metadata import TableMetadata
-from pyiceberg.table.snapshots import Operation, Snapshot, SnapshotLogEntry, SnapshotSummaryCollector, Summary, update_snapshot_summaries
+from pyiceberg.table.metadata import new_table_metadata
+from pyiceberg.table.snapshots import Snapshot, SnapshotLogEntry
 from pyiceberg.table.update.snapshot import ExpireSnapshots
-from pyiceberg.transforms import IdentityTransform
-from pyiceberg.typedef import Record
-from pyiceberg.types import (
-    BooleanType,
-    IntegerType,
-    NestedField,
-    StringType,
-)
+
+from pyiceberg.schema import Schema
+from pyiceberg.partitioning import PartitionSpec
+from pyiceberg.table.sorting import SortOrder
+
+
 
 @pytest.fixture
 def mock_table():
-    """Fixture to create a mock table with metadata and snapshots."""
+    """
+    Creates a mock Iceberg table with predefined metadata, snapshots, and snapshot log entries.
+    The mock table includes:
+    - Snapshots with unique IDs, timestamps, and manifest lists.
+    - A snapshot log that tracks the history of snapshots with their IDs and timestamps.
+    - Table metadata including schema, partition spec, sort order, location, properties, and UUID.
+    - A current snapshot ID and last updated timestamp.
+    Returns:
+        Mock: A mock object representing an Iceberg table with the specified metadata and attributes.
+    """
     snapshots = [
         Snapshot(snapshot_id=1, timestamp_ms=1000, manifest_list="manifest1.avro"),
         Snapshot(snapshot_id=2, timestamp_ms=2000, manifest_list="manifest2.avro"),
@@ -31,56 +36,61 @@ def mock_table():
         SnapshotLogEntry(snapshot_id=2, timestamp_ms=2000),
         SnapshotLogEntry(snapshot_id=3, timestamp_ms=3000),
     ]
-    metadata = TableMetadata(
-        snapshots=snapshots,
-        snapshot_log=snapshot_log,
-        current_snapshot_id=3,
+
+    metadata = new_table_metadata(
+        schema=Schema(fields=[]),
+        partition_spec=PartitionSpec(spec_id=0, fields=[]),
+        sort_order=SortOrder(order_id=0, fields=[]),
+        location="s3://example-bucket/path/",
+        properties={},
+        table_uuid="12345678-1234-1234-1234-123456789abc",
+    ).model_copy(
+        update={
+            "snapshots": snapshots,
+            "snapshot_log": snapshot_log,
+            "current_snapshot_id": 3,
+            "last_updated_ms": 3000,
+        }
     )
+
     table = Mock(spec=Table)
     table.metadata = metadata
-    return table
-
-
-def test_expire_older_than(mock_table):
-    """Test expiring snapshots older than a given timestamp."""
-    expire_snapshots = ExpireSnapshots(mock_table)
-    expire_snapshots.expire_older_than(2500)._commit(mock_table.metadata)
-
-    remaining_snapshot_ids = {s.snapshot_id for s in mock_table.metadata.snapshots}
-    assert remaining_snapshot_ids == {3}, "Only the latest snapshot should remain."
+    table.identifier = ("db", "table") 
 
 
-def test_retain_last(mock_table):
-    """Test retaining the last N snapshots."""
-    expire_snapshots = ExpireSnapshots(mock_table)
-    expire_snapshots.retain_last(2)._commit(mock_table.metadata)
-
-    remaining_snapshot_ids = {s.snapshot_id for s in mock_table.metadata.snapshots}
-    assert remaining_snapshot_ids == {2, 3}, "The last two snapshots should remain."
-
-
-def test_expire_specific_snapshot(mock_table):
-    """Test explicitly expiring a specific snapshot."""
-    expire_snapshots = ExpireSnapshots(mock_table)
-    expire_snapshots.expire_snapshot_id(2)._commit(mock_table.metadata)
-
-    remaining_snapshot_ids = {s.snapshot_id for s in mock_table.metadata.snapshots}
-    assert remaining_snapshot_ids == {1, 3}, "Snapshot 2 should be expired."
-
-
-def test_custom_delete_function(mock_table):
-    """Test using a custom delete function for cleanup."""
-    delete_func = Mock()
-    expire_snapshots = ExpireSnapshots(mock_table)
-    expire_snapshots.expire_snapshot_id(1).delete_with(delete_func)._commit(mock_table.metadata)
-
-    delete_func.assert_called_once_with("Snapshot 1"), "Custom delete function should be called for expired snapshot."
-
-
-def test_no_snapshots_to_expire(mock_table):
-    """Test when no snapshots are identified for expiration."""
-    expire_snapshots = ExpireSnapshots(mock_table)
-    expire_snapshots.expire_older_than(500)._commit(mock_table.metadata)
+    return table
 
-    remaining_snapshot_ids = {s.snapshot_id for s in mock_table.metadata.snapshots}
-    assert remaining_snapshot_ids == {1, 2, 3}, "No snapshots should be expired."
+def test_expire_snapshots_removes_correct_snapshots(mock_table: Mock):
+    """
+    Test case for the `ExpireSnapshots` class to ensure that the correct snapshots
+    are removed and the delete function is called the expected number of times.
+    Args:
+        mock_table (Mock): A mock object representing the table.
+    Test Steps:
+    1. Create a mock delete function and a mock transaction.
+    2. Instantiate the `ExpireSnapshots` class with the mock transaction.
+    3. Configure the `ExpireSnapshots` instance to expire snapshots with IDs 1 and 2,
+       and set the delete function to the mock delete function.
+    4. Commit the changes using the `_commit` method with the mock table's metadata.
+    5. Validate that the mock delete function is called for the correct snapshots.
+    6. Verify that the delete function is called exactly twice.
+    7. Ensure that the updated metadata returned by `_commit` is not `None`.
+    """
+    mock_delete_func = Mock()
+    mock_transaction = Mock()
+
+    expire_snapshots = ExpireSnapshots(mock_transaction)
+    expire_snapshots \
+        .expire_snapshot_id(1) \
+        .expire_snapshot_id(2) \
+        .delete_with(mock_delete_func)
+
+    updated_metadata = expire_snapshots._commit(mock_table.metadata)
+
+    # Validate delete calls
+    mock_delete_func.assert_any_call(mock_table.return_value.snapshots[0])
+    mock_delete_func.assert_any_call(mock_table.metadata.snapshots[1])
+    assert mock_delete_func.call_count == 2
+
+    # Verify updated metadata returned
+    assert updated_metadata is not None

From f995daa0a7d50d34dd18df457b00ac0a8d7f75e8 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sun, 30 Mar 2025 21:27:16 -0400
Subject: [PATCH 03/30] Update test_expire_snapshots.py

---
 tests/table/test_expire_snapshots.py | 35 +++++++---------------------
 1 file changed, 8 insertions(+), 27 deletions(-)

diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index 14204a14b5..b734764ca3 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -6,7 +6,7 @@
 from pyiceberg.table import Table
 from pyiceberg.table.metadata import new_table_metadata
 from pyiceberg.table.snapshots import Snapshot, SnapshotLogEntry
-from pyiceberg.table.update.snapshot import ExpireSnapshots
+from pyiceberg.table.update.snapshot import ManageSnapshots
 
 from pyiceberg.schema import Schema
 from pyiceberg.partitioning import PartitionSpec
@@ -64,33 +64,14 @@ def test_expire_snapshots_removes_correct_snapshots(mock_table: Mock):
     """
     Test case for the `ExpireSnapshots` class to ensure that the correct snapshots
     are removed and the delete function is called the expected number of times.
-    Args:
-        mock_table (Mock): A mock object representing the table.
-    Test Steps:
-    1. Create a mock delete function and a mock transaction.
-    2. Instantiate the `ExpireSnapshots` class with the mock transaction.
-    3. Configure the `ExpireSnapshots` instance to expire snapshots with IDs 1 and 2,
-       and set the delete function to the mock delete function.
-    4. Commit the changes using the `_commit` method with the mock table's metadata.
-    5. Validate that the mock delete function is called for the correct snapshots.
-    6. Verify that the delete function is called exactly twice.
-    7. Ensure that the updated metadata returned by `_commit` is not `None`.
-    """
-    mock_delete_func = Mock()
-    mock_transaction = Mock()
 
-    expire_snapshots = ExpireSnapshots(mock_transaction)
-    expire_snapshots \
-        .expire_snapshot_id(1) \
-        .expire_snapshot_id(2) \
-        .delete_with(mock_delete_func)
+    """
 
-    updated_metadata = expire_snapshots._commit(mock_table.metadata)
+    with ManageSnapshots(mock_table) as transaction:
+        # Mock the transaction to return the mock table
+        transaction.exipre_snapshot_by_id(1).exipre_snapshot_by_id(2).expire_snapshots().cleanup_files()
 
-    # Validate delete calls
-    mock_delete_func.assert_any_call(mock_table.return_value.snapshots[0])
-    mock_delete_func.assert_any_call(mock_table.metadata.snapshots[1])
-    assert mock_delete_func.call_count == 2
 
-    # Verify updated metadata returned
-    assert updated_metadata is not None
+    for snapshot in mock_table.metadata.snapshots:
+        # Verify that the snapshot is removed from the metadata
+        assert snapshot.snapshot_id not in [1, 2]

From 65365e1d3ebea23096d0be900b0e6adba92fadc5 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Tue, 1 Apr 2025 00:27:36 -0400
Subject: [PATCH 04/30] Added the builder method to __init__.py, updated the
 snapshot api with a new Expired Snapshot class.  updated tests.

---
 pyiceberg/table/update/__init__.py   |  14 +++
 pyiceberg/table/update/note.md       |   2 +
 pyiceberg/table/update/snapshot.py   |  99 +++++++----------
 tests/table/test_expire_snapshots.py | 158 +++++++++++++++++----------
 4 files changed, 152 insertions(+), 121 deletions(-)
 create mode 100644 pyiceberg/table/update/note.md

diff --git a/pyiceberg/table/update/__init__.py b/pyiceberg/table/update/__init__.py
index f60ac1e3ee..1f74b6778e 100644
--- a/pyiceberg/table/update/__init__.py
+++ b/pyiceberg/table/update/__init__.py
@@ -575,6 +575,20 @@ def _(update: RemoveStatisticsUpdate, base_metadata: TableMetadata, context: _Ta
 
     return base_metadata.model_copy(update={"statistics": statistics})
 
+@_apply_table_update.register(RemoveSnapshotsUpdate)
+def _(update: RemoveSnapshotsUpdate, base_metadata: TableMetadata, context: _TableMetadataUpdateContext) -> TableMetadata:
+    if len(update.snapshot_ids) == 0 or len(base_metadata.snapshots) == 0:
+        return base_metadata
+
+    retained_snapshots = []
+    ids_to_remove = set(update.snapshot_ids)
+    for snapshot in base_metadata.snapshots:
+        if snapshot.snapshot_id not in ids_to_remove:
+            retained_snapshots.append(snapshot)
+
+    context.add_update(update)
+    return base_metadata.model_copy(update={"snapshots": retained_snapshots})
+
 
 def update_table_metadata(
     base_metadata: TableMetadata,
diff --git a/pyiceberg/table/update/note.md b/pyiceberg/table/update/note.md
new file mode 100644
index 0000000000..2e548fffb5
--- /dev/null
+++ b/pyiceberg/table/update/note.md
@@ -0,0 +1,2 @@
+in the snapshot.py class, you define the "api" or logic to collect the changes and then stage, them.  Then the
+__init__.py has a decorator that calls the type to actually apply the metadata changes.
\ No newline at end of file
diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 30cc03cd4d..b5fad04e7b 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -66,6 +66,7 @@
     AddSnapshotUpdate,
     AssertRefSnapshotId,
     RemoveSnapshotRefUpdate,
+    RemoveSnapshotsUpdate,
     SetSnapshotRefUpdate,
     TableRequirement,
     TableMetadata,
@@ -84,9 +85,8 @@
 from pyiceberg.utils.properties import property_as_bool, property_as_int
 
 if TYPE_CHECKING:
-    from pyiceberg.table import Transaction
+    from pyiceberg.table import Table
 
-from pyiceberg.table import Table
 from pyiceberg.table.metadata import Snapshot
 from pyiceberg.table.update import UpdateTableMetadata
 from typing import Optional, Set
@@ -748,13 +748,13 @@ class ManageSnapshots(UpdateTableMetadata["ManageSnapshots"]):
        ms.create_tag(snapshot_id1, "Tag_A").create_tag(snapshot_id2, "Tag_B")
     """
 
-    _snapshot_ids_to_expire: Set[int] = set()
-
     _updates: Tuple[TableUpdate, ...] = ()
     _requirements: Tuple[TableRequirement, ...] = ()
 
     def _commit(self) -> UpdatesAndRequirements:
         """Apply the pending changes and commit."""
+        if not hasattr(self._transaction, "_apply"):
+            raise AttributeError("Transaction object is not properly initialized.")
         return self._updates, self._requirements
 
     def _remove_ref_snapshot(self, ref_name: str) -> ManageSnapshots:
@@ -855,6 +855,20 @@ def remove_branch(self, branch_name: str) -> ManageSnapshots:
         """
         return self._remove_ref_snapshot(ref_name=branch_name)
 
+
+class ExpireSnapshots(UpdateTableMetadata["ExpireSnapshots"]):
+    """
+    API for removing old snapshots from the table.
+    """
+
+    _ids_to_remove: List[int] = []
+
+    _updates: Tuple[TableUpdate, ...] = ()
+    _requirements: Tuple[TableRequirement, ...] = ()
+
+    def _commit(self) -> UpdatesAndRequirements:
+        return (RemoveSnapshotsUpdate(snapshot_ids=self._ids_to_remove),), ()
+
     def _get_snapshot_ref_name(self, snapshot_id: int) -> Optional[str]:
         """Get the reference name of a snapshot."""
         for ref_name, snapshot in self._transaction.table_metadata.refs.items():
@@ -862,73 +876,34 @@ def _get_snapshot_ref_name(self, snapshot_id: int) -> Optional[str]:
                 return ref_name
         return None
 
-    def _check_forward_ref(self, snapshot_id: int) -> bool:
-        """Check if the snapshot ID is a forward reference."""
-        # Ensure that remaining snapshots correctly reference their parent
-        for ref in self._transaction.table_metadata.refs.values():
-            if ref.snapshot_id == snapshot_id:
-                parent_snapshot_id = ref.parent_snapshot_id
-                if parent_snapshot_id is not None and parent_snapshot_id not in self._transaction.table_metadata.snapshots:
-                    return False
-        return True
-    
     def _find_dependant_snapshot(self, snapshot_id: int) -> Optional[int]:
-        """Find any dependant snapshot."""
+        """Find any dependent snapshot."""
         for ref in self._transaction.table_metadata.refs.values():
             if ref.snapshot_id == snapshot_id:
                 return ref.parent_snapshot_id
         return None
 
-    def exipre_snapshot_by_id(self, snapshot_id: int) -> ManageSnapshots:
-        """Explicitly expire a snapshot by its ID."""
-        self._snapshot_ids_to_expire.add(snapshot_id)
+    def expire_snapshot_id(self, snapshot_id_to_expire: int) -> ExpireSnapshots:
+        """Mark a specific snapshot ID for expiration."""
+        if self._transaction._table.snapshot_by_id(snapshot_id_to_expire):
+            self._ids_to_remove.append(snapshot_id_to_expire)
         return self
 
-    def expire_snapshots(self) -> ManageSnapshots:
-        """Expire the snapshots that are marked for expiration."""
-        # iterate over each snapshot requested to be expired
-        for snapshot_id in self._snapshot_ids_to_expire:
-            # remove the reference to the snapshot in the table metadata
-            # and stage the chagnes
-            update, requirement = self._remove_ref_snapshot(
-                ref_name=self._get_snapshot_ref_name(snapshot_id=snapshot_id),
-            )
-
-            # return the updates and requirements to be committed
-            self._updates += update
-            self._requirements += requirement
-            
-            # check if there is a dependant snapshot
-            dependant_snapshot_id = self._find_dependant_snapshot(snapshot_id=snapshot_id)
-            if dependant_snapshot_id is not None:
-                # remove the reference to the dependant snapshot in the table metadata
-                # and stage the changes
-                update, requirement = self._transaction._set_ref_snapshot(
-                    ref_name=self._get_snapshot_ref_name(snapshot_id=dependant_snapshot_id),
-                    snapshot_id=dependant_snapshot_id
-                )
-                self._updates += update
-                self._requirements += requirement
-
-            # clean up the the unused files
-
+    def expire_older_than(self, timestamp_ms: int) -> ExpireSnapshots:
+        """Mark snapshots older than the given timestamp for expiration."""
+        for snapshot in self._transaction.table_metadata.snapshots:
+            if snapshot.timestamp_ms < timestamp_ms:
+                self._ids_to_remove.append(snapshot.snapshot_id)
         return self
 
-    def cleanup_files(self):
-        """Remove files no longer referenced by any snapshots."""
-        # Remove the manifest files for the expired snapshots
-        for entry in self._snapshot_ids_to_expire:
-
-            # remove the manifest files for the expired snapshots
-            for manifest in self._transaction._table.snapshot_by_id(entry).manifests(self._transaction._table.io):
-                # get a list of all parquette files in the manifest that are orphaned
-                data_files = manifest.fetch_manifest_entry(io=self._transaction._table.io, discard_deleted=True)
-                
-                # remove the manfiest
-                self._transaction._table.io.delete(manifest.manifest_path)
-                
-                # remove the data files
-                [self._transaction._table.io.delete(file.data_file.file_path) for file in data_files if file.data_file.file_path is not None]
-        return self
+    # Uncomment and implement cleanup_files if file cleanup is required
+    # def cleanup_files(self):
+    #     """Remove files no longer referenced by any snapshots."""
+    #     for entry in self._ids_to_remove:
+    #         for manifest in self._transaction._table.snapshot_by_id(entry).manifests(self._transaction._table.io):
+    #             data_files = manifest.fetch_manifest_entry(io=self._transaction._table.io, discard_deleted=True)
+    #             self._transaction._table.io.delete(manifest.manifest_path)
+    #             [self._transaction._table.io.delete(file.data_file.file_path) for file in data_files if file.data_file.file_path is not None]
+    #     return self
 
 
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index b734764ca3..6051c6ddce 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -1,77 +1,117 @@
-# pylint:disable=redefined-outer-name
-# pylint:disable=redefined-outer-name
-from unittest.mock import Mock
+from datetime import datetime, timezone
+from pathlib import PosixPath
+from random import randint
+import time
+from typing import Any, Dict, Optional
 import pytest
-
+from pyiceberg.catalog.memory import InMemoryCatalog
+from pyiceberg.catalog.noop import NoopCatalog
+from pyiceberg.io import load_file_io
+from pyiceberg.table import Table
+from pyiceberg.table.sorting import NullOrder, SortDirection, SortField, SortOrder
+from pyiceberg.table.update.snapshot import ExpireSnapshots
+from pyiceberg.transforms import IdentityTransform
+from pyiceberg.types import BooleanType, FloatType, IntegerType, ListType, LongType, MapType, StructType
+from tests.catalog.test_base import InMemoryCatalog, Table
 from pyiceberg.table import Table
-from pyiceberg.table.metadata import new_table_metadata
-from pyiceberg.table.snapshots import Snapshot, SnapshotLogEntry
-from pyiceberg.table.update.snapshot import ManageSnapshots
-
 from pyiceberg.schema import Schema
-from pyiceberg.partitioning import PartitionSpec
-from pyiceberg.table.sorting import SortOrder
+from pyiceberg.types import NestedField, LongType, StringType
+from pyiceberg.table.snapshots import Snapshot
+from pyiceberg.table.metadata import TableMetadata, TableMetadataV2, new_table_metadata
 
 
 
-@pytest.fixture
-def mock_table():
-    """
-    Creates a mock Iceberg table with predefined metadata, snapshots, and snapshot log entries.
-    The mock table includes:
-    - Snapshots with unique IDs, timestamps, and manifest lists.
-    - A snapshot log that tracks the history of snapshots with their IDs and timestamps.
-    - Table metadata including schema, partition spec, sort order, location, properties, and UUID.
-    - A current snapshot ID and last updated timestamp.
-    Returns:
-        Mock: A mock object representing an Iceberg table with the specified metadata and attributes.
-    """
-    snapshots = [
-        Snapshot(snapshot_id=1, timestamp_ms=1000, manifest_list="manifest1.avro"),
-        Snapshot(snapshot_id=2, timestamp_ms=2000, manifest_list="manifest2.avro"),
-        Snapshot(snapshot_id=3, timestamp_ms=3000, manifest_list="manifest3.avro"),
-    ]
-    snapshot_log = [
-        SnapshotLogEntry(snapshot_id=1, timestamp_ms=1000),
-        SnapshotLogEntry(snapshot_id=2, timestamp_ms=2000),
-        SnapshotLogEntry(snapshot_id=3, timestamp_ms=3000),
-    ]
 
-    metadata = new_table_metadata(
-        schema=Schema(fields=[]),
-        partition_spec=PartitionSpec(spec_id=0, fields=[]),
-        sort_order=SortOrder(order_id=0, fields=[]),
-        location="s3://example-bucket/path/",
-        properties={},
-        table_uuid="12345678-1234-1234-1234-123456789abc",
-    ).model_copy(
-        update={
-            "snapshots": snapshots,
-            "snapshot_log": snapshot_log,
-            "current_snapshot_id": 3,
-            "last_updated_ms": 3000,
+@pytest.fixture
+def generate_test_table() -> Table:
+    def generate_snapshot(
+        snapshot_id: int,
+        parent_snapshot_id: Optional[int] = None,
+        timestamp_ms: Optional[int] = None,
+        sequence_number: int = 0,
+    ) -> Dict[str, Any]:
+        return {
+            "snapshot-id": snapshot_id,
+            "parent-snapshot-id": parent_snapshot_id,
+            "timestamp-ms": timestamp_ms or int(time.time() * 1000),
+            "sequence-number": sequence_number,
+            "summary": {"operation": "append"},
+            "manifest-list": f"s3://a/b/{snapshot_id}.avro",
         }
-    )
 
-    table = Mock(spec=Table)
-    table.metadata = metadata
-    table.identifier = ("db", "table") 
+    snapshots = []
+    snapshot_log = []
+    initial_snapshot_id = 3051729675574597004
+
+    for i in range(2000):
+        snapshot_id = initial_snapshot_id + i
+        parent_snapshot_id = snapshot_id - 1 if i > 0 else None
+        timestamp_ms = int(time.time() * 1000) - randint(0, 1000000)
+        snapshots.append(generate_snapshot(snapshot_id, parent_snapshot_id, timestamp_ms, i))
+        snapshot_log.append({"snapshot-id": snapshot_id, "timestamp-ms": timestamp_ms})
 
+    metadata = {
+        "format-version": 2,
+        "table-uuid": "9c12d441-03fe-4693-9a96-a0705ddf69c1",
+        "location": "s3://bucket/test/location",
+        "last-sequence-number": 34,
+        "last-updated-ms": 1602638573590,
+        "last-column-id": 3,
+        "current-schema-id": 1,
+        "schemas": [
+            {"type": "struct", "schema-id": 0, "fields": [{"id": 1, "name": "x", "required": True, "type": "long"}]},
+            {
+                "type": "struct",
+                "schema-id": 1,
+                "identifier-field-ids": [1, 2],
+                "fields": [
+                    {"id": 1, "name": "x", "required": True, "type": "long"},
+                    {"id": 2, "name": "y", "required": True, "type": "long", "doc": "comment"},
+                    {"id": 3, "name": "z", "required": True, "type": "long"},
+                ],
+            },
+        ],
+        "default-spec-id": 0,
+        "partition-specs": [{"spec-id": 0, "fields": [{"name": "x", "transform": "identity", "source-id": 1, "field-id": 1000}]}],
+        "last-partition-id": 1000,
+        "default-sort-order-id": 3,
+        "sort-orders": [
+            {
+                "order-id": 3,
+                "fields": [
+                    {"transform": "identity", "source-id": 2, "direction": "asc", "null-order": "nulls-first"},
+                    {"transform": "bucket[4]", "source-id": 3, "direction": "desc", "null-order": "nulls-last"},
+                ],
+            }
+        ],
+        "properties": {"read.split.target.size": "134217728"},
+        "current-snapshot-id": initial_snapshot_id + 1999,
+        "snapshots": snapshots,
+        "snapshot-log": snapshot_log,
+        "metadata-log": [{"metadata-file": "s3://bucket/.../v1.json", "timestamp-ms": 1515100}],
+        "refs": {"test": {"snapshot-id": initial_snapshot_id, "type": "tag", "max-ref-age-ms": 10000000}},
+    }
+
+    return Table(
+        identifier=("database", "table"),
+        metadata=metadata,
+        metadata_location=f"{metadata['location']}/uuid.metadata.json",
+        io=load_file_io(),
+        catalog=NoopCatalog("NoopCatalog"),
+    )
 
-    return table
 
-def test_expire_snapshots_removes_correct_snapshots(mock_table: Mock):
+
+def test_expire_snapshots_removes_correct_snapshots(generate_test_table):
     """
     Test case for the `ExpireSnapshots` class to ensure that the correct snapshots
     are removed and the delete function is called the expected number of times.
-
     """
 
-    with ManageSnapshots(mock_table) as transaction:
-        # Mock the transaction to return the mock table
-        transaction.exipre_snapshot_by_id(1).exipre_snapshot_by_id(2).expire_snapshots().cleanup_files()
-
+    # Use the fixture-provided table
+    with ExpireSnapshots(generate_test_table.transaction()) as manage_snapshots:
+        manage_snapshots.expire_snapshot_id(3051729675574597004)
 
-    for snapshot in mock_table.metadata.snapshots:
-        # Verify that the snapshot is removed from the metadata
-        assert snapshot.snapshot_id not in [1, 2]
+    # Check the remaining snapshots
+    remaining_snapshot_ids = {snapshot.snapshot_id for snapshot in generate_test_table.metadata.snapshots}
+    assert not remaining_snapshot_ids.issubset({3051729675574597004})

From e28815ff2338775093c982b3f740d8a3b338d29a Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Tue, 1 Apr 2025 14:16:24 -0400
Subject: [PATCH 05/30] Snapshots are not being transacted on, but need to
 re-assign refs

 ValueError: Cannot expire snapshot IDs {3051729675574597004} as they are currently referenced by table refs.
---
 pyiceberg/table/__init__.py          | 18 ++++++
 pyiceberg/table/update/__init__.py   | 14 -----
 pyiceberg/table/update/snapshot.py   | 76 +++++++++++++++----------
 tests/table/test_expire_snapshots.py | 84 ++++++++++++++++++++--------
 4 files changed, 124 insertions(+), 68 deletions(-)

diff --git a/pyiceberg/table/__init__.py b/pyiceberg/table/__init__.py
index 1ebdd8bcf1..f7cce92250 100644
--- a/pyiceberg/table/__init__.py
+++ b/pyiceberg/table/__init__.py
@@ -115,6 +115,7 @@
 )
 from pyiceberg.table.update.schema import UpdateSchema
 from pyiceberg.table.update.snapshot import (
+    ExpireSnapshots,
     ManageSnapshots,
     UpdateSnapshot,
     _FastAppendFiles,
@@ -1068,6 +1069,23 @@ def manage_snapshots(self) -> ManageSnapshots:
            ms.create_tag(snapshot_id1, "Tag_A").create_tag(snapshot_id2, "Tag_B")
         """
         return ManageSnapshots(transaction=Transaction(self, autocommit=True))
+    
+    def expire_snapshots(self) -> ExpireSnapshots:
+        """
+        Shorthand to expire snapshots.
+
+        Use table.expire_snapshots().expire_snapshot_id(...).commit() or
+        table.expire_snapshots().expire_older_than(...).commit()
+
+        You can also use it inside a transaction context:
+            with table.transaction() as tx:
+                tx.expire_snapshots().expire_older_than(...)
+
+        """
+        return ExpireSnapshots(Transaction(self, autocommit=True))
+
+
+
 
     def update_statistics(self) -> UpdateStatistics:
         """
diff --git a/pyiceberg/table/update/__init__.py b/pyiceberg/table/update/__init__.py
index 1f74b6778e..f60ac1e3ee 100644
--- a/pyiceberg/table/update/__init__.py
+++ b/pyiceberg/table/update/__init__.py
@@ -575,20 +575,6 @@ def _(update: RemoveStatisticsUpdate, base_metadata: TableMetadata, context: _Ta
 
     return base_metadata.model_copy(update={"statistics": statistics})
 
-@_apply_table_update.register(RemoveSnapshotsUpdate)
-def _(update: RemoveSnapshotsUpdate, base_metadata: TableMetadata, context: _TableMetadataUpdateContext) -> TableMetadata:
-    if len(update.snapshot_ids) == 0 or len(base_metadata.snapshots) == 0:
-        return base_metadata
-
-    retained_snapshots = []
-    ids_to_remove = set(update.snapshot_ids)
-    for snapshot in base_metadata.snapshots:
-        if snapshot.snapshot_id not in ids_to_remove:
-            retained_snapshots.append(snapshot)
-
-    context.add_update(update)
-    return base_metadata.model_copy(update={"snapshots": retained_snapshots})
-
 
 def update_table_metadata(
     base_metadata: TableMetadata,
diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index b5fad04e7b..816e58fce0 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -92,6 +92,16 @@
 from typing import Optional, Set
 from datetime import datetime, timezone
 
+from typing import Dict, Optional, Set
+import uuid
+from pyiceberg.table.metadata import TableMetadata
+from pyiceberg.table.snapshots import Snapshot
+from pyiceberg.table.update import (
+    UpdateTableMetadata,
+    RemoveSnapshotsUpdate,
+    UpdatesAndRequirements,
+    AssertRefSnapshotId,
+)
 
 def _new_manifest_file_name(num: int, commit_uuid: uuid.UUID) -> str:
     return f"{commit_uuid}-m{num}.avro"
@@ -860,50 +870,56 @@ class ExpireSnapshots(UpdateTableMetadata["ExpireSnapshots"]):
     """
     API for removing old snapshots from the table.
     """
-
-    _ids_to_remove: List[int] = []
+    _updates: Tuple[TableUpdate, ...] = ()
+    _requirements: Tuple[TableRequirement, ...] = ()
 
     _updates: Tuple[TableUpdate, ...] = ()
     _requirements: Tuple[TableRequirement, ...] = ()
 
+    def __init__(self, transaction: Transaction) -> None:
+        super().__init__(transaction)
+        self._transaction = transaction
+        self._ids_to_remove: Set[int] = set()
+
     def _commit(self) -> UpdatesAndRequirements:
-        return (RemoveSnapshotsUpdate(snapshot_ids=self._ids_to_remove),), ()
-
-    def _get_snapshot_ref_name(self, snapshot_id: int) -> Optional[str]:
-        """Get the reference name of a snapshot."""
-        for ref_name, snapshot in self._transaction.table_metadata.refs.items():
-            if snapshot.snapshot_id == snapshot_id:
-                return ref_name
-        return None
-
-    def _find_dependant_snapshot(self, snapshot_id: int) -> Optional[int]:
-        """Find any dependent snapshot."""
-        for ref in self._transaction.table_metadata.refs.values():
-            if ref.snapshot_id == snapshot_id:
-                return ref.parent_snapshot_id
-        return None
+        """Apply the pending changes and commit."""
+        if not hasattr(self, "_transaction") or not self._transaction:
+            raise AttributeError("Transaction object is not properly initialized.")
+
+        if not self._ids_to_remove:
+            raise ValueError("No snapshot IDs marked for expiration.")
+
+        # Ensure current snapshots in refs are not marked for removal
+        current_snapshot_ids = {ref.snapshot_id for ref in self._transaction.table_metadata.refs.values()}
+        conflicting_ids = self._ids_to_remove.intersection(current_snapshot_ids)
+        if conflicting_ids:
+            raise ValueError(f"Cannot expire snapshot IDs {conflicting_ids} as they are currently referenced by table refs.")
+
+        updates = (RemoveSnapshotsUpdate(snapshot_ids=list(self._ids_to_remove)),)
+
+        # Ensure refs haven't changed (snapshot ID consistency check)
+        requirements = tuple(
+            AssertRefSnapshotId(snapshot_id=ref.snapshot_id, ref=ref_name)
+            for ref_name, ref in self._transaction.table_metadata.refs.items()
+        )
+        self._updates += updates
+        self._requirements += requirements
+        return self
 
     def expire_snapshot_id(self, snapshot_id_to_expire: int) -> ExpireSnapshots:
         """Mark a specific snapshot ID for expiration."""
-        if self._transaction._table.snapshot_by_id(snapshot_id_to_expire):
-            self._ids_to_remove.append(snapshot_id_to_expire)
+        snapshot = self._transaction._table.snapshot_by_id(snapshot_id_to_expire)
+        if snapshot:
+            self._ids_to_remove.add(snapshot_id_to_expire)
+        else:
+            raise ValueError(f"Snapshot ID {snapshot_id_to_expire} does not exist.")
         return self
 
     def expire_older_than(self, timestamp_ms: int) -> ExpireSnapshots:
         """Mark snapshots older than the given timestamp for expiration."""
         for snapshot in self._transaction.table_metadata.snapshots:
             if snapshot.timestamp_ms < timestamp_ms:
-                self._ids_to_remove.append(snapshot.snapshot_id)
+                self._ids_to_remove.add(snapshot.snapshot_id)
         return self
 
-    # Uncomment and implement cleanup_files if file cleanup is required
-    # def cleanup_files(self):
-    #     """Remove files no longer referenced by any snapshots."""
-    #     for entry in self._ids_to_remove:
-    #         for manifest in self._transaction._table.snapshot_by_id(entry).manifests(self._transaction._table.io):
-    #             data_files = manifest.fetch_manifest_entry(io=self._transaction._table.io, discard_deleted=True)
-    #             self._transaction._table.io.delete(manifest.manifest_path)
-    #             [self._transaction._table.io.delete(file.data_file.file_path) for file in data_files if file.data_file.file_path is not None]
-    #     return self
-
 
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index 6051c6ddce..6c694ab2e8 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -5,7 +5,6 @@
 from typing import Any, Dict, Optional
 import pytest
 from pyiceberg.catalog.memory import InMemoryCatalog
-from pyiceberg.catalog.noop import NoopCatalog
 from pyiceberg.io import load_file_io
 from pyiceberg.table import Table
 from pyiceberg.table.sorting import NullOrder, SortDirection, SortField, SortOrder
@@ -17,9 +16,46 @@
 from pyiceberg.schema import Schema
 from pyiceberg.types import NestedField, LongType, StringType
 from pyiceberg.table.snapshots import Snapshot
-from pyiceberg.table.metadata import TableMetadata, TableMetadataV2, new_table_metadata
+from pyiceberg.table.metadata import TableMetadata, TableMetadataUtil, TableMetadataV2, new_table_metadata
 
 
+@pytest.fixture
+def mock_table():
+    """Fixture to create a mock Table instance with proper metadata for testing."""
+    # Create mock metadata with empty snapshots list
+    metadata_dict = {
+        "format-version": 2,
+        "table-uuid": "9c12d441-03fe-4693-9a96-a0705ddf69c1",
+        "location": "s3://bucket/test/location",
+        "last-sequence-number": 0,
+        "last-updated-ms": int(time.time() * 1000),
+        "last-column-id": 3,
+        "current-schema-id": 1,
+        "schemas": [
+            {
+                "type": "struct",
+                "schema-id": 1,
+                "fields": [{"id": 1, "name": "x", "required": True, "type": "long"}]
+            }
+        ],
+        "default-spec-id": 0,
+        "partition-specs": [{"spec-id": 0, "fields": []}],
+        "last-partition-id": 0,
+        "default-sort-order-id": 0,
+        "sort-orders": [{"order-id": 0, "fields": []}],
+        "snapshots": [],
+        "refs": {},
+    }
+    
+    metadata = TableMetadataUtil.parse_obj(metadata_dict)
+    
+    return Table(
+        identifier=("mock_database", "mock_table"),
+        metadata=metadata,
+        metadata_location="mock_location",
+        io=load_file_io(),
+        catalog=InMemoryCatalog("InMemoryCatalog"),
+    )
 
 
 @pytest.fixture
@@ -43,19 +79,24 @@ def generate_snapshot(
     snapshot_log = []
     initial_snapshot_id = 3051729675574597004
 
-    for i in range(2000):
+    for i in range(5):
         snapshot_id = initial_snapshot_id + i
         parent_snapshot_id = snapshot_id - 1 if i > 0 else None
         timestamp_ms = int(time.time() * 1000) - randint(0, 1000000)
         snapshots.append(generate_snapshot(snapshot_id, parent_snapshot_id, timestamp_ms, i))
         snapshot_log.append({"snapshot-id": snapshot_id, "timestamp-ms": timestamp_ms})
 
-    metadata = {
+    metadata_dict = {
         "format-version": 2,
         "table-uuid": "9c12d441-03fe-4693-9a96-a0705ddf69c1",
         "location": "s3://bucket/test/location",
         "last-sequence-number": 34,
-        "last-updated-ms": 1602638573590,
+        "last-updated-ms": snapshots[-1]["timestamp-ms"],
+        "metadata-log": [
+            {"metadata-file": "s3://bucket/test/location/metadata/v1.json", "timestamp-ms": 1700000000000},
+            {"metadata-file": "s3://bucket/test/location/metadata/v2.json", "timestamp-ms": 1700003600000},
+            {"metadata-file": "s3://bucket/test/location/metadata/v3.json", "timestamp-ms": snapshots[-1]["timestamp-ms"]},
+        ],
         "last-column-id": 3,
         "current-schema-id": 1,
         "schemas": [
@@ -72,46 +113,41 @@ def generate_snapshot(
             },
         ],
         "default-spec-id": 0,
-        "partition-specs": [{"spec-id": 0, "fields": [{"name": "x", "transform": "identity", "source-id": 1, "field-id": 1000}]}],
+        "partition-specs": [{"spec-id": 0, "fields": []}],
         "last-partition-id": 1000,
         "default-sort-order-id": 3,
-        "sort-orders": [
-            {
-                "order-id": 3,
-                "fields": [
-                    {"transform": "identity", "source-id": 2, "direction": "asc", "null-order": "nulls-first"},
-                    {"transform": "bucket[4]", "source-id": 3, "direction": "desc", "null-order": "nulls-last"},
-                ],
-            }
-        ],
+        "sort-orders": [{"order-id": 3, "fields": []}],
         "properties": {"read.split.target.size": "134217728"},
-        "current-snapshot-id": initial_snapshot_id + 1999,
+        "current-snapshot-id": initial_snapshot_id + 4,
         "snapshots": snapshots,
         "snapshot-log": snapshot_log,
-        "metadata-log": [{"metadata-file": "s3://bucket/.../v1.json", "timestamp-ms": 1515100}],
         "refs": {"test": {"snapshot-id": initial_snapshot_id, "type": "tag", "max-ref-age-ms": 10000000}},
     }
 
+    metadata = TableMetadataUtil.parse_obj(metadata_dict)
+
     return Table(
         identifier=("database", "table"),
         metadata=metadata,
-        metadata_location=f"{metadata['location']}/uuid.metadata.json",
+        metadata_location=f"{metadata.location}/uuid.metadata.json",
         io=load_file_io(),
-        catalog=NoopCatalog("NoopCatalog"),
+        catalog=InMemoryCatalog("InMemoryCatalog"),
     )
 
 
 
-def test_expire_snapshots_removes_correct_snapshots(generate_test_table):
+def test_expire_snapshots_removes_correct_snapshots(generate_test_table: Table):
     """
     Test case for the `ExpireSnapshots` class to ensure that the correct snapshots
     are removed and the delete function is called the expected number of times.
     """
-
+    
     # Use the fixture-provided table
-    with ExpireSnapshots(generate_test_table.transaction()) as manage_snapshots:
-        manage_snapshots.expire_snapshot_id(3051729675574597004)
+    with generate_test_table.expire_snapshots() as transaction:
+        transaction.expire_snapshot_id(3051729675574597004).commit()
 
     # Check the remaining snapshots
     remaining_snapshot_ids = {snapshot.snapshot_id for snapshot in generate_test_table.metadata.snapshots}
-    assert not remaining_snapshot_ids.issubset({3051729675574597004})
+    
+    # Assert that the expired snapshot ID is not in the remaining snapshots
+    assert 3051729675574597004 not in remaining_snapshot_ids

From 4628edeb0ea96aa0718acd637b7a28ac7a4deb3a Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Wed, 2 Apr 2025 21:58:10 -0400
Subject: [PATCH 06/30] Fixed the test case.

---
 pyiceberg/table/update/note.md                |   2 -
 pyiceberg/table/update/snapshot-java-notes.md | 385 ------------------
 pyiceberg/table/update/snapshot.py            |  21 +-
 tests/conftest.py                             |   2 +-
 tests/table/test_expire_snapshots.py          | 207 ++++++----
 5 files changed, 135 insertions(+), 482 deletions(-)
 delete mode 100644 pyiceberg/table/update/note.md
 delete mode 100644 pyiceberg/table/update/snapshot-java-notes.md

diff --git a/pyiceberg/table/update/note.md b/pyiceberg/table/update/note.md
deleted file mode 100644
index 2e548fffb5..0000000000
--- a/pyiceberg/table/update/note.md
+++ /dev/null
@@ -1,2 +0,0 @@
-in the snapshot.py class, you define the "api" or logic to collect the changes and then stage, them.  Then the
-__init__.py has a decorator that calls the type to actually apply the metadata changes.
\ No newline at end of file
diff --git a/pyiceberg/table/update/snapshot-java-notes.md b/pyiceberg/table/update/snapshot-java-notes.md
deleted file mode 100644
index b5f61c0b07..0000000000
--- a/pyiceberg/table/update/snapshot-java-notes.md
+++ /dev/null
@@ -1,385 +0,0 @@
-```java
-
-/*
- * Licensed to the Apache Software Foundation (ASF) under one
- * or more contributor license agreements.  See the NOTICE file
- * distributed with this work for additional information
- * regarding copyright ownership.  The ASF licenses this file
- * to you under the Apache License, Version 2.0 (the
- * "License"); you may not use this file except in compliance
- * with the License.  You may obtain a copy of the License at
- *
- *   http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing,
- * software distributed under the License is distributed on an
- * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
- * KIND, either express or implied.  See the License for the
- * specific language governing permissions and limitations
- * under the License.
- */
-package org.apache.iceberg;
-
-import static org.apache.iceberg.TableProperties.COMMIT_MAX_RETRY_WAIT_MS;
-import static org.apache.iceberg.TableProperties.COMMIT_MAX_RETRY_WAIT_MS_DEFAULT;
-import static org.apache.iceberg.TableProperties.COMMIT_MIN_RETRY_WAIT_MS;
-import static org.apache.iceberg.TableProperties.COMMIT_MIN_RETRY_WAIT_MS_DEFAULT;
-import static org.apache.iceberg.TableProperties.COMMIT_NUM_RETRIES;
-import static org.apache.iceberg.TableProperties.COMMIT_NUM_RETRIES_DEFAULT;
-import static org.apache.iceberg.TableProperties.COMMIT_TOTAL_RETRY_TIME_MS;
-import static org.apache.iceberg.TableProperties.COMMIT_TOTAL_RETRY_TIME_MS_DEFAULT;
-import static org.apache.iceberg.TableProperties.GC_ENABLED;
-import static org.apache.iceberg.TableProperties.GC_ENABLED_DEFAULT;
-import static org.apache.iceberg.TableProperties.MAX_REF_AGE_MS;
-import static org.apache.iceberg.TableProperties.MAX_REF_AGE_MS_DEFAULT;
-import static org.apache.iceberg.TableProperties.MAX_SNAPSHOT_AGE_MS;
-import static org.apache.iceberg.TableProperties.MAX_SNAPSHOT_AGE_MS_DEFAULT;
-import static org.apache.iceberg.TableProperties.MIN_SNAPSHOTS_TO_KEEP;
-import static org.apache.iceberg.TableProperties.MIN_SNAPSHOTS_TO_KEEP_DEFAULT;
-
-import java.util.Collection;
-import java.util.List;
-import java.util.Map;
-import java.util.Set;
-import java.util.concurrent.ExecutorService;
-import java.util.function.Consumer;
-import java.util.stream.Collectors;
-import org.apache.iceberg.exceptions.CommitFailedException;
-import org.apache.iceberg.exceptions.ValidationException;
-import org.apache.iceberg.relocated.com.google.common.base.Preconditions;
-import org.apache.iceberg.relocated.com.google.common.collect.Lists;
-import org.apache.iceberg.relocated.com.google.common.collect.Maps;
-import org.apache.iceberg.relocated.com.google.common.collect.Sets;
-import org.apache.iceberg.relocated.com.google.common.util.concurrent.MoreExecutors;
-import org.apache.iceberg.util.DateTimeUtil;
-import org.apache.iceberg.util.PropertyUtil;
-import org.apache.iceberg.util.SnapshotUtil;
-import org.apache.iceberg.util.Tasks;
-import org.apache.iceberg.util.ThreadPools;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
-@SuppressWarnings("UnnecessaryAnonymousClass")
-class RemoveSnapshots implements ExpireSnapshots {
-  private static final Logger LOG = LoggerFactory.getLogger(RemoveSnapshots.class);
-
-  // Creates an executor service that runs each task in the thread that invokes execute/submit.
-  private static final ExecutorService DEFAULT_DELETE_EXECUTOR_SERVICE =
-      MoreExecutors.newDirectExecutorService();
-
-  private final TableOperations ops;
-  private final Set<Long> idsToRemove = Sets.newHashSet();
-  private final long now;
-  private final long defaultMaxRefAgeMs;
-  private boolean cleanExpiredFiles = true;
-  private TableMetadata base;
-  private long defaultExpireOlderThan;
-  private int defaultMinNumSnapshots;
-  private Consumer<String> deleteFunc = null;
-  private ExecutorService deleteExecutorService = DEFAULT_DELETE_EXECUTOR_SERVICE;
-  private ExecutorService planExecutorService = ThreadPools.getWorkerPool();
-  private Boolean incrementalCleanup;
-  private boolean specifiedSnapshotId = false;
-  private boolean cleanExpiredMetadata = false;
-
-  RemoveSnapshots(TableOperations ops) {
-    this.ops = ops;
-    this.base = ops.current();
-    ValidationException.check(
-        PropertyUtil.propertyAsBoolean(base.properties(), GC_ENABLED, GC_ENABLED_DEFAULT),
-        "Cannot expire snapshots: GC is disabled (deleting files may corrupt other tables)");
-
-    long defaultMaxSnapshotAgeMs =
-        PropertyUtil.propertyAsLong(
-            base.properties(), MAX_SNAPSHOT_AGE_MS, MAX_SNAPSHOT_AGE_MS_DEFAULT);
-
-    this.now = System.currentTimeMillis();
-    this.defaultExpireOlderThan = now - defaultMaxSnapshotAgeMs;
-    this.defaultMinNumSnapshots =
-        PropertyUtil.propertyAsInt(
-            base.properties(), MIN_SNAPSHOTS_TO_KEEP, MIN_SNAPSHOTS_TO_KEEP_DEFAULT);
-
-    this.defaultMaxRefAgeMs =
-        PropertyUtil.propertyAsLong(base.properties(), MAX_REF_AGE_MS, MAX_REF_AGE_MS_DEFAULT);
-  }
-
-  @Override
-  public ExpireSnapshots cleanExpiredFiles(boolean clean) {
-    this.cleanExpiredFiles = clean;
-    return this;
-  }
-
-  @Override
-  public ExpireSnapshots expireSnapshotId(long expireSnapshotId) {
-    LOG.info("Expiring snapshot with id: {}", expireSnapshotId);
-    idsToRemove.add(expireSnapshotId);
-    specifiedSnapshotId = true;
-    return this;
-  }
-
-  @Override
-  public ExpireSnapshots expireOlderThan(long timestampMillis) {
-    LOG.info(
-        "Expiring snapshots older than: {} ({})",
-        DateTimeUtil.formatTimestampMillis(timestampMillis),
-        timestampMillis);
-    this.defaultExpireOlderThan = timestampMillis;
-    return this;
-  }
-
-  @Override
-  public ExpireSnapshots retainLast(int numSnapshots) {
-    Preconditions.checkArgument(
-        1 <= numSnapshots,
-        "Number of snapshots to retain must be at least 1, cannot be: %s",
-        numSnapshots);
-    this.defaultMinNumSnapshots = numSnapshots;
-    return this;
-  }
-
-  @Override
-  public ExpireSnapshots deleteWith(Consumer<String> newDeleteFunc) {
-    this.deleteFunc = newDeleteFunc;
-    return this;
-  }
-
-  @Override
-  public ExpireSnapshots executeDeleteWith(ExecutorService executorService) {
-    this.deleteExecutorService = executorService;
-    return this;
-  }
-
-  @Override
-  public ExpireSnapshots planWith(ExecutorService executorService) {
-    this.planExecutorService = executorService;
-    return this;
-  }
-
-  @Override
-  public ExpireSnapshots cleanExpiredMetadata(boolean clean) {
-    this.cleanExpiredMetadata = clean;
-    return this;
-  }
-
-  @Override
-  public List<Snapshot> apply() {
-    TableMetadata updated = internalApply();
-    List<Snapshot> removed = Lists.newArrayList(base.snapshots());
-    removed.removeAll(updated.snapshots());
-
-    return removed;
-  }
-
-  private TableMetadata internalApply() {
-    this.base = ops.refresh();
-    if (base.snapshots().isEmpty()) {
-      return base;
-    }
-
-    Set<Long> idsToRetain = Sets.newHashSet();
-    // Identify refs that should be removed
-    Map<String, SnapshotRef> retainedRefs = computeRetainedRefs(base.refs());
-    Map<Long, List<String>> retainedIdToRefs = Maps.newHashMap();
-    for (Map.Entry<String, SnapshotRef> retainedRefEntry : retainedRefs.entrySet()) {
-      long snapshotId = retainedRefEntry.getValue().snapshotId();
-      retainedIdToRefs.putIfAbsent(snapshotId, Lists.newArrayList());
-      retainedIdToRefs.get(snapshotId).add(retainedRefEntry.getKey());
-      idsToRetain.add(snapshotId);
-    }
-
-    for (long idToRemove : idsToRemove) {
-      List<String> refsForId = retainedIdToRefs.get(idToRemove);
-      Preconditions.checkArgument(
-          refsForId == null,
-          "Cannot expire %s. Still referenced by refs: %s",
-          idToRemove,
-          refsForId);
-    }
-
-    idsToRetain.addAll(computeAllBranchSnapshotsToRetain(retainedRefs.values()));
-    idsToRetain.addAll(unreferencedSnapshotsToRetain(retainedRefs.values()));
-
-    TableMetadata.Builder updatedMetaBuilder = TableMetadata.buildFrom(base);
-
-    base.refs().keySet().stream()
-        .filter(ref -> !retainedRefs.containsKey(ref))
-        .forEach(updatedMetaBuilder::removeRef);
-
-    base.snapshots().stream()
-        .map(Snapshot::snapshotId)
-        .filter(snapshot -> !idsToRetain.contains(snapshot))
-        .forEach(idsToRemove::add);
-    updatedMetaBuilder.removeSnapshots(idsToRemove);
-
-    if (cleanExpiredMetadata) {
-      Set<Integer> reachableSpecs = Sets.newConcurrentHashSet();
-      reachableSpecs.add(base.defaultSpecId());
-      Set<Integer> reachableSchemas = Sets.newConcurrentHashSet();
-      reachableSchemas.add(base.currentSchemaId());
-
-      Tasks.foreach(idsToRetain)
-          .executeWith(planExecutorService)
-          .run(
-              snapshotId -> {
-                Snapshot snapshot = base.snapshot(snapshotId);
-                snapshot.allManifests(ops.io()).stream()
-                    .map(ManifestFile::partitionSpecId)
-                    .forEach(reachableSpecs::add);
-                reachableSchemas.add(snapshot.schemaId());
-              });
-
-      Set<Integer> specsToRemove =
-          base.specs().stream()
-              .map(PartitionSpec::specId)
-              .filter(specId -> !reachableSpecs.contains(specId))
-              .collect(Collectors.toSet());
-      updatedMetaBuilder.removeSpecs(specsToRemove);
-
-      Set<Integer> schemasToRemove =
-          base.schemas().stream()
-              .map(Schema::schemaId)
-              .filter(schemaId -> !reachableSchemas.contains(schemaId))
-              .collect(Collectors.toSet());
-      updatedMetaBuilder.removeSchemas(schemasToRemove);
-    }
-
-    return updatedMetaBuilder.build();
-  }
-
-  private Map<String, SnapshotRef> computeRetainedRefs(Map<String, SnapshotRef> refs) {
-    Map<String, SnapshotRef> retainedRefs = Maps.newHashMap();
-    for (Map.Entry<String, SnapshotRef> refEntry : refs.entrySet()) {
-      String name = refEntry.getKey();
-      SnapshotRef ref = refEntry.getValue();
-      if (name.equals(SnapshotRef.MAIN_BRANCH)) {
-        retainedRefs.put(name, ref);
-        continue;
-      }
-
-      Snapshot snapshot = base.snapshot(ref.snapshotId());
-      long maxRefAgeMs = ref.maxRefAgeMs() != null ? ref.maxRefAgeMs() : defaultMaxRefAgeMs;
-      if (snapshot != null) {
-        long refAgeMs = now - snapshot.timestampMillis();
-        if (refAgeMs <= maxRefAgeMs) {
-          retainedRefs.put(name, ref);
-        }
-      } else {
-        LOG.warn("Removing invalid ref {}: snapshot {} does not exist", name, ref.snapshotId());
-      }
-    }
-
-    return retainedRefs;
-  }
-
-  private Set<Long> computeAllBranchSnapshotsToRetain(Collection<SnapshotRef> refs) {
-    Set<Long> branchSnapshotsToRetain = Sets.newHashSet();
-    for (SnapshotRef ref : refs) {
-      if (ref.isBranch()) {
-        long expireSnapshotsOlderThan =
-            ref.maxSnapshotAgeMs() != null ? now - ref.maxSnapshotAgeMs() : defaultExpireOlderThan;
-        int minSnapshotsToKeep =
-            ref.minSnapshotsToKeep() != null ? ref.minSnapshotsToKeep() : defaultMinNumSnapshots;
-        branchSnapshotsToRetain.addAll(
-            computeBranchSnapshotsToRetain(
-                ref.snapshotId(), expireSnapshotsOlderThan, minSnapshotsToKeep));
-      }
-    }
-
-    return branchSnapshotsToRetain;
-  }
-
-  private Set<Long> computeBranchSnapshotsToRetain(
-      long snapshot, long expireSnapshotsOlderThan, int minSnapshotsToKeep) {
-    Set<Long> idsToRetain = Sets.newHashSet();
-    for (Snapshot ancestor : SnapshotUtil.ancestorsOf(snapshot, base::snapshot)) {
-      if (idsToRetain.size() < minSnapshotsToKeep
-          || ancestor.timestampMillis() >= expireSnapshotsOlderThan) {
-        idsToRetain.add(ancestor.snapshotId());
-      } else {
-        return idsToRetain;
-      }
-    }
-
-    return idsToRetain;
-  }
-
-  private Set<Long> unreferencedSnapshotsToRetain(Collection<SnapshotRef> refs) {
-    Set<Long> referencedSnapshots = Sets.newHashSet();
-    for (SnapshotRef ref : refs) {
-      if (ref.isBranch()) {
-        for (Snapshot snapshot : SnapshotUtil.ancestorsOf(ref.snapshotId(), base::snapshot)) {
-          referencedSnapshots.add(snapshot.snapshotId());
-        }
-      } else {
-        referencedSnapshots.add(ref.snapshotId());
-      }
-    }
-
-    Set<Long> snapshotsToRetain = Sets.newHashSet();
-    for (Snapshot snapshot : base.snapshots()) {
-      if (!referencedSnapshots.contains(snapshot.snapshotId())
-          && // unreferenced
-          snapshot.timestampMillis() >= defaultExpireOlderThan) { // not old enough to expire
-        snapshotsToRetain.add(snapshot.snapshotId());
-      }
-    }
-
-    return snapshotsToRetain;
-  }
-
-  @Override
-  public void commit() {
-    Tasks.foreach(ops)
-        .retry(base.propertyAsInt(COMMIT_NUM_RETRIES, COMMIT_NUM_RETRIES_DEFAULT))
-        .exponentialBackoff(
-            base.propertyAsInt(COMMIT_MIN_RETRY_WAIT_MS, COMMIT_MIN_RETRY_WAIT_MS_DEFAULT),
-            base.propertyAsInt(COMMIT_MAX_RETRY_WAIT_MS, COMMIT_MAX_RETRY_WAIT_MS_DEFAULT),
-            base.propertyAsInt(COMMIT_TOTAL_RETRY_TIME_MS, COMMIT_TOTAL_RETRY_TIME_MS_DEFAULT),
-            2.0 /* exponential */)
-        .onlyRetryOn(CommitFailedException.class)
-        .run(
-            item -> {
-              TableMetadata updated = internalApply();
-              ops.commit(base, updated);
-            });
-    LOG.info("Committed snapshot changes");
-
-    if (cleanExpiredFiles) {
-      cleanExpiredSnapshots();
-    }
-  }
-
-  ExpireSnapshots withIncrementalCleanup(boolean useIncrementalCleanup) {
-    this.incrementalCleanup = useIncrementalCleanup;
-    return this;
-  }
-
-  private void cleanExpiredSnapshots() {
-    TableMetadata current = ops.refresh();
-
-    if (specifiedSnapshotId) {
-      if (incrementalCleanup != null && incrementalCleanup) {
-        throw new UnsupportedOperationException(
-            "Cannot clean files incrementally when snapshot IDs are specified");
-      }
-
-      incrementalCleanup = false;
-    }
-
-    if (incrementalCleanup == null) {
-      incrementalCleanup = current.refs().size() == 1;
-    }
-
-    LOG.info(
-        "Cleaning up expired files (local, {})", incrementalCleanup ? "incremental" : "reachable");
-
-    FileCleanupStrategy cleanupStrategy =
-        incrementalCleanup
-            ? new IncrementalFileCleanup(
-                ops.io(), deleteExecutorService, planExecutorService, deleteFunc)
-            : new ReachableFileCleanup(
-                ops.io(), deleteExecutorService, planExecutorService, deleteFunc);
-
-    cleanupStrategy.cleanFiles(base, current);
-  }
-}```
\ No newline at end of file
diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 816e58fce0..a0f1975f50 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -865,7 +865,6 @@ def remove_branch(self, branch_name: str) -> ManageSnapshots:
         """
         return self._remove_ref_snapshot(ref_name=branch_name)
 
-
 class ExpireSnapshots(UpdateTableMetadata["ExpireSnapshots"]):
     """
     API for removing old snapshots from the table.
@@ -873,15 +872,12 @@ class ExpireSnapshots(UpdateTableMetadata["ExpireSnapshots"]):
     _updates: Tuple[TableUpdate, ...] = ()
     _requirements: Tuple[TableRequirement, ...] = ()
 
-    _updates: Tuple[TableUpdate, ...] = ()
-    _requirements: Tuple[TableRequirement, ...] = ()
-
-    def __init__(self, transaction: Transaction) -> None:
+    def __init__(self, transaction) -> None:
         super().__init__(transaction)
         self._transaction = transaction
         self._ids_to_remove: Set[int] = set()
 
-    def _commit(self) -> UpdatesAndRequirements:
+    def _commit(self) -> Tuple[Tuple[TableUpdate, ...], Tuple[TableRequirement, ...]]:
         """Apply the pending changes and commit."""
         if not hasattr(self, "_transaction") or not self._transaction:
             raise AttributeError("Transaction object is not properly initialized.")
@@ -893,18 +889,23 @@ def _commit(self) -> UpdatesAndRequirements:
         current_snapshot_ids = {ref.snapshot_id for ref in self._transaction.table_metadata.refs.values()}
         conflicting_ids = self._ids_to_remove.intersection(current_snapshot_ids)
         if conflicting_ids:
-            raise ValueError(f"Cannot expire snapshot IDs {conflicting_ids} as they are currently referenced by table refs.")
+            # Remove references to the conflicting snapshots before expiring them
+            for ref_name, ref in list(self._transaction.table_metadata.refs.items()):
+                if ref.snapshot_id in conflicting_ids:
+                    self._updates += (RemoveSnapshotRefUpdate(ref_name=ref_name),)
 
+        # Remove the snapshots
         updates = (RemoveSnapshotsUpdate(snapshot_ids=list(self._ids_to_remove)),)
 
         # Ensure refs haven't changed (snapshot ID consistency check)
         requirements = tuple(
             AssertRefSnapshotId(snapshot_id=ref.snapshot_id, ref=ref_name)
             for ref_name, ref in self._transaction.table_metadata.refs.items()
+            if ref.snapshot_id not in self._ids_to_remove
         )
         self._updates += updates
         self._requirements += requirements
-        return self
+        return self._updates, self._requirements
 
     def expire_snapshot_id(self, snapshot_id_to_expire: int) -> ExpireSnapshots:
         """Mark a specific snapshot ID for expiration."""
@@ -920,6 +921,4 @@ def expire_older_than(self, timestamp_ms: int) -> ExpireSnapshots:
         for snapshot in self._transaction.table_metadata.snapshots:
             if snapshot.timestamp_ms < timestamp_ms:
                 self._ids_to_remove.add(snapshot.snapshot_id)
-        return self
-
-
+        return self
\ No newline at end of file
diff --git a/tests/conftest.py b/tests/conftest.py
index a290b5d834..e18282ab6f 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -2349,7 +2349,7 @@ def table_v2_with_extensive_snapshots(example_table_metadata_v2_with_extensive_s
         identifier=("database", "table"),
         metadata=table_metadata,
         metadata_location=f"{table_metadata.location}/uuid.metadata.json",
-        io=load_file_io(),
+        io=load_file_io(location=metadata_location),
         catalog=NoopCatalog("NoopCatalog"),
     )
 
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index 6c694ab2e8..bd86332e7a 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -1,65 +1,82 @@
-from datetime import datetime, timezone
-from pathlib import PosixPath
-from random import randint
+from typing import Any, Dict, Tuple
+import pytest
+from pyiceberg.catalog.noop import NoopCatalog
+from pyiceberg.io import load_file_io
+from pyiceberg.table import Table
+
 import time
+from random import randint
 from typing import Any, Dict, Optional
 import pytest
-from pyiceberg.catalog.memory import InMemoryCatalog
+from pyiceberg.catalog.noop import NoopCatalog
 from pyiceberg.io import load_file_io
 from pyiceberg.table import Table
-from pyiceberg.table.sorting import NullOrder, SortDirection, SortField, SortOrder
-from pyiceberg.table.update.snapshot import ExpireSnapshots
-from pyiceberg.transforms import IdentityTransform
-from pyiceberg.types import BooleanType, FloatType, IntegerType, ListType, LongType, MapType, StructType
-from tests.catalog.test_base import InMemoryCatalog, Table
+from pyiceberg.table.metadata import TableMetadataV2
 from pyiceberg.table import Table
+from pyiceberg.catalog.noop import NoopCatalog
+from pyiceberg.table.update import TableRequirement, TableUpdate
+# Mock definition for CommitTableResponse
+from pyiceberg.table.metadata import TableMetadataV2
 from pyiceberg.schema import Schema
-from pyiceberg.types import NestedField, LongType, StringType
-from pyiceberg.table.snapshots import Snapshot
-from pyiceberg.table.metadata import TableMetadata, TableMetadataUtil, TableMetadataV2, new_table_metadata
-
-
-@pytest.fixture
-def mock_table():
-    """Fixture to create a mock Table instance with proper metadata for testing."""
-    # Create mock metadata with empty snapshots list
-    metadata_dict = {
-        "format-version": 2,
-        "table-uuid": "9c12d441-03fe-4693-9a96-a0705ddf69c1",
-        "location": "s3://bucket/test/location",
-        "last-sequence-number": 0,
-        "last-updated-ms": int(time.time() * 1000),
-        "last-column-id": 3,
-        "current-schema-id": 1,
-        "schemas": [
-            {
-                "type": "struct",
-                "schema-id": 1,
-                "fields": [{"id": 1, "name": "x", "required": True, "type": "long"}]
-            }
-        ],
-        "default-spec-id": 0,
-        "partition-specs": [{"spec-id": 0, "fields": []}],
-        "last-partition-id": 0,
-        "default-sort-order-id": 0,
-        "sort-orders": [{"order-id": 0, "fields": []}],
-        "snapshots": [],
-        "refs": {},
-    }
-    
-    metadata = TableMetadataUtil.parse_obj(metadata_dict)
-    
-    return Table(
-        identifier=("mock_database", "mock_table"),
-        metadata=metadata,
-        metadata_location="mock_location",
-        io=load_file_io(),
-        catalog=InMemoryCatalog("InMemoryCatalog"),
-    )
+from pyiceberg.types import NestedField, LongType
+from pyiceberg.partitioning import PartitionSpec, PartitionField
+from pyiceberg.transforms import BucketTransform, IdentityTransform
+from pyiceberg.table.sorting import SortOrder, SortField, SortDirection, NullOrder
 
+class CommitTableResponse:
+    def __init__(self, metadata=None, metadata_location='s3://bucket/test/location'):
+        if metadata is None:
+            # Provide a default TableMetadata object to avoid NoneType errors
+            metadata = TableMetadataV2(
+                location=metadata_location,
+                table_uuid='9c12d441-03fe-4693-9a96-a0705ddf69c1',
+                last_updated_ms=1602638573590,
+                last_column_id=3,
+                schemas=[
+                    Schema(
+                        NestedField(field_id=1, name="x", field_type=LongType(), required=True),
+                        NestedField(field_id=2, name="y", field_type=LongType(), required=True, doc="comment"),
+                        NestedField(field_id=3, name="z", field_type=LongType(), required=True),
+                        identifier_field_ids=[1, 2],
+                        schema_id=1
+                    )
+                ],
+                current_schema_id=1,
+                partition_specs=[
+                    PartitionSpec(
+                        PartitionField(source_id=1, field_id=1000, transform=IdentityTransform(), name="x"), spec_id=0
+                    )
+                ],
+                default_spec_id=0,
+                sort_orders=[
+                    SortOrder(
+                        SortField(source_id=2, transform=IdentityTransform(), direction=SortDirection.ASC, null_order=NullOrder.NULLS_FIRST),
+                        order_id=3
+                    )
+                ],
+                default_sort_order_id=3,
+                properties={},
+                current_snapshot_id=None,
+                snapshots=[],
+                snapshot_log=[],
+                metadata_log=[],
+                refs={},
+                statistics=[],
+                format_version=2,
+                last_sequence_number=34
+            )
+        self.metadata = metadata
+        self.metadata_location = metadata_location
+        
+class MockCatalog(NoopCatalog):
+    def commit_table(
+        self, table: Table, requirements: Tuple[TableRequirement, ...], updates: Tuple[TableUpdate, ...]
+    ) -> CommitTableResponse:
+        # Mock implementation of commit_table
+        return CommitTableResponse()
 
 @pytest.fixture
-def generate_test_table() -> Table:
+def example_table_metadata_v2_with_extensive_snapshots() -> Dict[str, Any]:
     def generate_snapshot(
         snapshot_id: int,
         parent_snapshot_id: Optional[int] = None,
@@ -79,24 +96,19 @@ def generate_snapshot(
     snapshot_log = []
     initial_snapshot_id = 3051729675574597004
 
-    for i in range(5):
+    for i in range(2000):
         snapshot_id = initial_snapshot_id + i
         parent_snapshot_id = snapshot_id - 1 if i > 0 else None
         timestamp_ms = int(time.time() * 1000) - randint(0, 1000000)
         snapshots.append(generate_snapshot(snapshot_id, parent_snapshot_id, timestamp_ms, i))
         snapshot_log.append({"snapshot-id": snapshot_id, "timestamp-ms": timestamp_ms})
 
-    metadata_dict = {
+    return {
         "format-version": 2,
         "table-uuid": "9c12d441-03fe-4693-9a96-a0705ddf69c1",
         "location": "s3://bucket/test/location",
         "last-sequence-number": 34,
-        "last-updated-ms": snapshots[-1]["timestamp-ms"],
-        "metadata-log": [
-            {"metadata-file": "s3://bucket/test/location/metadata/v1.json", "timestamp-ms": 1700000000000},
-            {"metadata-file": "s3://bucket/test/location/metadata/v2.json", "timestamp-ms": 1700003600000},
-            {"metadata-file": "s3://bucket/test/location/metadata/v3.json", "timestamp-ms": snapshots[-1]["timestamp-ms"]},
-        ],
+        "last-updated-ms": 1602638573590,
         "last-column-id": 3,
         "current-schema-id": 1,
         "schemas": [
@@ -113,41 +125,70 @@ def generate_snapshot(
             },
         ],
         "default-spec-id": 0,
-        "partition-specs": [{"spec-id": 0, "fields": []}],
+        "partition-specs": [{"spec-id": 0, "fields": [{"name": "x", "transform": "identity", "source-id": 1, "field-id": 1000}]}],
         "last-partition-id": 1000,
         "default-sort-order-id": 3,
-        "sort-orders": [{"order-id": 3, "fields": []}],
+        "sort-orders": [
+            {
+                "order-id": 3,
+                "fields": [
+                    {"transform": "identity", "source-id": 2, "direction": "asc", "null-order": "nulls-first"},
+                    {"transform": "identity", "source-id": 3, "direction": "desc", "null-order": "nulls-last"},  # Adjusted field
+                ],
+            }
+        ],
         "properties": {"read.split.target.size": "134217728"},
-        "current-snapshot-id": initial_snapshot_id + 4,
+        "current-snapshot-id": initial_snapshot_id + 1999,
         "snapshots": snapshots,
         "snapshot-log": snapshot_log,
+        "metadata-log": [{"metadata-file": "s3://bucket/.../v1.json", "timestamp-ms": 1515100}],
         "refs": {"test": {"snapshot-id": initial_snapshot_id, "type": "tag", "max-ref-age-ms": 10000000}},
     }
 
-    metadata = TableMetadataUtil.parse_obj(metadata_dict)
-
+@pytest.fixture
+def table_v2_with_extensive_snapshots(example_table_metadata_v2_with_extensive_snapshots: Dict[str, Any]) -> Table:
+    table_metadata = TableMetadataV2(**example_table_metadata_v2_with_extensive_snapshots)
     return Table(
         identifier=("database", "table"),
-        metadata=metadata,
-        metadata_location=f"{metadata.location}/uuid.metadata.json",
-        io=load_file_io(),
-        catalog=InMemoryCatalog("InMemoryCatalog"),
+        metadata=table_metadata,
+        metadata_location=f"{table_metadata.location}/uuid.metadata.json",
+        io=load_file_io(location=f"{table_metadata.location}/uuid.metadata.json"),
+        catalog=NoopCatalog("NoopCatalog"),
     )
 
+def test_remove_snapshot(table_v2_with_extensive_snapshots: Table):
+    table = table_v2_with_extensive_snapshots
+    table.catalog = MockCatalog("MockCatalog")
+
+    # Verify the table has metadata and a current snapshot before proceeding
+    assert table.metadata is not None, "Table metadata is None"
+    assert table.metadata.current_snapshot_id is not None, "Current snapshot ID is None"
+
+    initial_snapshot_id = table.metadata.current_snapshot_id
+
+    # Ensure the table has snapshots
+    assert table.metadata.snapshots is not None, "Snapshots list is None"
+    assert len(table.metadata.snapshots) == 2000, f"Expected 2000 snapshots, got {len(table.metadata.snapshots)}"
+
+    # Print snapshot information for debugging
+    print(f"Initial snapshot ID: {initial_snapshot_id}")
+    print(f"Number of snapshots before expiry: {len(table.metadata.snapshots)}")
+
+    # Find an older snapshot that is not the current snapshot
+    snapshot_to_expire = None
+    for snapshot in table.metadata.snapshots:
+        if snapshot.snapshot_id != initial_snapshot_id and snapshot.snapshot_id not in table.metadata.refs.values():
+            snapshot_to_expire = snapshot.snapshot_id
+            break
+
+    assert snapshot_to_expire is not None, "No valid snapshot found to expire"
 
+    # Remove a snapshot using the expire_snapshots API
+    table.expire_snapshots().expire_snapshot_id(snapshot_to_expire).commit()
 
-def test_expire_snapshots_removes_correct_snapshots(generate_test_table: Table):
-    """
-    Test case for the `ExpireSnapshots` class to ensure that the correct snapshots
-    are removed and the delete function is called the expected number of times.
-    """
-    
-    # Use the fixture-provided table
-    with generate_test_table.expire_snapshots() as transaction:
-        transaction.expire_snapshot_id(3051729675574597004).commit()
+    # Verify the snapshot was removed
+    assert snapshot_to_expire not in [snapshot.snapshot_id for snapshot in table.metadata.snapshots], \
+        f"Snapshot ID {snapshot_to_expire} was not removed"
 
-    # Check the remaining snapshots
-    remaining_snapshot_ids = {snapshot.snapshot_id for snapshot in generate_test_table.metadata.snapshots}
-    
-    # Assert that the expired snapshot ID is not in the remaining snapshots
-    assert 3051729675574597004 not in remaining_snapshot_ids
+    print(f"Snapshot ID {snapshot_to_expire} expired successfully")
+    print(f"Number of snapshots after expiry: {len(table.metadata.snapshots)}")
\ No newline at end of file

From e80c41c655bf23400be02ea5205a679feae95d52 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Thu, 3 Apr 2025 11:04:38 -0400
Subject: [PATCH 07/30] adding print statements to help with debugging

---
 pyiceberg/table/update/snapshot.py   | 11 +++++++++--
 tests/table/test_expire_snapshots.py | 11 ++++-------
 2 files changed, 13 insertions(+), 9 deletions(-)

diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index a0f1975f50..533888615a 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -885,9 +885,16 @@ def _commit(self) -> Tuple[Tuple[TableUpdate, ...], Tuple[TableRequirement, ...]
         if not self._ids_to_remove:
             raise ValueError("No snapshot IDs marked for expiration.")
 
+
+        print(f"Totals number of snapshot IDs to expire: {len(self._ids_to_remove)}")
+        print(f"Total number of snapshots in the table: {len(self._transaction.table_metadata.snapshots)}")
         # Ensure current snapshots in refs are not marked for removal
         current_snapshot_ids = {ref.snapshot_id for ref in self._transaction.table_metadata.refs.values()}
+        print(f"Current snapshot IDs in refs: {current_snapshot_ids}")
+        print(f"Snapshot IDs marked for removal: {self._ids_to_remove}")
         conflicting_ids = self._ids_to_remove.intersection(current_snapshot_ids)
+        print(f"Conflicting snapshot IDs: {conflicting_ids}")
+        
         if conflicting_ids:
             # Remove references to the conflicting snapshots before expiring them
             for ref_name, ref in list(self._transaction.table_metadata.refs.items()):
@@ -895,7 +902,7 @@ def _commit(self) -> Tuple[Tuple[TableUpdate, ...], Tuple[TableRequirement, ...]
                     self._updates += (RemoveSnapshotRefUpdate(ref_name=ref_name),)
 
         # Remove the snapshots
-        updates = (RemoveSnapshotsUpdate(snapshot_ids=list(self._ids_to_remove)),)
+        self._updates = (RemoveSnapshotsUpdate(snapshot_ids=list(self._ids_to_remove)),)
 
         # Ensure refs haven't changed (snapshot ID consistency check)
         requirements = tuple(
@@ -903,7 +910,7 @@ def _commit(self) -> Tuple[Tuple[TableUpdate, ...], Tuple[TableRequirement, ...]
             for ref_name, ref in self._transaction.table_metadata.refs.items()
             if ref.snapshot_id not in self._ids_to_remove
         )
-        self._updates += updates
+        
         self._requirements += requirements
         return self._updates, self._requirements
 
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index bd86332e7a..735a8a1dc9 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -169,13 +169,8 @@ def test_remove_snapshot(table_v2_with_extensive_snapshots: Table):
     # Ensure the table has snapshots
     assert table.metadata.snapshots is not None, "Snapshots list is None"
     assert len(table.metadata.snapshots) == 2000, f"Expected 2000 snapshots, got {len(table.metadata.snapshots)}"
-
-    # Print snapshot information for debugging
-    print(f"Initial snapshot ID: {initial_snapshot_id}")
-    print(f"Number of snapshots before expiry: {len(table.metadata.snapshots)}")
-
+    
     # Find an older snapshot that is not the current snapshot
-    snapshot_to_expire = None
     for snapshot in table.metadata.snapshots:
         if snapshot.snapshot_id != initial_snapshot_id and snapshot.snapshot_id not in table.metadata.refs.values():
             snapshot_to_expire = snapshot.snapshot_id
@@ -190,5 +185,7 @@ def test_remove_snapshot(table_v2_with_extensive_snapshots: Table):
     assert snapshot_to_expire not in [snapshot.snapshot_id for snapshot in table.metadata.snapshots], \
         f"Snapshot ID {snapshot_to_expire} was not removed"
 
+    # Use the built-in pytest capsys fixture to capture printed output
     print(f"Snapshot ID {snapshot_to_expire} expired successfully")
-    print(f"Number of snapshots after expiry: {len(table.metadata.snapshots)}")
\ No newline at end of file
+    print(f"Number of snapshots after expiry: {len(table.metadata.snapshots)}")
+    print(table.metadata.snapshots)

From cb9f0c908f86bd663409b4e6361588ab829c6ec1 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Thu, 3 Apr 2025 14:58:02 -0400
Subject: [PATCH 08/30] Draft ready

---
 pyiceberg/table/update/snapshot.py   |  6 ++++--
 tests/table/test_expire_snapshots.py | 11 ++---------
 2 files changed, 6 insertions(+), 11 deletions(-)

diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 533888615a..174815c2f2 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -885,11 +885,13 @@ def _commit(self) -> Tuple[Tuple[TableUpdate, ...], Tuple[TableRequirement, ...]
         if not self._ids_to_remove:
             raise ValueError("No snapshot IDs marked for expiration.")
 
-
+        # print all children snapshots of the current snapshot
+        print(f"Current snapshot ID of {self._transaction._table.current_snapshot()} which has {len(self._transaction._table.snapshots())}")
         print(f"Totals number of snapshot IDs to expire: {len(self._ids_to_remove)}")
         print(f"Total number of snapshots in the table: {len(self._transaction.table_metadata.snapshots)}")
         # Ensure current snapshots in refs are not marked for removal
         current_snapshot_ids = {ref.snapshot_id for ref in self._transaction.table_metadata.refs.values()}
+
         print(f"Current snapshot IDs in refs: {current_snapshot_ids}")
         print(f"Snapshot IDs marked for removal: {self._ids_to_remove}")
         conflicting_ids = self._ids_to_remove.intersection(current_snapshot_ids)
@@ -910,7 +912,7 @@ def _commit(self) -> Tuple[Tuple[TableUpdate, ...], Tuple[TableRequirement, ...]
             for ref_name, ref in self._transaction.table_metadata.refs.items()
             if ref.snapshot_id not in self._ids_to_remove
         )
-        
+
         self._requirements += requirements
         return self._updates, self._requirements
 
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index 735a8a1dc9..169927d5cd 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -164,17 +164,11 @@ def test_remove_snapshot(table_v2_with_extensive_snapshots: Table):
     assert table.metadata is not None, "Table metadata is None"
     assert table.metadata.current_snapshot_id is not None, "Current snapshot ID is None"
 
-    initial_snapshot_id = table.metadata.current_snapshot_id
+    snapshot_to_expire = 3051729675574599003
 
     # Ensure the table has snapshots
     assert table.metadata.snapshots is not None, "Snapshots list is None"
     assert len(table.metadata.snapshots) == 2000, f"Expected 2000 snapshots, got {len(table.metadata.snapshots)}"
-    
-    # Find an older snapshot that is not the current snapshot
-    for snapshot in table.metadata.snapshots:
-        if snapshot.snapshot_id != initial_snapshot_id and snapshot.snapshot_id not in table.metadata.refs.values():
-            snapshot_to_expire = snapshot.snapshot_id
-            break
 
     assert snapshot_to_expire is not None, "No valid snapshot found to expire"
 
@@ -187,5 +181,4 @@ def test_remove_snapshot(table_v2_with_extensive_snapshots: Table):
 
     # Use the built-in pytest capsys fixture to capture printed output
     print(f"Snapshot ID {snapshot_to_expire} expired successfully")
-    print(f"Number of snapshots after expiry: {len(table.metadata.snapshots)}")
-    print(table.metadata.snapshots)
+    print(f"Number of snapshots after expiry: {table.metadata}")
\ No newline at end of file

From ebcff2bd182a9f0dd7b3c25f4c0ce5406449cc86 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Thu, 3 Apr 2025 15:56:01 -0400
Subject: [PATCH 09/30] Applied suggestions to Fix CICD

---
 poetry.lock                        | 797 ++++++++++++++---------------
 pyiceberg/table/update/snapshot.py |   5 +-
 pyproject.toml                     |   2 +-
 3 files changed, 383 insertions(+), 421 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 203ce52046..ab1d601e55 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -60,92 +60,92 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.11.14"
+version = "3.11.16"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.9"
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@@ -1063,41 +1063,6 @@ files = [
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-[package.dependencies]
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-
-[package.extras]
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-deltalake = ["deltalake", "packaging"]
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-sql = ["connectorx", "sqlalchemy", "sqlglot"]
-unity = ["unitycatalog"]
-
 [[package]]
 name = "datafusion"
 version = "45.2.0"
@@ -1500,13 +1465,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2025.3.0"
+version = "2025.3.2"
 description = "File-system specification"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
@@ -1539,19 +1504,19 @@ tqdm = ["tqdm"]
 
 [[package]]
 name = "gcsfs"
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+version = "2025.3.2"
 description = "Convenient Filesystem interface over GCS"
 optional = true
 python-versions = ">=3.9"
 files = [
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 decorator = ">4.1.2"
-fsspec = "2025.3.0"
+fsspec = "2025.3.2"
 google-auth = ">=1.2"
 google-auth-oauthlib = "*"
 google-cloud-storage = "*"
@@ -1563,17 +1528,17 @@ gcsfuse = ["fusepy"]
 
 [[package]]
 name = "getdaft"
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+version = "0.4.9"
 description = "Distributed Dataframes for Multimodal Data"
 optional = true
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -2658,20 +2623,20 @@ type = ["mypy (==1.14.1)"]
 
 [[package]]
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+version = "5.1.2"
 description = "A library that allows you to easily mock out tests based on AWS infrastructure"
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 python-versions = ">=3.9"
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 boto3 = ">=1.9.201"
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 cfn-lint = {version = ">=0.40.0", optional = true, markers = "extra == \"server\""}
 cryptography = ">=35.0.0"
 docker = {version = ">=3.0.0", optional = true, markers = "extra == \"server\""}
@@ -2843,103 +2808,103 @@ files = [
 
 [[package]]
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 description = "multidict implementation"
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 python-versions = ">=3.9"
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+    {file = "pydantic_core-2.33.1-pp39-pypy39_pp73-musllinux_1_1_armv7l.whl", hash = "sha256:8ab581d3530611897d863d1a649fb0644b860286b4718db919bfd51ece41f10b"},
+    {file = "pydantic_core-2.33.1-pp39-pypy39_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:0483847fa9ad5e3412265c1bd72aad35235512d9ce9d27d81a56d935ef489672"},
+    {file = "pydantic_core-2.33.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:de9e06abe3cc5ec6a2d5f75bc99b0bdca4f5c719a5b34026f8c57efbdecd2ee3"},
+    {file = "pydantic_core-2.33.1.tar.gz", hash = "sha256:bcc9c6fdb0ced789245b02b7d6603e17d1563064ddcfc36f046b61c0c05dd9df"},
 ]
 
 [package.dependencies]
@@ -4714,19 +4679,19 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "s3fs"
-version = "2025.3.0"
+version = "2025.3.2"
 description = "Convenient Filesystem interface over S3"
 optional = true
 python-versions = ">=3.9"
 files = [
-    {file = "s3fs-2025.3.0-py3-none-any.whl", hash = "sha256:88d803615baa04945156ca0e1498009b7acd3132c07198bd81b3e874846e0aa2"},
-    {file = "s3fs-2025.3.0.tar.gz", hash = "sha256:446dd539eb0d0678209723cb7ad1bedbb172185b0d34675b09be1ad81843a644"},
+    {file = "s3fs-2025.3.2-py3-none-any.whl", hash = "sha256:81eae3f37b4b04bcc08845d7bcc607c6ca45878813ef7e6a28d77b2688417130"},
+    {file = "s3fs-2025.3.2.tar.gz", hash = "sha256:6798f896ec76dd3bfd8beb89f0bb7c5263cb2760e038bae0978505cd172a307c"},
 ]
 
 [package.dependencies]
 aiobotocore = ">=2.5.4,<3.0.0"
 aiohttp = "<4.0.0a0 || >4.0.0a0,<4.0.0a1 || >4.0.0a1"
-fsspec = "==2025.3.0.*"
+fsspec = "==2025.3.2.*"
 
 [package.extras]
 awscli = ["aiobotocore[awscli] (>=2.5.4,<3.0.0)"]
@@ -5060,13 +5025,13 @@ dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
 
 [[package]]
 name = "tenacity"
-version = "9.0.0"
+version = "9.1.2"
 description = "Retry code until it succeeds"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "tenacity-9.0.0-py3-none-any.whl", hash = "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"},
-    {file = "tenacity-9.0.0.tar.gz", hash = "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b"},
+    {file = "tenacity-9.1.2-py3-none-any.whl", hash = "sha256:f77bf36710d8b73a50b2dd155c97b870017ad21afe6ab300326b0371b3b05138"},
+    {file = "tenacity-9.1.2.tar.gz", hash = "sha256:1169d376c297e7de388d18b4481760d478b0e99a777cad3a9c86e556f4b697cb"},
 ]
 
 [package.extras]
@@ -5152,7 +5117,7 @@ files = [
 name = "tqdm"
 version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
-optional = false
+optional = true
 python-versions = ">=3.7"
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
@@ -5171,13 +5136,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "types-setuptools"
-version = "77.0.2.20250328"
+version = "78.1.0.20250329"
 description = "Typing stubs for setuptools"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "types_setuptools-77.0.2.20250328-py3-none-any.whl", hash = "sha256:034fb89e346fc8b19be25b73c304b64bd8d7e6a4f7a20d21be38ee67f8ed081d"},
-    {file = "types_setuptools-77.0.2.20250328.tar.gz", hash = "sha256:0d4d03c89ef34a4a81e19ee797ed1ea4496ef787524e03b40dcf91ba0328e8f5"},
+    {file = "types_setuptools-78.1.0.20250329-py3-none-any.whl", hash = "sha256:ea47eab891afb506f470eee581dcde44d64dc99796665da794da6f83f50f6776"},
+    {file = "types_setuptools-78.1.0.20250329.tar.gz", hash = "sha256:31e62950c38b8cc1c5114b077504e36426860a064287cac11b9666ab3a483234"},
 ]
 
 [package.dependencies]
@@ -5254,13 +5219,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.29.3"
+version = "20.30.0"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "virtualenv-20.29.3-py3-none-any.whl", hash = "sha256:3e3d00f5807e83b234dfb6122bf37cfadf4be216c53a49ac059d02414f819170"},
-    {file = "virtualenv-20.29.3.tar.gz", hash = "sha256:95e39403fcf3940ac45bc717597dba16110b74506131845d9b687d5e73d947ac"},
+    {file = "virtualenv-20.30.0-py3-none-any.whl", hash = "sha256:e34302959180fca3af42d1800df014b35019490b119eba981af27f2fa486e5d6"},
+    {file = "virtualenv-20.30.0.tar.gz", hash = "sha256:800863162bcaa5450a6e4d721049730e7f2dae07720e0902b0e4040bd6f9ada8"},
 ]
 
 [package.dependencies]
@@ -5681,4 +5646,4 @@ zstandard = ["zstandard"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9.2, !=3.9.7"
-content-hash = "3fbae8d2ea84459ac99239d224a732d5395e823299259de07b5d0cf435ffee45"
+content-hash = "1772c4ef73bf4d04da928ecd2185db3716191f42e20d72fec2b44ba0a633c607"
diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 174815c2f2..11bb004c81 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -257,7 +257,7 @@ def _summary(self, snapshot_properties: Dict[str, str] = EMPTY_DICT) -> Summary:
             truncate_full_table=self._operation == Operation.OVERWRITE,
         )
 
-    def commit(self, base_metadata: TableMetadata) -> UpdatesAndRequirements:
+    def _commit(self, base_metadata: TableMetadata) -> UpdatesAndRequirements:
         new_manifests = self._manifests()
         next_sequence_number = self._transaction.table_metadata.next_sequence_number()
 
@@ -762,9 +762,6 @@ class ManageSnapshots(UpdateTableMetadata["ManageSnapshots"]):
     _requirements: Tuple[TableRequirement, ...] = ()
 
     def _commit(self) -> UpdatesAndRequirements:
-        """Apply the pending changes and commit."""
-        if not hasattr(self._transaction, "_apply"):
-            raise AttributeError("Transaction object is not properly initialized.")
         return self._updates, self._requirements
 
     def _remove_ref_snapshot(self, ref_name: str) -> ManageSnapshots:
diff --git a/pyproject.toml b/pyproject.toml
index 67ffd7569f..ad86768569 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -83,7 +83,7 @@ cachetools = "^5.5.0"
 pyiceberg-core = { version = "^0.4.0", optional = true }
 polars = { version = "^1.21.0", optional = true }
 thrift-sasl = { version = ">=0.4.3", optional = true }
-daft = "^0.4.8"
+
 
 [tool.poetry.group.dev.dependencies]
 pytest = "7.4.4"

From 95e5af2ec61cddfa8684e13d1a19e76a89010147 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Thu, 3 Apr 2025 16:12:45 -0400
Subject: [PATCH 10/30] Rebuild the poetry lock file.

---
 poetry.lock | 210 ++++++++++------------------------------------------
 1 file changed, 39 insertions(+), 171 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index e0fa39dfc5..668902d20c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -159,7 +159,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
 name = "aioitertools"
@@ -249,12 +249,12 @@ files = [
 ]
 
 [package.extras]
-benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
-tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "aws-sam-translator"
@@ -376,7 +376,7 @@ files = [
 ]
 
 [package.extras]
-dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata ; sys_platform == \"win32\""]
+dev = ["backports.zoneinfo", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata"]
 
 [[package]]
 name = "backports-tarfile"
@@ -484,7 +484,7 @@ virtualenv = {version = ">=20.0.35", optional = true, markers = "extra == \"virt
 
 [package.extras]
 docs = ["furo (>=2023.08.17)", "sphinx (>=7.0,<8.0)", "sphinx-argparse-cli (>=1.5)", "sphinx-autodoc-typehints (>=1.10)", "sphinx-issues (>=3.0.0)"]
-test = ["build[uv,virtualenv]", "filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0) ; python_version < \"3.10\"", "setuptools (>=56.0.0) ; python_version == \"3.10\"", "setuptools (>=56.0.0) ; python_version == \"3.11\"", "setuptools (>=67.8.0) ; python_version >= \"3.12\"", "wheel (>=0.36.0)"]
+test = ["build[uv,virtualenv]", "filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0)", "setuptools (>=56.0.0)", "setuptools (>=56.0.0)", "setuptools (>=67.8.0)", "wheel (>=0.36.0)"]
 typing = ["build[uv]", "importlib-metadata (>=5.1)", "mypy (>=1.9.0,<1.10.0)", "tomli", "typing-extensions (>=3.7.4.3)"]
 uv = ["uv (>=0.1.18)"]
 virtualenv = ["virtualenv (>=20.0.35)"]
@@ -756,7 +756,6 @@ files = [
 [[package]]
 name = "coverage"
 version = "7.8.0"
-version = "7.8.0"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
@@ -824,76 +823,13 @@ files = [
     {file = "coverage-7.8.0-pp39.pp310.pp311-none-any.whl", hash = "sha256:b8194fb8e50d556d5849753de991d390c5a1edeeba50f68e3a9253fbd8bf8ccd"},
     {file = "coverage-7.8.0-py3-none-any.whl", hash = "sha256:dbf364b4c5e7bae9250528167dfe40219b62e2d573c854d74be213e1e52069f7"},
     {file = "coverage-7.8.0.tar.gz", hash = "sha256:7a3d62b3b03b4b6fd41a085f3574874cf946cb4604d2b4d3e8dca8cd570ca501"},
-    {file = "coverage-7.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2931f66991175369859b5fd58529cd4b73582461877ecfd859b6549869287ffe"},
-    {file = "coverage-7.8.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:52a523153c568d2c0ef8826f6cc23031dc86cffb8c6aeab92c4ff776e7951b28"},
-    {file = "coverage-7.8.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5c8a5c139aae4c35cbd7cadca1df02ea8cf28a911534fc1b0456acb0b14234f3"},
-    {file = "coverage-7.8.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5a26c0c795c3e0b63ec7da6efded5f0bc856d7c0b24b2ac84b4d1d7bc578d676"},
-    {file = "coverage-7.8.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:821f7bcbaa84318287115d54becb1915eece6918136c6f91045bb84e2f88739d"},
-    {file = "coverage-7.8.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:a321c61477ff8ee705b8a5fed370b5710c56b3a52d17b983d9215861e37b642a"},
-    {file = "coverage-7.8.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:ed2144b8a78f9d94d9515963ed273d620e07846acd5d4b0a642d4849e8d91a0c"},
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 ]
 
 [package.dependencies]
 tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
 
 [package.extras]
-toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
+toml = ["tomli"]
 
 [[package]]
 name = "cramjam"
@@ -1045,10 +981,10 @@ files = [
 cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
 
 [package.extras]
-docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0) ; python_version >= \"3.8\""]
+docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=3.0.0)"]
 docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
-nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2) ; python_version >= \"3.8\""]
-pep8test = ["check-sdist ; python_version >= \"3.8\"", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
+nox = ["nox (>=2024.4.15)", "nox[uv] (>=2024.3.2)"]
+pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.4)", "ruff (>=0.3.6)"]
 sdist = ["build (>=1.0.0)"]
 ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi (>=2024)", "cryptography-vectors (==44.0.2)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
@@ -1132,7 +1068,7 @@ name = "datafusion"
 version = "46.0.0"
 description = "Build and run queries against data"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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@@ -1386,7 +1322,7 @@ files = [
 [package.extras]
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 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flask"
@@ -1607,10 +1543,10 @@ files = [
 
 [package.dependencies]
 fsspec = "*"
-importlib-metadata = {version = "*", markers = "python_full_version < \"3.10.0\""}
+importlib-metadata = {version = "*", markers = "python_full_version < \"3.10\""}
 pyarrow = ">=8.0.0"
 tqdm = "*"
-typing-extensions = {version = ">=4.0.0", markers = "python_full_version < \"3.10.0\""}
+typing-extensions = {version = ">=4.0.0", markers = "python_full_version < \"3.10\""}
 
 [package.extras]
 all = ["daft[aws,azure,deltalake,gcp,iceberg,numpy,pandas,ray,sql,unity]"]
@@ -1621,7 +1557,7 @@ iceberg = ["packaging", "pyiceberg (>=0.7.0)"]
 lance = ["pylance"]
 numpy = ["numpy"]
 pandas = ["pandas"]
-ray = ["packaging", "ray[client,data] (>=2.0.0) ; platform_system != \"Windows\"", "ray[client,data] (>=2.10.0) ; platform_system == \"Windows\""]
+ray = ["packaging", "ray[client,data] (>=2.0.0)", "ray[client,data] (>=2.10.0)"]
 sql = ["connectorx", "sqlalchemy", "sqlglot"]
 unity = ["unitycatalog"]
 
@@ -1657,7 +1593,7 @@ files = [
 google-auth = ">=2.14.1,<3.0.0"
 googleapis-common-protos = ">=1.56.2,<2.0.0"
 proto-plus = [
-    {version = ">=1.22.3,<2.0.0"},
+    {version = ">=1.22.3,<2.0.0", markers = "python_version < \"3.13\""},
     {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
@@ -1665,7 +1601,7 @@ requests = ">=2.18.0,<3.0.0"
 
 [package.extras]
 async-rest = ["google-auth[aiohttp] (>=2.35.0,<3.0.dev0)"]
-grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev) ; python_version >= \"3.11\"", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0) ; python_version >= \"3.11\""]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
@@ -2001,12 +1937,12 @@ files = [
 zipp = ">=3.20"
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
 [[package]]
@@ -2058,7 +1994,7 @@ files = [
 
 [package.extras]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["portend", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+test = ["portend", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "jaraco-packaging"
@@ -2079,7 +2015,7 @@ sphinx = "*"
 
 [package.extras]
 doc = ["furo", "jaraco.packaging (>=9.3)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "types-docutils"]
+test = ["pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "types-docutils"]
 
 [[package]]
 name = "jinja2"
@@ -2150,8 +2086,6 @@ files = [
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 [package.dependencies]
@@ -2429,7 +2363,7 @@ watchdog = ">=2.0"
 
 [package.extras]
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+min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.4)", "jinja2 (==2.11.1)", "markdown (==3.3.6)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "mkdocs-get-deps (==0.2.0)", "packaging (==20.5)", "pathspec (==0.11.1)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "watchdog (==2.0)"]
 
 [[package]]
 name = "mkdocs-autorefs"
@@ -2759,7 +2693,7 @@ files = [
 [package.extras]
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 docs = ["sphinx"]
-gmpy = ["gmpy2 (>=2.1.0a4) ; platform_python_implementation != \"PyPy\""]
+gmpy = ["gmpy2 (>=2.1.0a4)"]
 tests = ["pytest (>=4.6)"]
 
 [[package]]
@@ -2779,7 +2713,7 @@ PyJWT = {version = ">=1.0.0,<3", extras = ["crypto"]}
 requests = ">=2.0.0,<3"
 
 [package.extras]
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+broker = ["pymsalruntime (>=0.14,<0.18)", "pymsalruntime (>=0.17,<0.18)"]
 
 [[package]]
 name = "msal-extensions"
@@ -3415,7 +3349,7 @@ pyarrow = ["pyarrow (>=7.0.0)"]
 pydantic = ["pydantic"]
 sqlalchemy = ["polars[pandas]", "sqlalchemy"]
 style = ["great-tables (>=0.8.0)"]
-timezone = ["tzdata ; platform_system == \"Windows\""]
+timezone = ["tzdata"]
 xlsx2csv = ["xlsx2csv (>=0.8.0)"]
 xlsxwriter = ["xlsxwriter"]
 
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 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
+timezone = ["tzdata"]
 
 [[package]]
 name = "pydantic-core"
@@ -4571,7 +4504,7 @@ requests = ">=2.30.0,<3.0"
 urllib3 = ">=1.25.10,<3.0"
 
 [package.extras]
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 [[package]]
 name = "rfc3339-validator"
@@ -4792,13 +4725,13 @@ files = [
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 [package.extras]
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+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
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+type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
 
 [[package]]
 name = "six"
@@ -4966,7 +4899,6 @@ test = ["pytest"]
 [[package]]
 name = "sqlalchemy"
 version = "2.0.40"
-version = "2.0.40"
 description = "Database Abstraction Library"
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 python-versions = ">=3.7"
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-    {file = "sqlalchemy-2.0.40-cp39-cp39-win32.whl", hash = "sha256:957f8d85d5e834397ef78a6109550aeb0d27a53b5032f7a57f2451e1adc37e98"},
-    {file = "sqlalchemy-2.0.40-cp39-cp39-win_amd64.whl", hash = "sha256:1ffdf9c91428e59744f8e6f98190516f8e1d05eec90e936eb08b257332c5e870"},
-    {file = "sqlalchemy-2.0.40-py3-none-any.whl", hash = "sha256:32587e2e1e359276957e6fe5dad089758bc042a971a8a09ae8ecf7a8fe23d07a"},
-    {file = "sqlalchemy-2.0.40.tar.gz", hash = "sha256:d827099289c64589418ebbcaead0145cd19f4e3e8a93919a0100247af245fa00"},
 ]
 
 [package.dependencies]
 greenlet = {version = ">=1", markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
-greenlet = {version = ">=1", markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
 typing-extensions = ">=4.6.0"
 
 [package.extras]
@@ -5098,11 +4972,6 @@ aioodbc = ["aioodbc", "greenlet (>=1)"]
 aiosqlite = ["aiosqlite", "greenlet (>=1)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (>=1)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (>=1)"]
-aiomysql = ["aiomysql (>=0.2.0)", "greenlet (>=1)"]
-aioodbc = ["aioodbc", "greenlet (>=1)"]
-aiosqlite = ["aiosqlite", "greenlet (>=1)", "typing_extensions (!=3.10.0.1)"]
-asyncio = ["greenlet (>=1)"]
-asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (>=1)"]
 mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5,!=1.1.10)"]
 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
@@ -5114,7 +4983,6 @@ oracle = ["cx_oracle (>=8)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (>=1)"]
-postgresql-asyncpg = ["asyncpg", "greenlet (>=1)"]
 postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
 postgresql-psycopg = ["psycopg (>=3.0.7)"]
 postgresql-psycopg2binary = ["psycopg2-binary"]
@@ -5327,8 +5195,8 @@ files = [
 ]
 
 [package.extras]
-brotli = ["brotli (==1.0.9) ; os_name != \"nt\" and python_version < \"3\" and platform_python_implementation == \"CPython\"", "brotli (>=1.0.9) ; python_version >= \"3\" and platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; (os_name != \"nt\" or python_version >= \"3\") and platform_python_implementation != \"CPython\"", "brotlipy (>=0.6.0) ; os_name == \"nt\" and python_version < \"3\""]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress ; python_version == \"2.7\"", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
+brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
@@ -5343,7 +5211,7 @@ files = [
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -5366,7 +5234,7 @@ platformdirs = ">=3.9.1,<5"
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
 
 [[package]]
 name = "watchdog"
@@ -5634,11 +5502,11 @@ files = [
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [[package]]

From 5acd6900dab5edf6e414a587b8a9fefd574acb21 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sun, 13 Apr 2025 01:53:25 -0400
Subject: [PATCH 11/30] Refactor implementation of `ExpireSnapshots`

Moved expiration-related methods from `ExpireSnapshots` to `ManageSnapshots` for improved organization and clarity.

Updated corresponding pytest tests to reflect these changes.
---
 poetry.lock                          | 794 ++++++++++++++-------------
 pyiceberg/table/__init__.py          |  18 -
 pyiceberg/table/update/snapshot.py   | 103 ++--
 pyproject.toml                       |   2 +-
 tests/table/test_expire_snapshots.py | 209 ++-----
 5 files changed, 481 insertions(+), 645 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index d4e52c58d3..2d9508aa92 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -258,20 +258,20 @@ tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "aws-sam-translator"
-version = "1.95.0"
+version = "1.97.0"
 description = "AWS SAM Translator is a library that transform SAM templates into AWS CloudFormation templates"
 optional = false
 python-versions = "!=4.0,<=4.0,>=3.8"
 files = [
-    {file = "aws_sam_translator-1.95.0-py3-none-any.whl", hash = "sha256:c9e0f22cbe83c768f7d20a3afb7e654bd6bfc087b387528bd48e98366b82ae40"},
-    {file = "aws_sam_translator-1.95.0.tar.gz", hash = "sha256:fd2b891fc4cbdde1e06130eaf2710de5cc74442a656b7859b3840691144494cf"},
+    {file = "aws_sam_translator-1.97.0-py3-none-any.whl", hash = "sha256:305701ab49eb546fd720b3682e99cadcd43539f4ddb8395ea03c90c9e14d3325"},
+    {file = "aws_sam_translator-1.97.0.tar.gz", hash = "sha256:6f7ec94de0a9b220dd1f1a0bf7e2df95dd44a85592301ee830744da2f209b7e6"},
 ]
 
 [package.dependencies]
 boto3 = ">=1.19.5,<2.dev0"
 jsonschema = ">=3.2,<5"
 pydantic = ">=1.8,<1.10.15 || >1.10.15,<1.10.17 || >1.10.17,<3"
-typing-extensions = ">=4.4"
+typing_extensions = ">=4.4"
 
 [package.extras]
 dev = ["black (==24.3.0)", "boto3 (>=1.23,<2)", "boto3-stubs[appconfig,serverlessrepo] (>=1.19.5,<2.dev0)", "coverage (>=5.3,<8)", "dateparser (>=1.1,<2.0)", "mypy (>=1.3.0,<1.4.0)", "parameterized (>=0.7,<1.0)", "pytest (>=6.2,<8)", "pytest-cov (>=2.10,<5)", "pytest-env (>=0.6,<1)", "pytest-rerunfailures (>=9.1,<12)", "pytest-xdist (>=2.5,<4)", "pyyaml (>=6.0,<7.0)", "requests (>=2.28,<3.0)", "ruamel.yaml (==0.17.21)", "ruff (>=0.4.5,<0.5.0)", "tenacity (>=8.0,<9.0)", "types-PyYAML (>=6.0,<7.0)", "types-jsonschema (>=3.2,<4.0)"]
@@ -293,13 +293,13 @@ wrapt = "*"
 
 [[package]]
 name = "azure-core"
-version = "1.32.0"
+version = "1.33.0"
 description = "Microsoft Azure Core Library for Python"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "azure_core-1.32.0-py3-none-any.whl", hash = "sha256:eac191a0efb23bfa83fddf321b27b122b4ec847befa3091fa736a5c32c50d7b4"},
-    {file = "azure_core-1.32.0.tar.gz", hash = "sha256:22b3c35d6b2dae14990f6c1be2912bf23ffe50b220e708a28ab1bb92b1c730e5"},
+    {file = "azure_core-1.33.0-py3-none-any.whl", hash = "sha256:9b5b6d0223a1d38c37500e6971118c1e0f13f54951e6893968b38910bc9cda8f"},
+    {file = "azure_core-1.33.0.tar.gz", hash = "sha256:f367aa07b5e3005fec2c1e184b882b0b039910733907d001c20fb08ebb8c0eb9"},
 ]
 
 [package.dependencies]
@@ -309,6 +309,7 @@ typing-extensions = ">=4.6.0"
 
 [package.extras]
 aio = ["aiohttp (>=3.0)"]
+tracing = ["opentelemetry-api (>=1.26,<2.0)"]
 
 [[package]]
 name = "azure-datalake-store"
@@ -603,17 +604,17 @@ files = [
 
 [[package]]
 name = "cfn-lint"
-version = "1.32.3"
+version = "1.33.2"
 description = "Checks CloudFormation templates for practices and behaviour that could potentially be improved"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "cfn_lint-1.32.3-py3-none-any.whl", hash = "sha256:94ec87e9186dc2cd7d718eb14b4330cbc77889753310fa35600d8c94470bf8d5"},
-    {file = "cfn_lint-1.32.3.tar.gz", hash = "sha256:a5723e7c7ef537d70b098d43f42f9670ea9856cb21d1699efd7fd9e3aaab26c1"},
+    {file = "cfn_lint-1.33.2-py3-none-any.whl", hash = "sha256:0e67f921b190166bf66118526c4889cbd6eb49864fbb8ba8b5042930b6fa436c"},
+    {file = "cfn_lint-1.33.2.tar.gz", hash = "sha256:46336435eb39cd39b50809ee1c88e1c74c5312e37268af791b691011e0a851fa"},
 ]
 
 [package.dependencies]
-aws-sam-translator = ">=1.95.0"
+aws-sam-translator = ">=1.96.0"
 jsonpatch = "*"
 networkx = ">=2.4,<4"
 pyyaml = ">5.4"
@@ -833,105 +834,118 @@ toml = ["tomli"]
 
 [[package]]
 name = "cramjam"
-version = "2.9.1"
+version = "2.10.0"
 description = "Thin Python bindings to de/compression algorithms in Rust"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "cramjam-2.9.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:8e82464d1e00fbbb12958999b8471ba5e9f3d9711954505a0a7b378762332e6f"},
-    {file = "cramjam-2.9.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6d2df8a6511cc08ef1fccd2e0c65e2ebc9f57574ec8376052a76851af5398810"},
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-    {file = "cramjam-2.9.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8e0c5d98a4e791f0bbd0ffcb7dae879baeb2dcc357348a8dc2be0a8c10403a2a"},
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 [package.extras]
-dev = ["black (==22.3.0)", "hypothesis", "numpy", "pytest (>=5.30)", "pytest-benchmark", "pytest-xdist"]
+dev = ["black (==22.3.0)", "hypothesis (<6.123.0)", "numpy", "pytest (>=5.30)", "pytest-benchmark", "pytest-xdist"]
 
 [[package]]
 name = "cryptography"
@@ -1190,62 +1204,62 @@ dates = ["pytz (>=2019.1)"]
 
 [[package]]
 name = "duckdb"
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 optional = true
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 [[package]]
@@ -1528,17 +1542,17 @@ gcsfuse = ["fusepy"]
 
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 [[package]]
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 [[package]]
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-description = "Type annotations for boto3 Glue 1.37.13 service generated with mypy-boto3-builder 8.10.0"
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -3312,18 +3338,18 @@ files = [
 
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 description = "Blazingly fast DataFrame library"
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 python-versions = ">=3.9"
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 [package.extras]
@@ -3721,14 +3747,13 @@ files = [
 
 [[package]]
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+version = "2.11.3"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
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 [package.dependencies]
@@ -3747,7 +3772,6 @@ version = "2.33.1"
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 python-versions = ">=3.9"
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 [[package]]
 name = "pytest"
-version = "7.4.4"
+version = "8.3.5"
 description = "pytest: simple powerful testing with Python"
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-python-versions = ">=3.7"
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 [package.dependencies]
@@ -4044,11 +4068,11 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
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 iniconfig = "*"
 packaging = "*"
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-tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
+pluggy = ">=1.5,<2"
+tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
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+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "pytest-checkdocs"
@@ -5174,21 +5198,6 @@ files = [
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 typing-extensions = ">=4.12.0"
 
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 [[package]]
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 [[package]]
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 [package.extras]
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+    {file = "yarl-1.19.0-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:c515f7dd60ca724e4c62b34aeaa603188964abed2eb66bb8e220f7f104d5a187"},
+    {file = "yarl-1.19.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:4815ec6d3d68a96557fa71bd36661b45ac773fb50e5cfa31a7e843edb098f060"},
+    {file = "yarl-1.19.0-cp39-cp39-win32.whl", hash = "sha256:9fac2dd1c5ecb921359d9546bc23a6dcc18c6acd50c6d96f118188d68010f497"},
+    {file = "yarl-1.19.0-cp39-cp39-win_amd64.whl", hash = "sha256:5864f539ce86b935053bfa18205fa08ce38e9a40ea4d51b19ce923345f0ed5db"},
+    {file = "yarl-1.19.0-py3-none-any.whl", hash = "sha256:a727101eb27f66727576630d02985d8a065d09cd0b5fcbe38a5793f71b2a97ef"},
+    {file = "yarl-1.19.0.tar.gz", hash = "sha256:01e02bb80ae0dbed44273c304095295106e1d9470460e773268a27d11e594892"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
-propcache = ">=0.2.0"
+propcache = ">=0.2.1"
 
 [[package]]
 name = "zipp"
@@ -5662,4 +5676,4 @@ zstandard = ["zstandard"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9.2, !=3.9.7"
-content-hash = "5ddf5059db3fad6409411fe31f1e67e5bb724e39ab4ad288be6c578dade0b67c"
+content-hash = "1d14bf52434fbdd5f32d17cb9e1b5aa9e9393db1c0745d3e2e6283157c90e7b5"
diff --git a/pyiceberg/table/__init__.py b/pyiceberg/table/__init__.py
index c43a1db48e..8f7b45f532 100644
--- a/pyiceberg/table/__init__.py
+++ b/pyiceberg/table/__init__.py
@@ -115,7 +115,6 @@
 )
 from pyiceberg.table.update.schema import UpdateSchema
 from pyiceberg.table.update.snapshot import (
-    ExpireSnapshots,
     ManageSnapshots,
     UpdateSnapshot,
     _FastAppendFiles,
@@ -1078,23 +1077,6 @@ def manage_snapshots(self) -> ManageSnapshots:
            ms.create_tag(snapshot_id1, "Tag_A").create_tag(snapshot_id2, "Tag_B")
         """
         return ManageSnapshots(transaction=Transaction(self, autocommit=True))
-    
-    def expire_snapshots(self) -> ExpireSnapshots:
-        """
-        Shorthand to expire snapshots.
-
-        Use table.expire_snapshots().expire_snapshot_id(...).commit() or
-        table.expire_snapshots().expire_older_than(...).commit()
-
-        You can also use it inside a transaction context:
-            with table.transaction() as tx:
-                tx.expire_snapshots().expire_older_than(...)
-
-        """
-        return ExpireSnapshots(Transaction(self, autocommit=True))
-
-
-
 
     def update_statistics(self) -> UpdateStatistics:
         """
diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 11bb004c81..9f32ba93bf 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -758,6 +758,7 @@ class ManageSnapshots(UpdateTableMetadata["ManageSnapshots"]):
        ms.create_tag(snapshot_id1, "Tag_A").create_tag(snapshot_id2, "Tag_B")
     """
 
+    _snapshot_ids_to_expire = set()
     _updates: Tuple[TableUpdate, ...] = ()
     _requirements: Tuple[TableRequirement, ...] = ()
 
@@ -862,69 +863,51 @@ def remove_branch(self, branch_name: str) -> ManageSnapshots:
         """
         return self._remove_ref_snapshot(ref_name=branch_name)
 
-class ExpireSnapshots(UpdateTableMetadata["ExpireSnapshots"]):
-    """
-    API for removing old snapshots from the table.
-    """
-    _updates: Tuple[TableUpdate, ...] = ()
-    _requirements: Tuple[TableRequirement, ...] = ()
-
-    def __init__(self, transaction) -> None:
-        super().__init__(transaction)
-        self._transaction = transaction
-        self._ids_to_remove: Set[int] = set()
-
-    def _commit(self) -> Tuple[Tuple[TableUpdate, ...], Tuple[TableRequirement, ...]]:
-        """Apply the pending changes and commit."""
-        if not hasattr(self, "_transaction") or not self._transaction:
-            raise AttributeError("Transaction object is not properly initialized.")
-
-        if not self._ids_to_remove:
-            raise ValueError("No snapshot IDs marked for expiration.")
-
-        # print all children snapshots of the current snapshot
-        print(f"Current snapshot ID of {self._transaction._table.current_snapshot()} which has {len(self._transaction._table.snapshots())}")
-        print(f"Totals number of snapshot IDs to expire: {len(self._ids_to_remove)}")
-        print(f"Total number of snapshots in the table: {len(self._transaction.table_metadata.snapshots)}")
-        # Ensure current snapshots in refs are not marked for removal
-        current_snapshot_ids = {ref.snapshot_id for ref in self._transaction.table_metadata.refs.values()}
-
-        print(f"Current snapshot IDs in refs: {current_snapshot_ids}")
-        print(f"Snapshot IDs marked for removal: {self._ids_to_remove}")
-        conflicting_ids = self._ids_to_remove.intersection(current_snapshot_ids)
-        print(f"Conflicting snapshot IDs: {conflicting_ids}")
-        
-        if conflicting_ids:
-            # Remove references to the conflicting snapshots before expiring them
-            for ref_name, ref in list(self._transaction.table_metadata.refs.items()):
-                if ref.snapshot_id in conflicting_ids:
-                    self._updates += (RemoveSnapshotRefUpdate(ref_name=ref_name),)
-
-        # Remove the snapshots
-        self._updates = (RemoveSnapshotsUpdate(snapshot_ids=list(self._ids_to_remove)),)
-
-        # Ensure refs haven't changed (snapshot ID consistency check)
-        requirements = tuple(
-            AssertRefSnapshotId(snapshot_id=ref.snapshot_id, ref=ref_name)
-            for ref_name, ref in self._transaction.table_metadata.refs.items()
-            if ref.snapshot_id not in self._ids_to_remove
-        )
+    def _commit(self) -> UpdatesAndRequirements:
+        """
+        Commit the staged updates and requirements.
+        This will remove the snapshots with the given IDs.
 
-        self._requirements += requirements
+        Returns:
+            Tuple of updates and requirements to be committed, 
+            as requried by the calling parent apply functions.
+        """
+        update = RemoveSnapshotsUpdate(snapshot_ids=self._snapshot_ids_to_expire)
+        self._updates += (update,)
         return self._updates, self._requirements
 
-    def expire_snapshot_id(self, snapshot_id_to_expire: int) -> ExpireSnapshots:
-        """Mark a specific snapshot ID for expiration."""
-        snapshot = self._transaction._table.snapshot_by_id(snapshot_id_to_expire)
-        if snapshot:
-            self._ids_to_remove.add(snapshot_id_to_expire)
-        else:
-            raise ValueError(f"Snapshot ID {snapshot_id_to_expire} does not exist.")
+    def expire_snapshot_by_id(self, snapshot_id: int) -> ManageSnapshots:
+        """
+        Expire a snapshot by its ID.
+
+        Args:
+            snapshot_id (int): The ID of the snapshot to expire.
+
+        Returns:
+            This for method chaining.
+        """
+        if self._transaction.table_metadata.snapshot_by_id(snapshot_id) is None:
+            raise ValueError(f"Snapshot with ID {snapshot_id} does not exist.")
+        self._snapshot_ids_to_expire.add(snapshot_id)
         return self
 
-    def expire_older_than(self, timestamp_ms: int) -> ExpireSnapshots:
-        """Mark snapshots older than the given timestamp for expiration."""
-        for snapshot in self._transaction.table_metadata.snapshots:
-            if snapshot.timestamp_ms < timestamp_ms:
-                self._ids_to_remove.add(snapshot.snapshot_id)
+    def expire_snapshots_older_than(self, timestamp_ms: int) -> ManageSnapshots:
+        """
+        Expire snapshots older than the given timestamp.
+
+        Args:
+            timestamp_ms (int): The timestamp in milliseconds. Snapshots older than this will be expired.
+
+        Returns:
+            This for method chaining.
+        """
+        # Collect IDs of snapshots to be expired
+        snapshots_to_remove = [
+            snapshot.snapshot_id
+            for snapshot in self._transaction.table_metadata.snapshots
+            if snapshot.timestamp_ms < timestamp_ms
+        ]
+        if snapshots_to_remove:
+            for snapshot_id in snapshots_to_remove:
+                self._snapshot_ids_to_expire.add(snapshot_id)
         return self
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 43bb71dcc5..4b0837dd02 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -86,7 +86,7 @@ thrift-sasl = { version = ">=0.4.3", optional = true }
 
 
 [tool.poetry.group.dev.dependencies]
-pytest = "7.4.4"
+pytest = ">=8.3.5,<9.0.0"
 pytest-checkdocs = "2.13.0"
 pytest-lazy-fixture = "0.6.3"
 pre-commit = "4.2.0"
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index 169927d5cd..9e7047002b 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -1,184 +1,41 @@
-from typing import Any, Dict, Tuple
-import pytest
-from pyiceberg.catalog.noop import NoopCatalog
-from pyiceberg.io import load_file_io
-from pyiceberg.table import Table
-
-import time
-from random import randint
-from typing import Any, Dict, Optional
-import pytest
-from pyiceberg.catalog.noop import NoopCatalog
-from pyiceberg.io import load_file_io
-from pyiceberg.table import Table
-from pyiceberg.table.metadata import TableMetadataV2
-from pyiceberg.table import Table
-from pyiceberg.catalog.noop import NoopCatalog
-from pyiceberg.table.update import TableRequirement, TableUpdate
-# Mock definition for CommitTableResponse
-from pyiceberg.table.metadata import TableMetadataV2
-from pyiceberg.schema import Schema
-from pyiceberg.types import NestedField, LongType
-from pyiceberg.partitioning import PartitionSpec, PartitionField
-from pyiceberg.transforms import BucketTransform, IdentityTransform
-from pyiceberg.table.sorting import SortOrder, SortField, SortDirection, NullOrder
-
-class CommitTableResponse:
-    def __init__(self, metadata=None, metadata_location='s3://bucket/test/location'):
-        if metadata is None:
-            # Provide a default TableMetadata object to avoid NoneType errors
-            metadata = TableMetadataV2(
-                location=metadata_location,
-                table_uuid='9c12d441-03fe-4693-9a96-a0705ddf69c1',
-                last_updated_ms=1602638573590,
-                last_column_id=3,
-                schemas=[
-                    Schema(
-                        NestedField(field_id=1, name="x", field_type=LongType(), required=True),
-                        NestedField(field_id=2, name="y", field_type=LongType(), required=True, doc="comment"),
-                        NestedField(field_id=3, name="z", field_type=LongType(), required=True),
-                        identifier_field_ids=[1, 2],
-                        schema_id=1
-                    )
-                ],
-                current_schema_id=1,
-                partition_specs=[
-                    PartitionSpec(
-                        PartitionField(source_id=1, field_id=1000, transform=IdentityTransform(), name="x"), spec_id=0
-                    )
-                ],
-                default_spec_id=0,
-                sort_orders=[
-                    SortOrder(
-                        SortField(source_id=2, transform=IdentityTransform(), direction=SortDirection.ASC, null_order=NullOrder.NULLS_FIRST),
-                        order_id=3
-                    )
-                ],
-                default_sort_order_id=3,
-                properties={},
-                current_snapshot_id=None,
-                snapshots=[],
-                snapshot_log=[],
-                metadata_log=[],
-                refs={},
-                statistics=[],
-                format_version=2,
-                last_sequence_number=34
-            )
-        self.metadata = metadata
-        self.metadata_location = metadata_location
-        
-class MockCatalog(NoopCatalog):
-    def commit_table(
-        self, table: Table, requirements: Tuple[TableRequirement, ...], updates: Tuple[TableUpdate, ...]
-    ) -> CommitTableResponse:
-        # Mock implementation of commit_table
-        return CommitTableResponse()
-
-@pytest.fixture
-def example_table_metadata_v2_with_extensive_snapshots() -> Dict[str, Any]:
-    def generate_snapshot(
-        snapshot_id: int,
-        parent_snapshot_id: Optional[int] = None,
-        timestamp_ms: Optional[int] = None,
-        sequence_number: int = 0,
-    ) -> Dict[str, Any]:
-        return {
-            "snapshot-id": snapshot_id,
-            "parent-snapshot-id": parent_snapshot_id,
-            "timestamp-ms": timestamp_ms or int(time.time() * 1000),
-            "sequence-number": sequence_number,
-            "summary": {"operation": "append"},
-            "manifest-list": f"s3://a/b/{snapshot_id}.avro",
-        }
-
-    snapshots = []
-    snapshot_log = []
-    initial_snapshot_id = 3051729675574597004
-
-    for i in range(2000):
-        snapshot_id = initial_snapshot_id + i
-        parent_snapshot_id = snapshot_id - 1 if i > 0 else None
-        timestamp_ms = int(time.time() * 1000) - randint(0, 1000000)
-        snapshots.append(generate_snapshot(snapshot_id, parent_snapshot_id, timestamp_ms, i))
-        snapshot_log.append({"snapshot-id": snapshot_id, "timestamp-ms": timestamp_ms})
-
-    return {
-        "format-version": 2,
-        "table-uuid": "9c12d441-03fe-4693-9a96-a0705ddf69c1",
-        "location": "s3://bucket/test/location",
-        "last-sequence-number": 34,
-        "last-updated-ms": 1602638573590,
-        "last-column-id": 3,
-        "current-schema-id": 1,
-        "schemas": [
-            {"type": "struct", "schema-id": 0, "fields": [{"id": 1, "name": "x", "required": True, "type": "long"}]},
-            {
-                "type": "struct",
-                "schema-id": 1,
-                "identifier-field-ids": [1, 2],
-                "fields": [
-                    {"id": 1, "name": "x", "required": True, "type": "long"},
-                    {"id": 2, "name": "y", "required": True, "type": "long", "doc": "comment"},
-                    {"id": 3, "name": "z", "required": True, "type": "long"},
-                ],
-            },
-        ],
-        "default-spec-id": 0,
-        "partition-specs": [{"spec-id": 0, "fields": [{"name": "x", "transform": "identity", "source-id": 1, "field-id": 1000}]}],
-        "last-partition-id": 1000,
-        "default-sort-order-id": 3,
-        "sort-orders": [
-            {
-                "order-id": 3,
-                "fields": [
-                    {"transform": "identity", "source-id": 2, "direction": "asc", "null-order": "nulls-first"},
-                    {"transform": "identity", "source-id": 3, "direction": "desc", "null-order": "nulls-last"},  # Adjusted field
-                ],
-            }
-        ],
-        "properties": {"read.split.target.size": "134217728"},
-        "current-snapshot-id": initial_snapshot_id + 1999,
-        "snapshots": snapshots,
-        "snapshot-log": snapshot_log,
-        "metadata-log": [{"metadata-file": "s3://bucket/.../v1.json", "timestamp-ms": 1515100}],
-        "refs": {"test": {"snapshot-id": initial_snapshot_id, "type": "tag", "max-ref-age-ms": 10000000}},
-    }
-
-@pytest.fixture
-def table_v2_with_extensive_snapshots(example_table_metadata_v2_with_extensive_snapshots: Dict[str, Any]) -> Table:
-    table_metadata = TableMetadataV2(**example_table_metadata_v2_with_extensive_snapshots)
-    return Table(
-        identifier=("database", "table"),
-        metadata=table_metadata,
-        metadata_location=f"{table_metadata.location}/uuid.metadata.json",
-        io=load_file_io(location=f"{table_metadata.location}/uuid.metadata.json"),
-        catalog=NoopCatalog("NoopCatalog"),
+from uuid import uuid4
+from pyiceberg.table import CommitTableResponse, Table
+from unittest.mock import MagicMock
+
+def test_expire_snapshot(table_v2: Table) -> None:
+    EXPIRE_SNAPSHOT = 3051729675574597004
+    KEEP_SNAPSHOT = 3055729675574597004
+    # Mock the catalog's commit_table method
+    mock_response = CommitTableResponse(
+        # Use the table's current metadata but keep only the snapshot not to be expired
+        metadata=table_v2.metadata.model_copy(update={"snapshots": [KEEP_SNAPSHOT]}), 
+        metadata_location="mock://metadata/location",
+        uuid=uuid4() 
     )
 
-def test_remove_snapshot(table_v2_with_extensive_snapshots: Table):
-    table = table_v2_with_extensive_snapshots
-    table.catalog = MockCatalog("MockCatalog")
-
-    # Verify the table has metadata and a current snapshot before proceeding
-    assert table.metadata is not None, "Table metadata is None"
-    assert table.metadata.current_snapshot_id is not None, "Current snapshot ID is None"
+    # Mock the commit_table method to return the mock response
+    table_v2.catalog.commit_table = MagicMock(return_value=mock_response)
 
-    snapshot_to_expire = 3051729675574599003
+    # Print snapshot IDs for debugging
+    print(f"Snapshot IDs before expiration: {[snapshot.snapshot_id for snapshot in table_v2.metadata.snapshots]}")
 
-    # Ensure the table has snapshots
-    assert table.metadata.snapshots is not None, "Snapshots list is None"
-    assert len(table.metadata.snapshots) == 2000, f"Expected 2000 snapshots, got {len(table.metadata.snapshots)}"
+    # Assert fixture data to validate test assumptions
+    assert len(table_v2.metadata.snapshots) == 2
+    assert len(table_v2.metadata.snapshot_log) == 2
+    assert len(table_v2.metadata.refs) == 2
 
-    assert snapshot_to_expire is not None, "No valid snapshot found to expire"
+    # Expire the snapshot directly without using a transaction
+    try:
+        table_v2.manage_snapshots().expire_snapshot_by_id(EXPIRE_SNAPSHOT).commit()
+    except Exception as e:
+        assert False, f"Commit failed with error: {e}"
 
-    # Remove a snapshot using the expire_snapshots API
-    table.expire_snapshots().expire_snapshot_id(snapshot_to_expire).commit()
+    # Assert that commit_table was called once
+    table_v2.catalog.commit_table.assert_called_once()
 
-    # Verify the snapshot was removed
-    assert snapshot_to_expire not in [snapshot.snapshot_id for snapshot in table.metadata.snapshots], \
-        f"Snapshot ID {snapshot_to_expire} was not removed"
+    # Assert the expired snapshot ID is no longer present
+    remaining_snapshots = table_v2.metadata.snapshots
+    assert EXPIRE_SNAPSHOT not in remaining_snapshots
 
-    # Use the built-in pytest capsys fixture to capture printed output
-    print(f"Snapshot ID {snapshot_to_expire} expired successfully")
-    print(f"Number of snapshots after expiry: {table.metadata}")
\ No newline at end of file
+    # Assert the length of snapshots after expiration
+    assert len(table_v2.metadata.snapshots) == 1
\ No newline at end of file

From d30a08cfab897d15f787af025fbc3ab028b9d60e Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sun, 13 Apr 2025 02:02:45 -0400
Subject: [PATCH 12/30] Fixed format and linting issues

Re-ran the `poetry run pre-commit run --all-files` command on the project.
---
 pyiceberg/table/update/snapshot.py   | 4 ++--
 tests/table/test_expire_snapshots.py | 6 +++---
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 9f32ba93bf..634bcb81d0 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -869,7 +869,7 @@ def _commit(self) -> UpdatesAndRequirements:
         This will remove the snapshots with the given IDs.
 
         Returns:
-            Tuple of updates and requirements to be committed, 
+            Tuple of updates and requirements to be committed,
             as requried by the calling parent apply functions.
         """
         update = RemoveSnapshotsUpdate(snapshot_ids=self._snapshot_ids_to_expire)
@@ -910,4 +910,4 @@ def expire_snapshots_older_than(self, timestamp_ms: int) -> ManageSnapshots:
         if snapshots_to_remove:
             for snapshot_id in snapshots_to_remove:
                 self._snapshot_ids_to_expire.add(snapshot_id)
-        return self
\ No newline at end of file
+        return self
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index 9e7047002b..ab57c167bc 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -8,9 +8,9 @@ def test_expire_snapshot(table_v2: Table) -> None:
     # Mock the catalog's commit_table method
     mock_response = CommitTableResponse(
         # Use the table's current metadata but keep only the snapshot not to be expired
-        metadata=table_v2.metadata.model_copy(update={"snapshots": [KEEP_SNAPSHOT]}), 
+        metadata=table_v2.metadata.model_copy(update={"snapshots": [KEEP_SNAPSHOT]}),
         metadata_location="mock://metadata/location",
-        uuid=uuid4() 
+        uuid=uuid4()
     )
 
     # Mock the commit_table method to return the mock response
@@ -38,4 +38,4 @@ def test_expire_snapshot(table_v2: Table) -> None:
     assert EXPIRE_SNAPSHOT not in remaining_snapshots
 
     # Assert the length of snapshots after expiration
-    assert len(table_v2.metadata.snapshots) == 1
\ No newline at end of file
+    assert len(table_v2.metadata.snapshots) == 1

From 1af32585a9e5e95ba70927b5f7c05f6f0c20ff46 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sun, 13 Apr 2025 02:11:12 -0400
Subject: [PATCH 13/30] Fixed format and linting issues

Re-ran the `poetry run pre-commit run --all-files` command on the project.
---
 pyiceberg/table/update/snapshot.py   | 20 ++++----------------
 tests/table/test_expire_snapshots.py |  6 ++++--
 2 files changed, 8 insertions(+), 18 deletions(-)

diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 634bcb81d0..0784c1e895 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -68,14 +68,13 @@
     RemoveSnapshotRefUpdate,
     RemoveSnapshotsUpdate,
     SetSnapshotRefUpdate,
-    TableRequirement,
     TableMetadata,
+    TableRequirement,
     TableUpdate,
     U,
     UpdatesAndRequirements,
     UpdateTableMetadata,
 )
-
 from pyiceberg.typedef import (
     EMPTY_DICT,
     KeyDefaultDict,
@@ -85,23 +84,12 @@
 from pyiceberg.utils.properties import property_as_bool, property_as_int
 
 if TYPE_CHECKING:
-    from pyiceberg.table import Table
+    pass
 
-from pyiceberg.table.metadata import Snapshot
-from pyiceberg.table.update import UpdateTableMetadata
-from typing import Optional, Set
-from datetime import datetime, timezone
 
-from typing import Dict, Optional, Set
-import uuid
-from pyiceberg.table.metadata import TableMetadata
+from pyiceberg.table.metadata import Snapshot, TableMetadata
 from pyiceberg.table.snapshots import Snapshot
-from pyiceberg.table.update import (
-    UpdateTableMetadata,
-    RemoveSnapshotsUpdate,
-    UpdatesAndRequirements,
-    AssertRefSnapshotId,
-)
+
 
 def _new_manifest_file_name(num: int, commit_uuid: uuid.UUID) -> str:
     return f"{commit_uuid}-m{num}.avro"
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index ab57c167bc..bc43b876a3 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -1,6 +1,8 @@
+from unittest.mock import MagicMock
 from uuid import uuid4
+
 from pyiceberg.table import CommitTableResponse, Table
-from unittest.mock import MagicMock
+
 
 def test_expire_snapshot(table_v2: Table) -> None:
     EXPIRE_SNAPSHOT = 3051729675574597004
@@ -10,7 +12,7 @@ def test_expire_snapshot(table_v2: Table) -> None:
         # Use the table's current metadata but keep only the snapshot not to be expired
         metadata=table_v2.metadata.model_copy(update={"snapshots": [KEEP_SNAPSHOT]}),
         metadata_location="mock://metadata/location",
-        uuid=uuid4()
+        uuid=uuid4(),
     )
 
     # Mock the commit_table method to return the mock response

From 549c1836886d65f054a157a1beeed9378bd7b348 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sat, 19 Apr 2025 16:53:18 -0400
Subject: [PATCH 14/30] rebased: from main

---
 poetry.lock                                   |  2 +-
 pyproject.toml                                |  3 +-
 tests/conftest.py                             |  2 +-
 tests/expressions/test_literals.py            | 18 +++++++++-
 tests/integration/test_partition_evolution.py |  8 +++++
 tests/integration/test_rest_schema.py         |  4 +--
 tests/integration/test_writes/test_writes.py  | 34 +++++++++++++++++++
 7 files changed, 63 insertions(+), 8 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index d762309762..4f0a6583e1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -5934,4 +5934,4 @@ zstandard = ["zstandard"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.9.2, !=3.9.7"
-content-hash = "971f7e3cf8c3916787f973b6f939be4fcf69c6137d2eb168e6ee1956391ae2a6"
+content-hash = "e2787da0077dd210acfcd5b5403cd9c1d723acabf0fe65b459e306cfaf499cf1"
diff --git a/pyproject.toml b/pyproject.toml
index e391efbaf5..45e681c056 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -84,9 +84,8 @@ pyiceberg-core = { version = "^0.4.0", optional = true }
 polars = { version = "^1.21.0", optional = true }
 thrift-sasl = { version = ">=0.4.3", optional = true }
 
-
 [tool.poetry.group.dev.dependencies]
-pytest = ">=8.3.5,<9.0.0"
+pytest = "7.4.4"
 pytest-checkdocs = "2.13.0"
 pytest-lazy-fixture = "0.6.3"
 pre-commit = "4.2.0"
diff --git a/tests/conftest.py b/tests/conftest.py
index 2b4ea6e71b..095b139a3e 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -2365,7 +2365,7 @@ def table_v2_with_extensive_snapshots(example_table_metadata_v2_with_extensive_s
         identifier=("database", "table"),
         metadata=table_metadata,
         metadata_location=f"{table_metadata.location}/uuid.metadata.json",
-        io=load_file_io(location=metadata_location),
+        io=load_file_io(),
         catalog=NoopCatalog("NoopCatalog"),
     )
 
diff --git a/tests/expressions/test_literals.py b/tests/expressions/test_literals.py
index 6144e32776..4d8f5557f6 100644
--- a/tests/expressions/test_literals.py
+++ b/tests/expressions/test_literals.py
@@ -393,6 +393,22 @@ def test_string_to_boolean_literal() -> None:
     assert literal("FALSE").to(BooleanType()) == literal(False)
 
 
+def test_string_to_float_literal() -> None:
+    assert literal("3.141").to(FloatType()) == literal(3.141).to(FloatType())
+
+
+def test_string_to_float_outside_bound() -> None:
+    big_lit_str = literal(str(FloatType.max + 1.0e37))
+    assert big_lit_str.to(FloatType()) == FloatAboveMax()
+
+    small_lit_str = literal(str(FloatType.min - 1.0e37))
+    assert small_lit_str.to(FloatType()) == FloatBelowMin()
+
+
+def test_string_to_double_literal() -> None:
+    assert literal("3.141").to(DoubleType()) == literal(3.141)
+
+
 @pytest.mark.parametrize(
     "val",
     ["unknown", "off", "on", "0", "1", "y", "yes", "n", "no", "t", "f"],
@@ -744,7 +760,7 @@ def test_invalid_decimal_conversions() -> None:
 def test_invalid_string_conversions() -> None:
     assert_invalid_conversions(
         literal("abc"),
-        [FloatType(), DoubleType(), FixedType(1), BinaryType()],
+        [FixedType(1), BinaryType()],
     )
 
 
diff --git a/tests/integration/test_partition_evolution.py b/tests/integration/test_partition_evolution.py
index 0e607a46f0..d489d6a5d0 100644
--- a/tests/integration/test_partition_evolution.py
+++ b/tests/integration/test_partition_evolution.py
@@ -140,6 +140,14 @@ def test_add_hour(catalog: Catalog) -> None:
     _validate_new_partition_fields(table, 1000, 1, 1000, PartitionField(2, 1000, HourTransform(), "hour_transform"))
 
 
+@pytest.mark.integration
+@pytest.mark.parametrize("catalog", [pytest.lazy_fixture("session_catalog_hive"), pytest.lazy_fixture("session_catalog")])
+def test_add_hour_string_transform(catalog: Catalog) -> None:
+    table = _table(catalog)
+    table.update_spec().add_field("event_ts", "hour", "str_hour_transform").commit()
+    _validate_new_partition_fields(table, 1000, 1, 1000, PartitionField(2, 1000, HourTransform(), "str_hour_transform"))
+
+
 @pytest.mark.integration
 @pytest.mark.parametrize("catalog", [pytest.lazy_fixture("session_catalog_hive"), pytest.lazy_fixture("session_catalog")])
 def test_add_hour_generates_default_name(catalog: Catalog) -> None:
diff --git a/tests/integration/test_rest_schema.py b/tests/integration/test_rest_schema.py
index 6a704839e2..fd975d81c9 100644
--- a/tests/integration/test_rest_schema.py
+++ b/tests/integration/test_rest_schema.py
@@ -154,7 +154,7 @@ def test_schema_evolution_via_transaction(catalog: Catalog) -> None:
         NestedField(field_id=4, name="col_integer", field_type=IntegerType(), required=False),
     )
 
-    with pytest.raises(CommitFailedException) as exc_info:
+    with pytest.raises(CommitFailedException, match="Requirement failed: current schema id has changed: expected 2, found 3"):
         with tbl.transaction() as tx:
             # Start a new update
             schema_update = tx.update_schema()
@@ -165,8 +165,6 @@ def test_schema_evolution_via_transaction(catalog: Catalog) -> None:
             # stage another update in the transaction
             schema_update.add_column("col_double", DoubleType()).commit()
 
-    assert "Requirement failed: current schema changed: expected id 2 != 3" in str(exc_info.value)
-
     assert tbl.schema() == Schema(
         NestedField(field_id=1, name="col_uuid", field_type=UUIDType(), required=False),
         NestedField(field_id=2, name="col_fixed", field_type=FixedType(25), required=False),
diff --git a/tests/integration/test_writes/test_writes.py b/tests/integration/test_writes/test_writes.py
index 372c0a01f3..46d54f0491 100644
--- a/tests/integration/test_writes/test_writes.py
+++ b/tests/integration/test_writes/test_writes.py
@@ -1776,3 +1776,37 @@ def test_write_optional_list(session_catalog: Catalog) -> None:
     session_catalog.load_table(identifier).append(df_2)
 
     assert len(session_catalog.load_table(identifier).scan().to_arrow()) == 4
+
+
+@pytest.mark.integration
+@pytest.mark.parametrize("format_version", [1, 2])
+def test_evolve_and_write(
+    spark: SparkSession, session_catalog: Catalog, arrow_table_with_null: pa.Table, format_version: int
+) -> None:
+    identifier = "default.test_evolve_and_write"
+    tbl = _create_table(session_catalog, identifier, properties={"format-version": format_version}, schema=Schema())
+    other_table = session_catalog.load_table(identifier)
+
+    numbers = pa.array([1, 2, 3, 4], type=pa.int32())
+
+    with tbl.update_schema() as upd:
+        # This is not known by other_table
+        upd.add_column("id", IntegerType())
+
+    with other_table.transaction() as tx:
+        # Refreshes the underlying metadata, and the schema
+        other_table.refresh()
+        tx.append(
+            pa.Table.from_arrays(
+                [
+                    numbers,
+                ],
+                schema=pa.schema(
+                    [
+                        pa.field("id", pa.int32(), nullable=True),
+                    ]
+                ),
+            )
+        )
+
+    assert session_catalog.load_table(identifier).scan().to_arrow().column(0).combine_chunks() == numbers

From 386cb159b5e8ed22fe51ceed91e7e6080f2f7604 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sat, 19 Apr 2025 17:02:47 -0400
Subject: [PATCH 15/30] fixed: typo

---
 pyiceberg/table/update/snapshot.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index a4b5e01235..8fcf349e34 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -857,7 +857,7 @@ def _commit(self) -> UpdatesAndRequirements:
 
         Returns:
             Tuple of updates and requirements to be committed,
-            as requried by the calling parent apply functions.
+            as required by the calling parent apply functions.
         """
         update = RemoveSnapshotsUpdate(snapshot_ids=self._snapshot_ids_to_expire)
         self._updates += (update,)

From 12729faae084aca2245d98f603a21d94bc40ebe6 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Mon, 21 Apr 2025 21:04:52 -0400
Subject: [PATCH 16/30] removed errant files

---
 .gitignore                            |  2 --
 tests/expressions/test_literals.py    | 16 ----------------
 tests/integration/test_rest_schema.py |  4 +++-
 3 files changed, 3 insertions(+), 19 deletions(-)

diff --git a/.gitignore b/.gitignore
index 1823d65360..7043f0e7d4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -50,5 +50,3 @@ htmlcov
 pyiceberg/avro/decoder_fast.c
 pyiceberg/avro/*.html
 pyiceberg/avro/*.so
-.vscode/settings.json
-pyiceberg/table/update/expire_snapshot.md
diff --git a/tests/expressions/test_literals.py b/tests/expressions/test_literals.py
index 4d8f5557f6..f819ab39ac 100644
--- a/tests/expressions/test_literals.py
+++ b/tests/expressions/test_literals.py
@@ -393,22 +393,6 @@ def test_string_to_boolean_literal() -> None:
     assert literal("FALSE").to(BooleanType()) == literal(False)
 
 
-def test_string_to_float_literal() -> None:
-    assert literal("3.141").to(FloatType()) == literal(3.141).to(FloatType())
-
-
-def test_string_to_float_outside_bound() -> None:
-    big_lit_str = literal(str(FloatType.max + 1.0e37))
-    assert big_lit_str.to(FloatType()) == FloatAboveMax()
-
-    small_lit_str = literal(str(FloatType.min - 1.0e37))
-    assert small_lit_str.to(FloatType()) == FloatBelowMin()
-
-
-def test_string_to_double_literal() -> None:
-    assert literal("3.141").to(DoubleType()) == literal(3.141)
-
-
 @pytest.mark.parametrize(
     "val",
     ["unknown", "off", "on", "0", "1", "y", "yes", "n", "no", "t", "f"],
diff --git a/tests/integration/test_rest_schema.py b/tests/integration/test_rest_schema.py
index fd975d81c9..6a704839e2 100644
--- a/tests/integration/test_rest_schema.py
+++ b/tests/integration/test_rest_schema.py
@@ -154,7 +154,7 @@ def test_schema_evolution_via_transaction(catalog: Catalog) -> None:
         NestedField(field_id=4, name="col_integer", field_type=IntegerType(), required=False),
     )
 
-    with pytest.raises(CommitFailedException, match="Requirement failed: current schema id has changed: expected 2, found 3"):
+    with pytest.raises(CommitFailedException) as exc_info:
         with tbl.transaction() as tx:
             # Start a new update
             schema_update = tx.update_schema()
@@ -165,6 +165,8 @@ def test_schema_evolution_via_transaction(catalog: Catalog) -> None:
             # stage another update in the transaction
             schema_update.add_column("col_double", DoubleType()).commit()
 
+    assert "Requirement failed: current schema changed: expected id 2 != 3" in str(exc_info.value)
+
     assert tbl.schema() == Schema(
         NestedField(field_id=1, name="col_uuid", field_type=UUIDType(), required=False),
         NestedField(field_id=2, name="col_fixed", field_type=FixedType(25), required=False),

From ce3515c659e1bc68a87bb797918f2c446a77f41f Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Mon, 21 Apr 2025 21:22:04 -0400
Subject: [PATCH 17/30] Added: public method signature to the init table file.

Moved: the functions for expiring snapshots to their own class.
---
 pyiceberg/table/__init__.py          | 10 ++++++++++
 pyiceberg/table/update/snapshot.py   | 16 ++++++++++++++--
 tests/table/test_expire_snapshots.py |  2 +-
 3 files changed, 25 insertions(+), 3 deletions(-)

diff --git a/pyiceberg/table/__init__.py b/pyiceberg/table/__init__.py
index 8dd52c4be2..348474bc87 100644
--- a/pyiceberg/table/__init__.py
+++ b/pyiceberg/table/__init__.py
@@ -119,6 +119,7 @@
     ManageSnapshots,
     UpdateSnapshot,
     _FastAppendFiles,
+    ExpireSnapshots
 )
 from pyiceberg.table.update.spec import UpdateSpec
 from pyiceberg.table.update.statistics import UpdateStatistics
@@ -1078,6 +1079,15 @@ def manage_snapshots(self) -> ManageSnapshots:
            ms.create_tag(snapshot_id1, "Tag_A").create_tag(snapshot_id2, "Tag_B")
         """
         return ManageSnapshots(transaction=Transaction(self, autocommit=True))
+    
+    def expire_snapshots(self) -> ExpireSnapshots:
+        """
+        Shorthand to run expire snapshots by id or by a timestamp.
+
+        Use table.expire_snapshots().<operation>().commit() to run a specific operation.
+        Use table.expire_snapshots().<operation-one>().<operation-two>().commit() to run multiple operations.
+        """
+        return ExpireSnapshots(transaction=Transaction(self, autocommit=True))
 
     def update_statistics(self) -> UpdateStatistics:
         """
diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 8fcf349e34..9fdafc835f 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -850,6 +850,18 @@ def remove_branch(self, branch_name: str) -> ManageSnapshots:
         """
         return self._remove_ref_snapshot(ref_name=branch_name)
 
+class ExpireSnapshots(UpdateTableMetadata["ExpireSnapshots"]):
+    """
+    Expire snapshots by ID or by timestamp.
+    Use table.expire_snapshots().<operation>().commit() to run a specific operation.
+    Use table.expire_snapshots().<operation-one>().<operation-two>().commit() to run multiple operations.
+    Pending changes are applied on commit.
+    """
+
+    _snapshot_ids_to_expire = set()
+    _updates: Tuple[TableUpdate, ...] = ()
+    _requirements: Tuple[TableRequirement, ...] = ()
+
     def _commit(self) -> UpdatesAndRequirements:
         """
         Commit the staged updates and requirements.
@@ -863,7 +875,7 @@ def _commit(self) -> UpdatesAndRequirements:
         self._updates += (update,)
         return self._updates, self._requirements
 
-    def expire_snapshot_by_id(self, snapshot_id: int) -> ManageSnapshots:
+    def expire_snapshot_by_id(self, snapshot_id: int) -> ExpireSnapshots:
         """
         Expire a snapshot by its ID.
 
@@ -878,7 +890,7 @@ def expire_snapshot_by_id(self, snapshot_id: int) -> ManageSnapshots:
         self._snapshot_ids_to_expire.add(snapshot_id)
         return self
 
-    def expire_snapshots_older_than(self, timestamp_ms: int) -> ManageSnapshots:
+    def expire_snapshots_older_than(self, timestamp_ms: int) -> ExpireSnapshots:
         """
         Expire snapshots older than the given timestamp.
 
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index bc43b876a3..26ca1e1ef4 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -28,7 +28,7 @@ def test_expire_snapshot(table_v2: Table) -> None:
 
     # Expire the snapshot directly without using a transaction
     try:
-        table_v2.manage_snapshots().expire_snapshot_by_id(EXPIRE_SNAPSHOT).commit()
+        table_v2.expire_snapshots().expire_snapshot_by_id(EXPIRE_SNAPSHOT).commit()
     except Exception as e:
         assert False, f"Commit failed with error: {e}"
 

From 28fce4ba60a7402c44393f0cc22f0915c7402ae4 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Wed, 23 Apr 2025 20:48:09 -0400
Subject: [PATCH 18/30] Removed: `expire_snapshots_older_than` method, in favor
 of implementing it in a separate issue.

Fixed: unrelated changes caused by afork/branch sync issues.
---
 pyiceberg/table/update/snapshot.py | 27 +++------------------------
 1 file changed, 3 insertions(+), 24 deletions(-)

diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 9fdafc835f..f6726fafa0 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -88,7 +88,6 @@
 
 
 from pyiceberg.table.metadata import Snapshot, TableMetadata
-from pyiceberg.table.snapshots import Snapshot
 
 
 def _new_manifest_file_name(num: int, commit_uuid: uuid.UUID) -> str:
@@ -244,7 +243,7 @@ def _summary(self, snapshot_properties: Dict[str, str] = EMPTY_DICT) -> Summary:
             previous_summary=previous_snapshot.summary if previous_snapshot is not None else None,
         )
 
-    def _commit(self, base_metadata: TableMetadata) -> UpdatesAndRequirements:
+    def _commit(self) -> UpdatesAndRequirements:
         new_manifests = self._manifests()
         next_sequence_number = self._transaction.table_metadata.next_sequence_number()
 
@@ -750,6 +749,7 @@ class ManageSnapshots(UpdateTableMetadata["ManageSnapshots"]):
     _requirements: Tuple[TableRequirement, ...] = ()
 
     def _commit(self) -> UpdatesAndRequirements:
+        """Apply the pending changes and commit."""
         return self._updates, self._requirements
 
     def _remove_ref_snapshot(self, ref_name: str) -> ManageSnapshots:
@@ -852,7 +852,7 @@ def remove_branch(self, branch_name: str) -> ManageSnapshots:
 
 class ExpireSnapshots(UpdateTableMetadata["ExpireSnapshots"]):
     """
-    Expire snapshots by ID or by timestamp.
+    Expire snapshots by ID.
     Use table.expire_snapshots().<operation>().commit() to run a specific operation.
     Use table.expire_snapshots().<operation-one>().<operation-two>().commit() to run multiple operations.
     Pending changes are applied on commit.
@@ -889,24 +889,3 @@ def expire_snapshot_by_id(self, snapshot_id: int) -> ExpireSnapshots:
             raise ValueError(f"Snapshot with ID {snapshot_id} does not exist.")
         self._snapshot_ids_to_expire.add(snapshot_id)
         return self
-
-    def expire_snapshots_older_than(self, timestamp_ms: int) -> ExpireSnapshots:
-        """
-        Expire snapshots older than the given timestamp.
-
-        Args:
-            timestamp_ms (int): The timestamp in milliseconds. Snapshots older than this will be expired.
-
-        Returns:
-            This for method chaining.
-        """
-        # Collect IDs of snapshots to be expired
-        snapshots_to_remove = [
-            snapshot.snapshot_id
-            for snapshot in self._transaction.table_metadata.snapshots
-            if snapshot.timestamp_ms < timestamp_ms
-        ]
-        if snapshots_to_remove:
-            for snapshot_id in snapshots_to_remove:
-                self._snapshot_ids_to_expire.add(snapshot_id)
-        return self

From 2c3153e3f95e266f2305e9e84a7217930ecbf7d4 Mon Sep 17 00:00:00 2001
From: Brad <61765732+ForeverAngry@users.noreply.github.com>
Date: Sat, 26 Apr 2025 08:49:34 -0400
Subject: [PATCH 19/30] Update tests/table/test_expire_snapshots.py

Co-authored-by: Fokko Driesprong <fokko@apache.org>
---
 tests/table/test_expire_snapshots.py | 16 ++++++++++++++++
 1 file changed, 16 insertions(+)

diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index 26ca1e1ef4..0fbead0d30 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -1,3 +1,19 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
 from unittest.mock import MagicMock
 from uuid import uuid4
 

From 27c3ece8d42600de276de4431da2ce4b162f012b Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sat, 26 Apr 2025 09:43:31 -0400
Subject: [PATCH 20/30] Removed: unrelated changes, Added: logic to expire
 snapshot method.

Implemented logic to protect the HEAD branches or Tagged branches from being expired by the `expire_snapshot_by_id` method.
---
 pyiceberg/table/update/snapshot.py            | 26 +++++++++++++++++--
 tests/expressions/test_literals.py            |  1 -
 tests/integration/test_partition_evolution.py |  7 -----
 3 files changed, 24 insertions(+), 10 deletions(-)

diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index f6726fafa0..595ff945a8 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -55,6 +55,7 @@
 from pyiceberg.partitioning import (
     PartitionSpec,
 )
+from pyiceberg.table.refs import SnapshotRefType
 from pyiceberg.table.snapshots import (
     Operation,
     Snapshot,
@@ -857,7 +858,7 @@ class ExpireSnapshots(UpdateTableMetadata["ExpireSnapshots"]):
     Use table.expire_snapshots().<operation-one>().<operation-two>().commit() to run multiple operations.
     Pending changes are applied on commit.
     """
-
+    
     _snapshot_ids_to_expire = set()
     _updates: Tuple[TableUpdate, ...] = ()
     _requirements: Tuple[TableRequirement, ...] = ()
@@ -875,6 +876,21 @@ def _commit(self) -> UpdatesAndRequirements:
         self._updates += (update,)
         return self._updates, self._requirements
 
+    def _get_protected_snapshot_ids(self):
+        """
+        Get the IDs of protected snapshots. These are the HEAD snapshots of all branches
+        and all tagged snapshots.  These ids are to be excluded from expiration.
+        Returns:
+            Set of protected snapshot IDs to exclude from expiration.
+        """
+        protected_ids = set()
+        
+        for ref in self._transaction.table_metadata.refs.values():
+            if ref.snapshot_ref_type in [SnapshotRefType.TAG, SnapshotRefType.BRANCH]:
+                protected_ids.add(ref.snapshot_id)
+        
+        return protected_ids
+
     def expire_snapshot_by_id(self, snapshot_id: int) -> ExpireSnapshots:
         """
         Expire a snapshot by its ID.
@@ -885,7 +901,13 @@ def expire_snapshot_by_id(self, snapshot_id: int) -> ExpireSnapshots:
         Returns:
             This for method chaining.
         """
+        
         if self._transaction.table_metadata.snapshot_by_id(snapshot_id) is None:
             raise ValueError(f"Snapshot with ID {snapshot_id} does not exist.")
+        
+        if snapshot_id in self._get_protected_snapshot_ids():
+            raise ValueError(f"Snapshot with ID {snapshot_id} is protected and cannot be expired.")
+
         self._snapshot_ids_to_expire.add(snapshot_id)
-        return self
+
+        return self
\ No newline at end of file
diff --git a/tests/expressions/test_literals.py b/tests/expressions/test_literals.py
index f819ab39ac..be0021ab8f 100644
--- a/tests/expressions/test_literals.py
+++ b/tests/expressions/test_literals.py
@@ -744,7 +744,6 @@ def test_invalid_decimal_conversions() -> None:
 def test_invalid_string_conversions() -> None:
     assert_invalid_conversions(
         literal("abc"),
-        [FixedType(1), BinaryType()],
     )
 
 
diff --git a/tests/integration/test_partition_evolution.py b/tests/integration/test_partition_evolution.py
index d489d6a5d0..f10fd83b04 100644
--- a/tests/integration/test_partition_evolution.py
+++ b/tests/integration/test_partition_evolution.py
@@ -140,13 +140,6 @@ def test_add_hour(catalog: Catalog) -> None:
     _validate_new_partition_fields(table, 1000, 1, 1000, PartitionField(2, 1000, HourTransform(), "hour_transform"))
 
 
-@pytest.mark.integration
-@pytest.mark.parametrize("catalog", [pytest.lazy_fixture("session_catalog_hive"), pytest.lazy_fixture("session_catalog")])
-def test_add_hour_string_transform(catalog: Catalog) -> None:
-    table = _table(catalog)
-    table.update_spec().add_field("event_ts", "hour", "str_hour_transform").commit()
-    _validate_new_partition_fields(table, 1000, 1, 1000, PartitionField(2, 1000, HourTransform(), "str_hour_transform"))
-
 
 @pytest.mark.integration
 @pytest.mark.parametrize("catalog", [pytest.lazy_fixture("session_catalog_hive"), pytest.lazy_fixture("session_catalog")])

From 8ec1889141460bf40b49cd46fb38099e75d51744 Mon Sep 17 00:00:00 2001
From: Brad <61765732+ForeverAngry@users.noreply.github.com>
Date: Sat, 26 Apr 2025 09:52:54 -0400
Subject: [PATCH 21/30] Update test_partition_evolution.py

---
 tests/integration/test_partition_evolution.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tests/integration/test_partition_evolution.py b/tests/integration/test_partition_evolution.py
index 2a25bcc6ab..d489d6a5d0 100644
--- a/tests/integration/test_partition_evolution.py
+++ b/tests/integration/test_partition_evolution.py
@@ -140,7 +140,6 @@ def test_add_hour(catalog: Catalog) -> None:
     _validate_new_partition_fields(table, 1000, 1, 1000, PartitionField(2, 1000, HourTransform(), "hour_transform"))
 
 
-
 @pytest.mark.integration
 @pytest.mark.parametrize("catalog", [pytest.lazy_fixture("session_catalog_hive"), pytest.lazy_fixture("session_catalog")])
 def test_add_hour_string_transform(catalog: Catalog) -> None:

From b23ac6ade8168b8513b83a9895cdea7eafaa2fa9 Mon Sep 17 00:00:00 2001
From: Brad <61765732+ForeverAngry@users.noreply.github.com>
Date: Sat, 10 May 2025 19:30:10 -0400
Subject: [PATCH 22/30] Update test_literals.py

---
 tests/expressions/test_literals.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/tests/expressions/test_literals.py b/tests/expressions/test_literals.py
index c674015940..4d8f5557f6 100644
--- a/tests/expressions/test_literals.py
+++ b/tests/expressions/test_literals.py
@@ -760,6 +760,7 @@ def test_invalid_decimal_conversions() -> None:
 def test_invalid_string_conversions() -> None:
     assert_invalid_conversions(
         literal("abc"),
+        [FixedType(1), BinaryType()],
     )
 
 

From 5c458f23da3cd0f94feeebcd18b1a3d295a3d10b Mon Sep 17 00:00:00 2001
From: Brad <61765732+ForeverAngry@users.noreply.github.com>
Date: Sat, 10 May 2025 19:34:12 -0400
Subject: [PATCH 23/30] Update snapshot.py

---
 pyiceberg/table/update/snapshot.py | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index b7975e125c..3789073689 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -84,10 +84,6 @@
 from pyiceberg.utils.concurrent import ExecutorFactory
 from pyiceberg.utils.properties import property_as_bool, property_as_int
 
-if TYPE_CHECKING:
-    pass
-
-
 from pyiceberg.table.metadata import Snapshot, TableMetadata
 
 
@@ -910,4 +906,4 @@ def expire_snapshot_by_id(self, snapshot_id: int) -> ExpireSnapshots:
 
         self._snapshot_ids_to_expire.add(snapshot_id)
 
-        return self
\ No newline at end of file
+        return self

From a08eb6b015e975b6e210f21b3ab84f87396f91bc Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sat, 10 May 2025 20:13:20 -0400
Subject: [PATCH 24/30] Update snapshot.py

---
 pyiceberg/table/update/snapshot.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 3789073689..f25b4e0512 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -84,7 +84,11 @@
 from pyiceberg.utils.concurrent import ExecutorFactory
 from pyiceberg.utils.properties import property_as_bool, property_as_int
 
-from pyiceberg.table.metadata import Snapshot, TableMetadata
+if TYPE_CHECKING:
+    from pyiceberg.table import Transaction
+
+from pyiceberg.table.metadata import TableMetadata
+from pyiceberg.table.snapshots import Snapshot
 
 
 def _new_manifest_file_name(num: int, commit_uuid: uuid.UUID) -> str:

From 689310d3b79c4df12680a83f08f7efbf598c52aa Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sat, 10 May 2025 20:43:22 -0400
Subject: [PATCH 25/30] Fixed: Linting

`make lint` now passes
---
 pyiceberg/table/__init__.py          |  9 ++------
 pyiceberg/table/update/snapshot.py   | 33 ++++++++++++++--------------
 tests/table/test_expire_snapshots.py |  7 +++---
 3 files changed, 23 insertions(+), 26 deletions(-)

diff --git a/pyiceberg/table/__init__.py b/pyiceberg/table/__init__.py
index a919ddb01d..1c2e8cf21e 100644
--- a/pyiceberg/table/__init__.py
+++ b/pyiceberg/table/__init__.py
@@ -115,12 +115,7 @@
     update_table_metadata,
 )
 from pyiceberg.table.update.schema import UpdateSchema
-from pyiceberg.table.update.snapshot import (
-    ManageSnapshots,
-    UpdateSnapshot,
-    _FastAppendFiles,
-    ExpireSnapshots
-)
+from pyiceberg.table.update.snapshot import ExpireSnapshots, ManageSnapshots, UpdateSnapshot, _FastAppendFiles
 from pyiceberg.table.update.spec import UpdateSpec
 from pyiceberg.table.update.statistics import UpdateStatistics
 from pyiceberg.transforms import IdentityTransform
@@ -1079,7 +1074,7 @@ def manage_snapshots(self) -> ManageSnapshots:
            ms.create_tag(snapshot_id1, "Tag_A").create_tag(snapshot_id2, "Tag_B")
         """
         return ManageSnapshots(transaction=Transaction(self, autocommit=True))
-    
+
     def expire_snapshots(self) -> ExpireSnapshots:
         """
         Shorthand to run expire snapshots by id or by a timestamp.
diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index f25b4e0512..275f1a56c9 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -69,7 +69,6 @@
     RemoveSnapshotRefUpdate,
     RemoveSnapshotsUpdate,
     SetSnapshotRefUpdate,
-    TableMetadata,
     TableRequirement,
     TableUpdate,
     U,
@@ -87,9 +86,6 @@
 if TYPE_CHECKING:
     from pyiceberg.table import Transaction
 
-from pyiceberg.table.metadata import TableMetadata
-from pyiceberg.table.snapshots import Snapshot
-
 
 def _new_manifest_file_name(num: int, commit_uuid: uuid.UUID) -> str:
     return f"{commit_uuid}-m{num}.avro"
@@ -745,7 +741,7 @@ class ManageSnapshots(UpdateTableMetadata["ManageSnapshots"]):
        ms.create_tag(snapshot_id1, "Tag_A").create_tag(snapshot_id2, "Tag_B")
     """
 
-    _snapshot_ids_to_expire = set()
+    _snapshot_ids_to_expire: Set[int] = set()
     _updates: Tuple[TableUpdate, ...] = ()
     _requirements: Tuple[TableRequirement, ...] = ()
 
@@ -851,21 +847,24 @@ def remove_branch(self, branch_name: str) -> ManageSnapshots:
         """
         return self._remove_ref_snapshot(ref_name=branch_name)
 
+
 class ExpireSnapshots(UpdateTableMetadata["ExpireSnapshots"]):
     """
     Expire snapshots by ID.
+
     Use table.expire_snapshots().<operation>().commit() to run a specific operation.
     Use table.expire_snapshots().<operation-one>().<operation-two>().commit() to run multiple operations.
     Pending changes are applied on commit.
     """
-    
-    _snapshot_ids_to_expire = set()
+
+    _snapshot_ids_to_expire: Set[int] = set()
     _updates: Tuple[TableUpdate, ...] = ()
     _requirements: Tuple[TableRequirement, ...] = ()
 
     def _commit(self) -> UpdatesAndRequirements:
         """
         Commit the staged updates and requirements.
+
         This will remove the snapshots with the given IDs.
 
         Returns:
@@ -876,35 +875,37 @@ def _commit(self) -> UpdatesAndRequirements:
         self._updates += (update,)
         return self._updates, self._requirements
 
-    def _get_protected_snapshot_ids(self):
+    def _get_protected_snapshot_ids(self) -> Set[int]:
         """
-        Get the IDs of protected snapshots. These are the HEAD snapshots of all branches
-        and all tagged snapshots.  These ids are to be excluded from expiration.
+        Get the IDs of protected snapshots.
+
+        These are the HEAD snapshots of all branches and all tagged snapshots.  These ids are to be excluded from expiration.
+
         Returns:
             Set of protected snapshot IDs to exclude from expiration.
         """
-        protected_ids = set()
-        
+        protected_ids: Set[int] = set()
+
         for ref in self._transaction.table_metadata.refs.values():
             if ref.snapshot_ref_type in [SnapshotRefType.TAG, SnapshotRefType.BRANCH]:
                 protected_ids.add(ref.snapshot_id)
-        
+
         return protected_ids
 
     def expire_snapshot_by_id(self, snapshot_id: int) -> ExpireSnapshots:
         """
         Expire a snapshot by its ID.
 
+        This will mark the snapshot for expiration.
+
         Args:
             snapshot_id (int): The ID of the snapshot to expire.
-
         Returns:
             This for method chaining.
         """
-        
         if self._transaction.table_metadata.snapshot_by_id(snapshot_id) is None:
             raise ValueError(f"Snapshot with ID {snapshot_id} does not exist.")
-        
+
         if snapshot_id in self._get_protected_snapshot_ids():
             raise ValueError(f"Snapshot with ID {snapshot_id} is protected and cannot be expired.")
 
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index 0fbead0d30..c2702edb3d 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -31,8 +31,9 @@ def test_expire_snapshot(table_v2: Table) -> None:
         uuid=uuid4(),
     )
 
-    # Mock the commit_table method to return the mock response
-    table_v2.catalog.commit_table = MagicMock(return_value=mock_response)
+    # Mock the catalog object and its commit_table method to return the mock response
+    table_v2.catalog = MagicMock()
+    table_v2.catalog.commit_table.return_value = mock_response
 
     # Print snapshot IDs for debugging
     print(f"Snapshot IDs before expiration: {[snapshot.snapshot_id for snapshot in table_v2.metadata.snapshots]}")
@@ -46,7 +47,7 @@ def test_expire_snapshot(table_v2: Table) -> None:
     try:
         table_v2.expire_snapshots().expire_snapshot_by_id(EXPIRE_SNAPSHOT).commit()
     except Exception as e:
-        assert False, f"Commit failed with error: {e}"
+        raise AssertionError(f"Commit failed with error: {e}") from e
 
     # Assert that commit_table was called once
     table_v2.catalog.commit_table.assert_called_once()

From 9031f068fa32c26d10fae087e8aae0048ee26742 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sat, 17 May 2025 14:46:40 -0400
Subject: [PATCH 26/30] Update test_expire_snapshots.py

---
 tests/table/test_expire_snapshots.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index c2702edb3d..da0636662a 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -35,8 +35,10 @@ def test_expire_snapshot(table_v2: Table) -> None:
     table_v2.catalog = MagicMock()
     table_v2.catalog.commit_table.return_value = mock_response
 
-    # Print snapshot IDs for debugging
-    print(f"Snapshot IDs before expiration: {[snapshot.snapshot_id for snapshot in table_v2.metadata.snapshots]}")
+    # Remove any refs that protect the snapshot to be expired
+    table_v2.metadata.refs = {
+        k: v for k, v in table_v2.metadata.refs.items() if getattr(v, "snapshot_id", None) != EXPIRE_SNAPSHOT
+    }
 
     # Assert fixture data to validate test assumptions
     assert len(table_v2.metadata.snapshots) == 2

From 348831485a626e1483e131077e8f6a1892d72993 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sun, 18 May 2025 11:55:41 -0400
Subject: [PATCH 27/30] Update test_expire_snapshots.py

Updated test_expire_snapshots.py to use model_copy(update={...}) for modifying the refs attribute of the table metadata, ensuring compatibility with Pydantic's frozen models.
Fixed all snapshot expiration tests to avoid direct assignment to frozen attributes.
All tests now pass, confirming correct behavior for protected and unprotected snapshot expiration.
---
 tests/table/test_expire_snapshots.py | 107 ++++++++++++++++++++-------
 1 file changed, 82 insertions(+), 25 deletions(-)

diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index da0636662a..0fcf4f7c9e 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -17,46 +17,103 @@
 from unittest.mock import MagicMock
 from uuid import uuid4
 
+import pytest
+
 from pyiceberg.table import CommitTableResponse, Table
 
 
-def test_expire_snapshot(table_v2: Table) -> None:
-    EXPIRE_SNAPSHOT = 3051729675574597004
+def test_cannot_expire_protected_head_snapshot(table_v2: Table) -> None:
+    """Test that a HEAD (branch) snapshot cannot be expired."""
+    HEAD_SNAPSHOT = 3051729675574597004
     KEEP_SNAPSHOT = 3055729675574597004
+
     # Mock the catalog's commit_table method
+    table_v2.catalog = MagicMock()
+    # Simulate refs protecting HEAD_SNAPSHOT as a branch
+    table_v2.metadata = table_v2.metadata.model_copy(
+        update={
+            "refs": {
+                "main": MagicMock(snapshot_id=HEAD_SNAPSHOT, snapshot_ref_type="branch"),
+                "tag1": MagicMock(snapshot_id=KEEP_SNAPSHOT, snapshot_ref_type="tag"),
+            }
+        }
+    )
+    # Assert fixture data
+    assert any(ref.snapshot_id == HEAD_SNAPSHOT for ref in table_v2.metadata.refs.values())
+
+    # Attempt to expire the HEAD snapshot and expect a ValueError
+    with pytest.raises(ValueError, match=f"Snapshot with ID {HEAD_SNAPSHOT} is protected and cannot be expired."):
+        table_v2.expire_snapshots().expire_snapshot_by_id(HEAD_SNAPSHOT).commit()
+
+    table_v2.catalog.commit_table.assert_not_called()
+
+
+def test_cannot_expire_tagged_snapshot(table_v2: Table) -> None:
+    """Test that a tagged snapshot cannot be expired."""
+    TAGGED_SNAPSHOT = 3051729675574597004
+    KEEP_SNAPSHOT = 3055729675574597004
+
+    table_v2.catalog = MagicMock()
+    # Simulate refs protecting TAGGED_SNAPSHOT as a tag
+    table_v2.metadata = table_v2.metadata.model_copy(
+        update={
+            "refs": {
+                "tag1": MagicMock(snapshot_id=TAGGED_SNAPSHOT, snapshot_ref_type="tag"),
+                "main": MagicMock(snapshot_id=KEEP_SNAPSHOT, snapshot_ref_type="branch"),
+            }
+        }
+    )
+    assert any(ref.snapshot_id == TAGGED_SNAPSHOT for ref in table_v2.metadata.refs.values())
+
+    with pytest.raises(ValueError, match=f"Snapshot with ID {TAGGED_SNAPSHOT} is protected and cannot be expired."):
+        table_v2.expire_snapshots().expire_snapshot_by_id(TAGGED_SNAPSHOT).commit()
+
+    table_v2.catalog.commit_table.assert_not_called()
+
+
+def test_expire_unprotected_snapshot(table_v2: Table) -> None:
+    """Test that an unprotected snapshot can be expired."""
+    EXPIRE_SNAPSHOT = 3051729675574597004
+    KEEP_SNAPSHOT = 3055729675574597004
+
     mock_response = CommitTableResponse(
-        # Use the table's current metadata but keep only the snapshot not to be expired
         metadata=table_v2.metadata.model_copy(update={"snapshots": [KEEP_SNAPSHOT]}),
         metadata_location="mock://metadata/location",
         uuid=uuid4(),
     )
-
-    # Mock the catalog object and its commit_table method to return the mock response
     table_v2.catalog = MagicMock()
     table_v2.catalog.commit_table.return_value = mock_response
 
     # Remove any refs that protect the snapshot to be expired
-    table_v2.metadata.refs = {
-        k: v for k, v in table_v2.metadata.refs.items() if getattr(v, "snapshot_id", None) != EXPIRE_SNAPSHOT
-    }
-
-    # Assert fixture data to validate test assumptions
-    assert len(table_v2.metadata.snapshots) == 2
-    assert len(table_v2.metadata.snapshot_log) == 2
-    assert len(table_v2.metadata.refs) == 2
-
-    # Expire the snapshot directly without using a transaction
-    try:
-        table_v2.expire_snapshots().expire_snapshot_by_id(EXPIRE_SNAPSHOT).commit()
-    except Exception as e:
-        raise AssertionError(f"Commit failed with error: {e}") from e
-
-    # Assert that commit_table was called once
-    table_v2.catalog.commit_table.assert_called_once()
+    table_v2.metadata = table_v2.metadata.model_copy(
+        update={
+            "refs": {
+                "main": MagicMock(snapshot_id=KEEP_SNAPSHOT, snapshot_ref_type="branch"),
+                "tag1": MagicMock(snapshot_id=KEEP_SNAPSHOT, snapshot_ref_type="tag"),
+            }
+        }
+    )
+
+    # Assert fixture data
+    assert all(ref.snapshot_id != EXPIRE_SNAPSHOT for ref in table_v2.metadata.refs.values())
+
+    # Expire the snapshot
+    table_v2.expire_snapshots().expire_snapshot_by_id(EXPIRE_SNAPSHOT).commit()
 
-    # Assert the expired snapshot ID is no longer present
+    table_v2.catalog.commit_table.assert_called_once()
     remaining_snapshots = table_v2.metadata.snapshots
     assert EXPIRE_SNAPSHOT not in remaining_snapshots
-
-    # Assert the length of snapshots after expiration
     assert len(table_v2.metadata.snapshots) == 1
+
+
+def test_expire_nonexistent_snapshot_raises(table_v2: Table) -> None:
+    """Test that trying to expire a non-existent snapshot raises an error."""
+    NONEXISTENT_SNAPSHOT = 9999999999999999999
+
+    table_v2.catalog = MagicMock()
+    table_v2.metadata = table_v2.metadata.model_copy(update={"refs": {}})
+
+    with pytest.raises(ValueError, match=f"Snapshot with ID {NONEXISTENT_SNAPSHOT} does not exist."):
+        table_v2.expire_snapshots().expire_snapshot_by_id(NONEXISTENT_SNAPSHOT).commit()
+
+    table_v2.catalog.commit_table.assert_not_called()

From 4a1b9a355886c53adcdf01f3409bd2729bf93dbd Mon Sep 17 00:00:00 2001
From: Brad <61765732+ForeverAngry@users.noreply.github.com>
Date: Fri, 13 Jun 2025 21:08:59 -0400
Subject: [PATCH 28/30] Update pyiceberg/table/__init__.py

Co-authored-by: Fokko Driesprong <fokko@apache.org>
---
 pyiceberg/table/__init__.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/pyiceberg/table/__init__.py b/pyiceberg/table/__init__.py
index 1c2e8cf21e..dcfca374de 100644
--- a/pyiceberg/table/__init__.py
+++ b/pyiceberg/table/__init__.py
@@ -1079,8 +1079,6 @@ def expire_snapshots(self) -> ExpireSnapshots:
         """
         Shorthand to run expire snapshots by id or by a timestamp.
 
-        Use table.expire_snapshots().<operation>().commit() to run a specific operation.
-        Use table.expire_snapshots().<operation-one>().<operation-two>().commit() to run multiple operations.
         """
         return ExpireSnapshots(transaction=Transaction(self, autocommit=True))
 

From 1cac992c9bea5f547c5cfa3a3d1d7166a83acbc4 Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Sat, 14 Jun 2025 20:33:43 -0400
Subject: [PATCH 29/30] Removed unused instance variable.

---
 pyiceberg/table/__init__.py        | 5 +----
 pyiceberg/table/update/snapshot.py | 1 -
 2 files changed, 1 insertion(+), 5 deletions(-)

diff --git a/pyiceberg/table/__init__.py b/pyiceberg/table/__init__.py
index dcfca374de..7cb3626782 100644
--- a/pyiceberg/table/__init__.py
+++ b/pyiceberg/table/__init__.py
@@ -1076,10 +1076,7 @@ def manage_snapshots(self) -> ManageSnapshots:
         return ManageSnapshots(transaction=Transaction(self, autocommit=True))
 
     def expire_snapshots(self) -> ExpireSnapshots:
-        """
-        Shorthand to run expire snapshots by id or by a timestamp.
-
-        """
+        """Shorthand to run expire snapshots by id or by a timestamp."""
         return ExpireSnapshots(transaction=Transaction(self, autocommit=True))
 
     def update_statistics(self) -> UpdateStatistics:
diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 275f1a56c9..6bdb9b0058 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -741,7 +741,6 @@ class ManageSnapshots(UpdateTableMetadata["ManageSnapshots"]):
        ms.create_tag(snapshot_id1, "Tag_A").create_tag(snapshot_id2, "Tag_B")
     """
 
-    _snapshot_ids_to_expire: Set[int] = set()
     _updates: Tuple[TableUpdate, ...] = ()
     _requirements: Tuple[TableRequirement, ...] = ()
 

From 511ea917014966d029a8aa38e121a9feee79eb0c Mon Sep 17 00:00:00 2001
From: ForeverAngry <61765732+ForeverAngry@users.noreply.github.com>
Date: Tue, 17 Jun 2025 17:43:09 -0400
Subject: [PATCH 30/30] Implement snapshot expiration with protection for
 branch/tag heads

Added ExpireSnapshots.expire_snapshots_older_than and expire_snapshots_by_ids methods to support expiring snapshots by timestamp and by multiple IDs.

Ensured that protected snapshots (branch/tag heads) cannot be expired, both at the API and commit stages.

Updated the expiration logic to always skip protected snapshots, even if they are accidentally included.

Added and fixed tests to verify that protected snapshots are never expired and that expiration works as expected for unprotected snapshots.

Improved test setup to accurately reflect post-commit metadata and to assert correct expiration behavior.
---
 pyiceberg/table/update/snapshot.py   |  36 ++++++++-
 tests/table/test_expire_snapshots.py | 105 +++++++++++++++++++++++++++
 2 files changed, 140 insertions(+), 1 deletion(-)

diff --git a/pyiceberg/table/update/snapshot.py b/pyiceberg/table/update/snapshot.py
index 6bdb9b0058..5383cd5c9e 100644
--- a/pyiceberg/table/update/snapshot.py
+++ b/pyiceberg/table/update/snapshot.py
@@ -864,12 +864,15 @@ def _commit(self) -> UpdatesAndRequirements:
         """
         Commit the staged updates and requirements.
 
-        This will remove the snapshots with the given IDs.
+        This will remove the snapshots with the given IDs, but will always skip protected snapshots (branch/tag heads).
 
         Returns:
             Tuple of updates and requirements to be committed,
             as required by the calling parent apply functions.
         """
+        # Remove any protected snapshot IDs from the set to expire, just in case
+        protected_ids = self._get_protected_snapshot_ids()
+        self._snapshot_ids_to_expire -= protected_ids
         update = RemoveSnapshotsUpdate(snapshot_ids=self._snapshot_ids_to_expire)
         self._updates += (update,)
         return self._updates, self._requirements
@@ -911,3 +914,34 @@ def expire_snapshot_by_id(self, snapshot_id: int) -> ExpireSnapshots:
         self._snapshot_ids_to_expire.add(snapshot_id)
 
         return self
+
+    def expire_snapshots_by_ids(self, snapshot_ids: List[int]) -> "ExpireSnapshots":
+        """
+        Expire multiple snapshots by their IDs.
+
+        This will mark the snapshots for expiration.
+
+        Args:
+            snapshot_ids (List[int]): List of snapshot IDs to expire.
+        Returns:
+            This for method chaining.
+        """
+        for snapshot_id in snapshot_ids:
+            self.expire_snapshot_by_id(snapshot_id)
+        return self
+
+    def expire_snapshots_older_than(self, timestamp_ms: int) -> "ExpireSnapshots":
+        """
+        Expire all unprotected snapshots with a timestamp older than a given value.
+
+        Args:
+            timestamp_ms (int): Only snapshots with timestamp_ms < this value will be expired.
+
+        Returns:
+            This for method chaining.
+        """
+        protected_ids = self._get_protected_snapshot_ids()
+        for snapshot in self._transaction.table_metadata.snapshots:
+            if snapshot.timestamp_ms < timestamp_ms and snapshot.snapshot_id not in protected_ids:
+                self._snapshot_ids_to_expire.add(snapshot.snapshot_id)
+        return self
diff --git a/tests/table/test_expire_snapshots.py b/tests/table/test_expire_snapshots.py
index 0fcf4f7c9e..82ecb9e493 100644
--- a/tests/table/test_expire_snapshots.py
+++ b/tests/table/test_expire_snapshots.py
@@ -117,3 +117,108 @@ def test_expire_nonexistent_snapshot_raises(table_v2: Table) -> None:
         table_v2.expire_snapshots().expire_snapshot_by_id(NONEXISTENT_SNAPSHOT).commit()
 
     table_v2.catalog.commit_table.assert_not_called()
+
+
+def test_expire_snapshots_by_timestamp_skips_protected(table_v2: Table) -> None:
+    # Setup: two snapshots; both are old, but one is head/tag protected
+    HEAD_SNAPSHOT = 3051729675574597004
+    TAGGED_SNAPSHOT = 3055729675574597004
+
+    # Add snapshots to metadata for timestamp/protected test
+    from types import SimpleNamespace
+
+    table_v2.metadata = table_v2.metadata.model_copy(
+        update={
+            "refs": {
+                "main": MagicMock(snapshot_id=HEAD_SNAPSHOT, snapshot_ref_type="branch"),
+                "mytag": MagicMock(snapshot_id=TAGGED_SNAPSHOT, snapshot_ref_type="tag"),
+            },
+            "snapshots": [
+                SimpleNamespace(snapshot_id=HEAD_SNAPSHOT, timestamp_ms=1, parent_snapshot_id=None),
+                SimpleNamespace(snapshot_id=TAGGED_SNAPSHOT, timestamp_ms=1, parent_snapshot_id=None),
+            ],
+        }
+    )
+    table_v2.catalog = MagicMock()
+
+    # Attempt to expire all snapshots before a future timestamp (so both are candidates)
+    future_timestamp = 9999999999999  # Far in the future, after any real snapshot
+
+    # Mock the catalog's commit_table to return the current metadata (simulate no change)
+    mock_response = CommitTableResponse(
+        metadata=table_v2.metadata,  # protected snapshots remain
+        metadata_location="mock://metadata/location",
+        uuid=uuid4(),
+    )
+    table_v2.catalog.commit_table.return_value = mock_response
+
+    table_v2.expire_snapshots().expire_snapshots_older_than(future_timestamp).commit()
+    # Update metadata to reflect the commit (as in other tests)
+    table_v2.metadata = mock_response.metadata
+
+    # Both protected snapshots should remain
+    remaining_ids = {s.snapshot_id for s in table_v2.metadata.snapshots}
+    assert HEAD_SNAPSHOT in remaining_ids
+    assert TAGGED_SNAPSHOT in remaining_ids
+
+    # No snapshots should have been expired (commit_table called, but with empty snapshot_ids)
+    args, kwargs = table_v2.catalog.commit_table.call_args
+    updates = args[2] if len(args) > 2 else ()
+    # Find RemoveSnapshotsUpdate in updates
+    remove_update = next((u for u in updates if getattr(u, "action", None) == "remove-snapshots"), None)
+    assert remove_update is not None
+    assert remove_update.snapshot_ids == []
+
+
+def test_expire_snapshots_by_ids(table_v2: Table) -> None:
+    """Test that multiple unprotected snapshots can be expired by IDs."""
+    EXPIRE_SNAPSHOT_1 = 3051729675574597004
+    EXPIRE_SNAPSHOT_2 = 3051729675574597005
+    KEEP_SNAPSHOT = 3055729675574597004
+
+    mock_response = CommitTableResponse(
+        metadata=table_v2.metadata.model_copy(update={"snapshots": [KEEP_SNAPSHOT]}),
+        metadata_location="mock://metadata/location",
+        uuid=uuid4(),
+    )
+    table_v2.catalog = MagicMock()
+    table_v2.catalog.commit_table.return_value = mock_response
+
+    # Remove any refs that protect the snapshots to be expired
+    table_v2.metadata = table_v2.metadata.model_copy(
+        update={
+            "refs": {
+                "main": MagicMock(snapshot_id=KEEP_SNAPSHOT, snapshot_ref_type="branch"),
+                "tag1": MagicMock(snapshot_id=KEEP_SNAPSHOT, snapshot_ref_type="tag"),
+            }
+        }
+    )
+
+    # Add snapshots to metadata for multi-id test
+    from types import SimpleNamespace
+
+    table_v2.metadata = table_v2.metadata.model_copy(
+        update={
+            "refs": {
+                "main": MagicMock(snapshot_id=KEEP_SNAPSHOT, snapshot_ref_type="branch"),
+                "tag1": MagicMock(snapshot_id=KEEP_SNAPSHOT, snapshot_ref_type="tag"),
+            },
+            "snapshots": [
+                SimpleNamespace(snapshot_id=EXPIRE_SNAPSHOT_1, timestamp_ms=1, parent_snapshot_id=None),
+                SimpleNamespace(snapshot_id=EXPIRE_SNAPSHOT_2, timestamp_ms=1, parent_snapshot_id=None),
+                SimpleNamespace(snapshot_id=KEEP_SNAPSHOT, timestamp_ms=2, parent_snapshot_id=None),
+            ],
+        }
+    )
+
+    # Assert fixture data
+    assert all(ref.snapshot_id not in (EXPIRE_SNAPSHOT_1, EXPIRE_SNAPSHOT_2) for ref in table_v2.metadata.refs.values())
+
+    # Expire the snapshots
+    table_v2.expire_snapshots().expire_snapshots_by_ids([EXPIRE_SNAPSHOT_1, EXPIRE_SNAPSHOT_2]).commit()
+
+    table_v2.catalog.commit_table.assert_called_once()
+    remaining_snapshots = table_v2.metadata.snapshots
+    assert EXPIRE_SNAPSHOT_1 not in remaining_snapshots
+    assert EXPIRE_SNAPSHOT_2 not in remaining_snapshots
+    assert len(table_v2.metadata.snapshots) == 1