diff --git a/.github/workflows/merge-develop.yml b/.github/workflows/merge-develop.yml
index 50616c7..ba4ebc9 100644
--- a/.github/workflows/merge-develop.yml
+++ b/.github/workflows/merge-develop.yml
@@ -34,7 +34,7 @@ jobs:
         with:
           path: |
             .venv
-          key: ${{ runner.os }}-poetry-v2-py3.8-${{ hashFiles('./poetry.lock') }}
+          key: ${{ runner.os }}-poetry-v2-py3.9-${{ hashFiles('./poetry.lock') }}
 
       - name: git reset
         run: git reset --hard
diff --git a/.github/workflows/pull-request.yml b/.github/workflows/pull-request.yml
index 9006700..c398b32 100644
--- a/.github/workflows/pull-request.yml
+++ b/.github/workflows/pull-request.yml
@@ -12,7 +12,7 @@ jobs:
   tox:
     strategy:
       matrix:
-        python-version: ["3.8", "3.9", "3.10", "3.11"]
+        python-version: ["3.9", "3.10", "3.11"]
 
     runs-on: ubuntu-latest
     if: github.repository == 'NHSDigital/nhs-aws-helpers'
@@ -114,7 +114,7 @@ jobs:
         with:
           path: |
             .venv
-          key: ${{ runner.os }}-poetry-v2-py3.8-${{ hashFiles('./poetry.lock') }}
+          key: ${{ runner.os }}-poetry-v2-py3.9-${{ hashFiles('./poetry.lock') }}
 
       - name: git reset
         run: git reset --hard
@@ -171,7 +171,7 @@ jobs:
 
       - name: archive reports
         if: success() || failure()
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: reports
           path: reports/**/*
@@ -231,7 +231,7 @@ jobs:
         with:
           path: |
             .venv
-          key: ${{ runner.os }}-poetry-v2-py3.8-${{ hashFiles('./poetry.lock') }}
+          key: ${{ runner.os }}-poetry-v2-py3.9-${{ hashFiles('./poetry.lock') }}
 
       - name: git reset
         run: git reset --hard
diff --git a/.tool-versions b/.tool-versions
index 32d40b7..32a48cf 100644
--- a/.tool-versions
+++ b/.tool-versions
@@ -1,2 +1,2 @@
 poetry 1.8.5
-python 3.10.12 3.8.12 3.9.12 3.11.5
+python 3.10.12 3.9.12 3.11.5
diff --git a/.vscode/settings.json b/.vscode/settings.json
index d742caf..1780e78 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -2,7 +2,7 @@
     "editor.formatOnSave": true,
     "[python]": {
         "editor.codeActionsOnSave": {
-            "source.organizeImports": true
+            "source.organizeImports": "explicit"
         }
     },
     "isort.args": [
diff --git a/nhs_aws_helpers/__init__.py b/nhs_aws_helpers/__init__.py
index ba82d0a..8a2b590 100644
--- a/nhs_aws_helpers/__init__.py
+++ b/nhs_aws_helpers/__init__.py
@@ -7,22 +7,15 @@
 import random
 import re
 import time
+from collections.abc import AsyncGenerator, Generator, Iterable, Sequence
 from concurrent.futures import ThreadPoolExecutor, as_completed
 from functools import partial, reduce, wraps
 from typing import (
     IO,
     Any,
-    AsyncGenerator,
     Callable,
-    Dict,
-    Generator,
-    Iterable,
-    List,
     Literal,
     Optional,
-    Sequence,
-    Tuple,
-    Type,
     TypeVar,
     Union,
     cast,
@@ -86,7 +79,7 @@ def s3_build_uri(bucket: str, key: str) -> str:
     return f"s3://{bucket}/{key}"
 
 
-def s3_split_path(s3uri: str) -> Tuple[str, str, str]:
+def s3_split_path(s3uri: str) -> tuple[str, str, str]:
     match = s3re.match(s3uri)
     if not match:
         raise ValueError(f"Not a s3 uri: {s3uri}")
@@ -94,7 +87,7 @@ def s3_split_path(s3uri: str) -> Tuple[str, str, str]:
     return scheme, bucket, key
 
 
-_default_configs: Dict[str, Config] = {}
+_default_configs: dict[str, Config] = {}
 
 _pre_configure: Optional[Callable[[str, str, Optional[Config]], Optional[Config]]] = None
 
@@ -322,9 +315,9 @@ def secret_binary_value(name: str, session: Optional[Session] = None, config: Op
 
 def ssm_parameter(
     name: str, decrypt=False, session: Optional[Session] = None, config: Optional[Config] = None
-) -> Union[str, List[str]]:
+) -> Union[str, list[str]]:
     ssm = ssm_client(session=session, config=config)
-    value = cast(Union[str, List[str]], ssm.get_parameter(Name=name, WithDecryption=decrypt)["Parameter"]["Value"])
+    value = cast(Union[str, list[str]], ssm.get_parameter(Name=name, WithDecryption=decrypt)["Parameter"]["Value"])
     return value
 
 
@@ -359,7 +352,7 @@ def s3_get_tags(
     session: Optional[Session] = None,
     config: Optional[Config] = None,
     client: Optional[S3Client] = None,
-) -> Dict[str, str]:
+) -> dict[str, str]:
     client = client or s3_resource(session=session, config=config).meta.client
     result = client.get_object_tagging(Bucket=bucket, Key=key)
     tags = {pair["Key"]: pair["Value"] for pair in result["TagSet"]}
@@ -369,7 +362,7 @@ def s3_get_tags(
 def s3_replace_tags(
     bucket: str,
     key: str,
-    tags: Dict[str, str],
+    tags: dict[str, str],
     session: Optional[Session] = None,
     config: Optional[Config] = None,
     client: Optional[S3Client] = None,
@@ -384,11 +377,11 @@ def s3_replace_tags(
 def s3_update_tags(
     bucket: str,
     key: str,
-    tags: Dict[str, str],
+    tags: dict[str, str],
     session: Optional[Session] = None,
     config: Optional[Config] = None,
     client: Optional[S3Client] = None,
-) -> Dict[str, str]:
+) -> dict[str, str]:
     client = client or s3_resource(session=session, config=config).meta.client
 
     result = client.get_object_tagging(Bucket=bucket, Key=key)
@@ -407,7 +400,7 @@ def s3_get_all_keys(
     session: Optional[Session] = None,
     config: Optional[Config] = None,
     client: Optional[S3Client] = None,
-) -> List[str]:
+) -> list[str]:
     client = client or s3_resource(session=session, config=config).meta.client
     paginator = client.get_paginator("list_objects_v2")
     page_iterator = paginator.paginate(Bucket=bucket, Prefix=prefix)
@@ -442,7 +435,7 @@ def s3_delete_keys(
 
 
 def s3_delete_versioned_keys(
-    keys: Iterable[Tuple[str, str]], bucket: str, session: Optional[Session] = None, config: Optional[Config] = None
+    keys: Iterable[tuple[str, str]], bucket: str, session: Optional[Session] = None, config: Optional[Config] = None
 ):
     # delete specific versions, rather than deleting "objects" and adding delete_marker
     buck = s3_bucket(bucket, session=session, config=config)
@@ -512,7 +505,8 @@ def filter_items(items: Sequence[Union[DeleteMarkerEntryTypeDef, ObjectVersionTy
 
     for i in range(0, len(version_list), 1000):
         response = client.delete_objects(
-            Bucket=bucket, Delete={"Objects": version_list[i : i + 1000], "Quiet": True}  # type: ignore[typeddict-item]
+            Bucket=bucket,
+            Delete={"Objects": version_list[i : i + 1000], "Quiet": True},  # type: ignore[typeddict-item]
         )
         print(response)
 
@@ -608,7 +602,7 @@ def s3_put(bucket: Bucket, key: str, body: Union[bytes, str], encoding: str = "u
     return obj
 
 
-def s3_list_prefixes(s3_path: str, session: Optional[Session] = None, config: Optional[Config] = None) -> List[str]:
+def s3_list_prefixes(s3_path: str, session: Optional[Session] = None, config: Optional[Config] = None) -> list[str]:
     _na, bucket, prefix = s3_split_path(s3_path)
 
     if not prefix.endswith("/"):
@@ -619,7 +613,7 @@ def s3_list_prefixes(s3_path: str, session: Optional[Session] = None, config: Op
     return [o["Prefix"].replace(prefix, "").strip("/") for o in result.get("CommonPrefixes", [])]
 
 
-def s3_list_folders(bucket_name: str, bucket_prefix: str, page_size: int = 100) -> List[str]:
+def s3_list_folders(bucket_name: str, bucket_prefix: str, page_size: int = 100) -> list[str]:
     paginator = s3_client().get_paginator("list_objects")
     folders = []
     iterator = paginator.paginate(
@@ -656,7 +650,7 @@ def s3_get_size(
 
 
 def s3_upload_multipart_from_copy(
-    obj: Object, parts_keys: Sequence[str], executor_type: Type[ThreadPoolExecutor] = ThreadPoolExecutor, **kwargs
+    obj: Object, parts_keys: Sequence[str], executor_type: type[ThreadPoolExecutor] = ThreadPoolExecutor, **kwargs
 ):
     multipart_upload = obj.initiate_multipart_upload(**kwargs)
 
@@ -889,7 +883,7 @@ async def _async_wrapper(*args, **kwargs):
 @dynamodb_retry_backoff()
 def get_items_batched(
     ddb_table_name: str,
-    keys: List[Dict[str, Any]],
+    keys: list[dict[str, Any]],
     client: Optional[DynamoDBClient] = None,
     session: Optional[Session] = None,
     config: Optional[Config] = None,
@@ -905,12 +899,12 @@ def get_items_batched(
 
 def ddb_get_items(
     ddb_table_name: str,
-    keys: List[Dict[str, Any]],
+    keys: list[dict[str, Any]],
     client: Optional[DynamoDBClient] = None,
     session: Optional[Session] = None,
     config: Optional[Config] = None,
     **kwargs,
-) -> List[Dict[str, Any]]:
+) -> list[dict[str, Any]]:
     client = client or cast(DynamoDBClient, dynamodb(session=session, config=config).meta.client)
     result = []
     remaining = keys
@@ -1106,7 +1100,7 @@ async def async_stream_from_s3(
 _RE_CANCELLATION_REASONS = re.compile(r"^.+\[(\w+[^\]]*?)\]$")
 
 
-def transaction_cancellation_reasons(err: ClientError) -> List[str]:
+def transaction_cancellation_reasons(err: ClientError) -> list[str]:
     """
     get cancellation reasons as strings .. e.g.  ['None', 'ConditionalCheckFailed', 'None']
     """
@@ -1121,7 +1115,7 @@ def transaction_cancellation_reasons(err: ClientError) -> List[str]:
     return [reason.strip() for reason in match.group(1).split(",")]
 
 
-def transaction_cancelled_for_only_reasons(err: ClientError, *match_reason: str) -> List[str]:
+def transaction_cancelled_for_only_reasons(err: ClientError, *match_reason: str) -> list[str]:
     """
     returns all reasons ... if all reasons either match match_reason or 'None'
     """
@@ -1130,5 +1124,5 @@ def transaction_cancelled_for_only_reasons(err: ClientError, *match_reason: str)
     return reasons if all(reason in match_reasons for reason in reasons) else []
 
 
-def cancellation_reasons_if_conditional_check(err: ClientError) -> List[str]:
+def cancellation_reasons_if_conditional_check(err: ClientError) -> list[str]:
     return transaction_cancelled_for_only_reasons(err, "ConditionalCheckFailed")
diff --git a/nhs_aws_helpers/async_s3_object_writer.py b/nhs_aws_helpers/async_s3_object_writer.py
index f68756a..7486c8f 100644
--- a/nhs_aws_helpers/async_s3_object_writer.py
+++ b/nhs_aws_helpers/async_s3_object_writer.py
@@ -1,6 +1,7 @@
 import asyncio
 from asyncio import Task
-from typing import Any, Final, Iterator, List, Mapping, Optional, Union
+from collections.abc import Iterator, Mapping
+from typing import Any, Final, Optional, Union
 
 from mypy_boto3_s3.service_resource import MultipartUpload, Object
 
@@ -28,8 +29,8 @@ def __init__(
         self._encoding = encoding
         self._buffer = b""
         self._bytes_written, self._position = (0, 0)
-        self._upload_tasks: List[Task] = []
-        self._upload_errors: List[Exception] = []
+        self._upload_tasks: list[Task] = []
+        self._upload_errors: list[Exception] = []
         self._buffer_size = buffer_size
         self._multipart_upload: Optional[MultipartUpload] = None
         self._name = name
@@ -95,7 +96,7 @@ def read(self, num_bytes: int = ...) -> Union[str, bytes]:
     def readline(self, limit: int = ...) -> Union[str, bytes]:
         raise NotImplementedError
 
-    def readlines(self, hint: int = ...) -> List[Union[str, bytes]]:
+    def readlines(self, hint: int = ...) -> list[Union[str, bytes]]:
         raise NotImplementedError
 
     def seek(self, offset: int, whence: int = ...) -> int:
@@ -107,7 +108,7 @@ def __next__(self) -> Union[str, bytes]:
     def __iter__(self) -> Iterator[Union[str, bytes]]:
         raise NotImplementedError
 
-    async def writelines(self, lines: List[Union[str, bytes]]) -> None:
+    async def writelines(self, lines: list[Union[str, bytes]]) -> None:
         for arg in lines:
             await self.write(arg)
 
diff --git a/nhs_aws_helpers/dynamodb_model_store/base_model.py b/nhs_aws_helpers/dynamodb_model_store/base_model.py
index c08523c..deccf7a 100644
--- a/nhs_aws_helpers/dynamodb_model_store/base_model.py
+++ b/nhs_aws_helpers/dynamodb_model_store/base_model.py
@@ -1,7 +1,8 @@
 import inspect
+from collections.abc import Mapping
 from dataclasses import fields, is_dataclass
 from functools import lru_cache
-from typing import Any, Dict, Generic, List, Mapping, Tuple, Type, TypeVar, cast
+from typing import Any, Generic, TypeVar, cast
 
 TModelKey = TypeVar("TModelKey", bound=Mapping[str, Any])
 
@@ -11,7 +12,7 @@ class serialised_property(property):
 
 
 class BaseModel(Generic[TModelKey]):
-    _model_key_type: Type[TModelKey]
+    _model_key_type: type[TModelKey]
 
     @serialised_property
     def model_type(self) -> str:
@@ -21,7 +22,7 @@ def model_key(self) -> TModelKey:
         return cast(TModelKey, {k: getattr(self, k) for k in self.model_key_fields()})
 
     @classmethod
-    def model_key_fields(cls) -> List[str]:
+    def model_key_fields(cls) -> list[str]:
         model_key_fields = _MODEL_KEY_FIELDS.get(cls._model_key_type)
         if not model_key_fields:
             model_key_fields = list(cls._model_key_type.__annotations__.keys())
@@ -31,16 +32,16 @@ def model_key_fields(cls) -> List[str]:
         return model_key_fields
 
     @classmethod
-    def model_key_from_item(cls, item: Dict[str, Any]) -> TModelKey:
+    def model_key_from_item(cls, item: dict[str, Any]) -> TModelKey:
         return cast(TModelKey, {k: item.get(k) for k in cls.model_key_fields()})
 
 
-_MODEL_KEY_FIELDS: Dict[type, List[str]] = {}
+_MODEL_KEY_FIELDS: dict[type, list[str]] = {}
 
 
 @lru_cache
-def model_properties_cache(model_type: Type[BaseModel]) -> List[Tuple[str, type, Mapping[str, Any]]]:
-    model_fields: List[Tuple[str, type, Mapping[str, Any]]] = []
+def model_properties_cache(model_type: type[BaseModel]) -> list[tuple[str, type, Mapping[str, Any]]]:
+    model_fields: list[tuple[str, type, Mapping[str, Any]]] = []
 
     if is_dataclass(model_type):
         model_fields.extend([(field.name, field.type, field.metadata) for field in fields(model_type)])
diff --git a/nhs_aws_helpers/dynamodb_model_store/base_model_store.py b/nhs_aws_helpers/dynamodb_model_store/base_model_store.py
index 9669729..a47c565 100644
--- a/nhs_aws_helpers/dynamodb_model_store/base_model_store.py
+++ b/nhs_aws_helpers/dynamodb_model_store/base_model_store.py
@@ -1,22 +1,16 @@
 import asyncio
 import dataclasses
 import itertools
+from collections.abc import AsyncGenerator, Mapping, Sequence
 from dataclasses import dataclass, fields, is_dataclass
 from datetime import date, datetime
 from enum import Enum
 from time import time
 from typing import (
     Any,
-    AsyncGenerator,
-    Dict,
     Generic,
-    List,
     Literal,
-    Mapping,
     Optional,
-    Sequence,
-    Tuple,
-    Type,
     TypeVar,
     cast,
     get_args,
@@ -54,8 +48,8 @@
 
 @dataclass
 class PagedItems(Generic[TPageItem]):
-    items: List[TPageItem]
-    last_evaluated_key: Optional[Dict[str, Any]]
+    items: list[TPageItem]
+    last_evaluated_key: Optional[dict[str, Any]]
 
     def __post_init__(self):
         self.items = self.items or []
@@ -81,8 +75,8 @@ def __iadd__(self, other: "PagedItems") -> "PagedItems":
 
 
 class BaseModelStore(Generic[TBaseModel, TModelKey]):
-    _base_model_type: Type[TBaseModel]
-    _model_types: Dict[str, Type[TBaseModel]] = {}  # noqa: RUF012
+    _base_model_type: type[TBaseModel]
+    _model_types: dict[str, type[TBaseModel]] = {}  # noqa: RUF012
 
     def __new__(cls, *args, **kwargs):
         if (
@@ -108,7 +102,7 @@ def __init__(
         self._model_type_index_pk = model_type_index_pk
 
     @classmethod
-    def register_model_type(cls, model_type: Type[TBaseModel]):
+    def register_model_type(cls, model_type: type[TBaseModel]):
         cls._model_types[model_type.__name__] = model_type
 
     @property
@@ -128,7 +122,7 @@ def client(self) -> DynamoDBClient:
         return self.service.meta.client
 
     @property
-    def table_key_fields(self) -> List[str]:
+    def table_key_fields(self) -> list[str]:
         return self._table_key_fields
 
     @classmethod
@@ -182,13 +176,13 @@ def deserialise_value(cls, value_type: type, value: Any, **kwargs) -> Any:  # no
 
     @classmethod
     def _before_deserialise_model(
-        cls, model_dict: Dict[str, Any], model_type: Type[TBaseModel], **kwargs
-    ) -> Dict[str, Any]:
+        cls, model_dict: dict[str, Any], model_type: type[TBaseModel], **kwargs
+    ) -> dict[str, Any]:
         return model_dict
 
     @classmethod
     def deserialise_model(
-        cls, model_dict: Dict[str, Any], model_type: Type[TBaseModel_co], **kwargs
+        cls, model_dict: dict[str, Any], model_type: type[TBaseModel_co], **kwargs
     ) -> Optional[TBaseModel_co]:
         if model_dict is None:
             return None
@@ -196,11 +190,11 @@ def deserialise_model(
         if not is_dataclass(model_type):
             raise TypeError(f"type {model_type} is not a dataclass")
 
-        model_dict = cls._before_deserialise_model(model_dict, cast(Type[TBaseModel], model_type), **kwargs)
+        model_dict = cls._before_deserialise_model(model_dict, cast(type[TBaseModel], model_type), **kwargs)
 
         model_fields = fields(model_type)
 
-        deserialised: Dict[str, Any] = {}
+        deserialised: dict[str, Any] = {}
         for field in model_fields:
             value = model_dict.get(field.name)
             if value is None:
@@ -251,7 +245,7 @@ def _serialise_field(
         return value
 
     @classmethod
-    def serialise_model(cls, model: Any, **kwargs) -> Optional[Dict[str, Any]]:
+    def serialise_model(cls, model: Any, **kwargs) -> Optional[dict[str, Any]]:
         if model is None:
             return None
 
@@ -260,7 +254,7 @@ def serialise_model(cls, model: Any, **kwargs) -> Optional[Dict[str, Any]]:
 
         model_fields = model_properties_cache(model.__class__)
 
-        result: Dict[str, Any] = {}
+        result: dict[str, Any] = {}
 
         for field_name, field_type, metadata in model_fields:
             value = getattr(model, field_name)
@@ -278,8 +272,8 @@ def serialise_model(cls, model: Any, **kwargs) -> Optional[Dict[str, Any]]:
     @dynamodb_retry_backoff()
     async def get_item_with_retry_info(
         self, key: TModelKey, **kwargs
-    ) -> Tuple[Optional[Dict[str, Any]], float, str, int]:
-        kwargs["Key"] = cast(Dict[str, str], key)
+    ) -> tuple[Optional[dict[str, Any]], float, str, int]:
+        kwargs["Key"] = cast(dict[str, str], key)
 
         started = time()
         response = await run_in_executor(self.table.get_item, **kwargs)
@@ -288,19 +282,19 @@ async def get_item_with_retry_info(
         aws_request_id = response["ResponseMetadata"]["RequestId"]
         aws_retries = response["ResponseMetadata"]["RetryAttempts"]
 
-        item: Optional[Dict[str, Any]] = response.get("Item")
+        item: Optional[dict[str, Any]] = response.get("Item")
         if not item:
             return None, duration, aws_request_id, aws_retries
 
         return item, duration, aws_request_id, aws_retries
 
-    async def get_item(self, key: TModelKey, **kwargs) -> Optional[Dict[str, Any]]:
+    async def get_item(self, key: TModelKey, **kwargs) -> Optional[dict[str, Any]]:
         item, _, _, _ = await self.get_item_with_retry_info(key, **kwargs)
         return item
 
     async def get_model_with_retry_info(
-        self, key: TModelKey, model_type: Type[TBaseModel_co], **kwargs
-    ) -> Tuple[Optional[TBaseModel_co], float, str, int]:
+        self, key: TModelKey, model_type: type[TBaseModel_co], **kwargs
+    ) -> tuple[Optional[TBaseModel_co], float, str, int]:
         item, duration, aws_request_id, aws_retries = await self.get_item_with_retry_info(key, **kwargs)
 
         if not item:
@@ -313,15 +307,15 @@ async def get_model_with_retry_info(
             aws_retries,
         )
 
-    async def get_model(self, key: TModelKey, model_type: Type[TBaseModel_co], **kwargs) -> Optional[TBaseModel_co]:
+    async def get_model(self, key: TModelKey, model_type: type[TBaseModel_co], **kwargs) -> Optional[TBaseModel_co]:
         model, _, _, _ = await self.get_model_with_retry_info(key, model_type, **kwargs)
 
         return model
 
     async def transact_get_model(
-        self, key: TModelKey, model_type: Type[TBaseModel_co], **kwargs
+        self, key: TModelKey, model_type: type[TBaseModel_co], **kwargs
     ) -> Optional[TBaseModel_co]:
-        items = await self.transact_get_items(cast(List[TransactGetItemTypeDef], [{"Get": {"Key": key}}]))
+        items = await self.transact_get_items(cast(list[TransactGetItemTypeDef], [{"Get": {"Key": key}}]))
 
         if not items or not items[0]:
             return None
@@ -331,7 +325,7 @@ async def transact_get_model(
         return cast(Optional[TBaseModel_co], self.deserialise_model(item, model_type, **kwargs))
 
     @dynamodb_retry_backoff()
-    async def transact_get_items(self, get_items: Sequence[TransactGetItemTypeDef]) -> List[Optional[dict]]:
+    async def transact_get_items(self, get_items: Sequence[TransactGetItemTypeDef]) -> list[Optional[dict]]:
         get_items = list(get_items)
         for get_item in get_items:
             get_item["Get"]["TableName"] = self._table_name
@@ -344,16 +338,16 @@ async def transact_get_items(self, get_items: Sequence[TransactGetItemTypeDef])
         items = [resp.get("Item", None) for resp in responses]
         return items
 
-    def _model_key_tuple(self, key_or_item: Mapping[str, Any]) -> Tuple[str, ...]:
+    def _model_key_tuple(self, key_or_item: Mapping[str, Any]) -> tuple[str, ...]:
         return tuple(key_or_item[field] for field in self._base_model_type.model_key_fields())
 
-    async def transact_get_models(self, keys: Sequence[TModelKey], **kwargs) -> List[Optional[TBaseModel]]:
+    async def transact_get_models(self, keys: Sequence[TModelKey], **kwargs) -> list[Optional[TBaseModel]]:
         keys = list(keys)
         key_indexes = {self._model_key_tuple(key): ix for ix, key in enumerate(keys)}
 
         records = await self.transact_get_items([cast(TransactGetItemTypeDef, {"Get": {"Key": key}}) for key in keys])
 
-        models: List[Tuple[Tuple[str, ...], TBaseModel]] = [
+        models: list[tuple[tuple[str, ...], TBaseModel]] = [
             (
                 self._model_key_tuple(record),
                 cast(TBaseModel, self.deserialise_model(record, self._model_types[record["model_type"]], **kwargs)),
@@ -361,7 +355,7 @@ async def transact_get_models(self, keys: Sequence[TModelKey], **kwargs) -> List
             for record in records
             if record
         ]
-        results: List[Optional[TBaseModel]] = [None for _ in range(len(keys))]
+        results: list[Optional[TBaseModel]] = [None for _ in range(len(keys))]
 
         unexpected = []
 
@@ -378,7 +372,7 @@ async def transact_get_models(self, keys: Sequence[TModelKey], **kwargs) -> List
         return results
 
     @dynamodb_retry_backoff()
-    async def put_item(self, item: Dict[str, Any], **kwargs):
+    async def put_item(self, item: dict[str, Any], **kwargs):
         kwargs["Item"] = item
         await run_in_executor(self.table.put_item, **kwargs)
 
@@ -389,7 +383,7 @@ async def put_model(self, model: TBaseModel, **kwargs):
         await self.put_item(item, **kwargs)
 
     @dynamodb_retry_backoff()
-    async def put_item_if_not_exists(self, item: Dict[str, Any], **kwargs) -> bool:
+    async def put_item_if_not_exists(self, item: dict[str, Any], **kwargs) -> bool:
         try:
             await self.put_item(item, ConditionExpression=Attr(self._partition_key).not_exists(), **kwargs)
             return True
@@ -421,7 +415,7 @@ async def item_exists(self, key: TModelKey, consistent_read: bool = False, **kwa
 
     @dynamodb_retry_backoff()
     async def delete_item(self, key: TModelKey, **kwargs):
-        await run_in_executor(self.table.delete_item, Key=cast(Dict[str, Any], key), **kwargs)
+        await run_in_executor(self.table.delete_item, Key=cast(dict[str, Any], key), **kwargs)
 
     @dynamodb_retry_backoff()
     async def paginate(
@@ -460,7 +454,7 @@ async def query(self, **kwargs) -> QueryOutputTableTypeDef:
 
     async def query_items(self, **kwargs) -> PagedItems[dict]:
         page = await self.query(**kwargs)
-        return PagedItems(page.get("Items", []), cast(Optional[Dict[str, Any]], page.get("LastEvaluatedKey", None)))
+        return PagedItems(page.get("Items", []), cast(Optional[dict[str, Any]], page.get("LastEvaluatedKey", None)))
 
     @dynamodb_retry_backoff()
     async def query_count(self, **kwargs) -> int:
@@ -475,13 +469,13 @@ async def query_count(self, **kwargs) -> int:
     async def transact_write_items(self, transact_items: list, **kwargs):
         return await run_in_executor(self.client.transact_write_items, TransactItems=transact_items, **kwargs)
 
-    def _prepare_transaction(self, actions: List[Dict[str, Any]], table_name: str, **kwargs):
+    def _prepare_transaction(self, actions: list[dict[str, Any]], table_name: str, **kwargs):
         transact_items = []
         for action in actions:
             for operation, item in action.items():
                 assert operation in ("Put", "Update", "Delete", "ConditionCheck"), f"unexpected_operation: {operation}"
                 serialised = self.serialise_value(item, **kwargs)
-                content: Dict[str, Any] = {"TableName": table_name}
+                content: dict[str, Any] = {"TableName": table_name}
                 if operation == "Put" and is_dataclass_instance(item):
                     content["Item"] = serialised
                 else:
@@ -490,15 +484,15 @@ def _prepare_transaction(self, actions: List[Dict[str, Any]], table_name: str, *
                 transact_items.append({operation: content})
         return transact_items
 
-    async def transact_write(self, actions: List[Dict[str, Any]]):
+    async def transact_write(self, actions: list[dict[str, Any]]):
         transaction = self._prepare_transaction(actions=actions, table_name=self._table_name)
         return await self.transact_write_items(transaction)
 
     @dynamodb_retry_backoff()
     async def update_item_with_retry_info(
         self, key: TModelKey, **kwargs
-    ) -> Tuple[UpdateItemOutputTableTypeDef, float, str, int]:
-        kwargs["Key"] = cast(Dict[str, str], key)
+    ) -> tuple[UpdateItemOutputTableTypeDef, float, str, int]:
+        kwargs["Key"] = cast(dict[str, str], key)
 
         started = time()
         response = await run_in_executor(self.table.update_item, **kwargs)
@@ -519,7 +513,7 @@ def batch_writer(self, flush_amount: int = 25) -> "_AsyncBatchWriter":
             flush_amount=flush_amount,
         )
 
-    async def query_all_items(self, max_items: int = 0, **kwargs) -> List[dict]:
+    async def query_all_items(self, max_items: int = 0, **kwargs) -> list[dict]:
         result = []
 
         async for items, _ in self.paginate_items("query", **kwargs):
@@ -529,7 +523,7 @@ async def query_all_items(self, max_items: int = 0, **kwargs) -> List[dict]:
 
         return result
 
-    async def get_all_model_keys(self, model_type: Type[TBaseModel_co], max_keys: int = 0) -> List[TModelKey]:
+    async def get_all_model_keys(self, model_type: type[TBaseModel_co], max_keys: int = 0) -> list[TModelKey]:
         assert self._model_type_index_name
         assert self._model_type_index_pk
         results = await self.query_all_items(
@@ -540,8 +534,8 @@ async def get_all_model_keys(self, model_type: Type[TBaseModel_co], max_keys: in
         return [model_type.model_key_from_item(res) for res in results]
 
     async def get_all_models(
-        self, model_type: Type[TBaseModel_co], max_concurrency=10, max_models: int = 0
-    ) -> List[TBaseModel_co]:
+        self, model_type: type[TBaseModel_co], max_concurrency=10, max_models: int = 0
+    ) -> list[TBaseModel_co]:
         model_keys = await self.get_all_model_keys(model_type=model_type, max_keys=max_models)
         return [
             cast(TBaseModel_co, record)
@@ -552,7 +546,7 @@ async def get_all_models(
     async def paginate_models(
         self,
         paginator_type: Literal["query", "scan", "list_backups", "list_tables"],
-        model_type: Type[TBaseModel_co],
+        model_type: type[TBaseModel_co],
         **kwargs,
     ) -> AsyncGenerator[PagedItems[TBaseModel_co], None]:
         async for items, last_evaluated_key in self.paginate_items(paginator_type, **kwargs):
@@ -564,7 +558,7 @@ async def paginate_models(
     async def paginate_models_from_index(
         self,
         paginator_type: Literal["query", "scan", "list_backups", "list_tables"],
-        model_type: Type[TBaseModel_co],
+        model_type: type[TBaseModel_co],
         index_name: str,
         **kwargs,
     ) -> AsyncGenerator[PagedItems[TBaseModel_co], None]:
@@ -576,14 +570,14 @@ async def paginate_models_from_index(
                 last_evaluated_key=last_evaluated_key,
             )
 
-    async def query_models(self, model_type: Type[TBaseModel_co], **kwargs) -> PagedItems[TBaseModel_co]:
+    async def query_models(self, model_type: type[TBaseModel_co], **kwargs) -> PagedItems[TBaseModel_co]:
         items, last_evaluated_key = await self.query_items(**kwargs)
         return PagedItems(
             items=[cast(TBaseModel_co, self.deserialise_model(item, model_type, **kwargs)) for item in items],
             last_evaluated_key=last_evaluated_key,
         )
 
-    async def query_all_models(self, model_type: Type[TBaseModel_co], **kwargs) -> List[TBaseModel_co]:
+    async def query_all_models(self, model_type: type[TBaseModel_co], **kwargs) -> list[TBaseModel_co]:
         result = []
 
         async for models, _ in self.paginate_models("query", model_type, **kwargs):
@@ -592,16 +586,16 @@ async def query_all_models(self, model_type: Type[TBaseModel_co], **kwargs) -> L
 
     def _get_batch_results(
         self, response: BatchGetItemOutputServiceResourceTypeDef
-    ) -> Tuple[List[Dict[str, Any]], List[TModelKey]]:
+    ) -> tuple[list[dict[str, Any]], list[TModelKey]]:
         assert response["ResponseMetadata"]["HTTPStatusCode"] == 200
-        results: List[Dict[str, Any]] = response.get("Responses", {}).get(self._table_name) or []
-        unprocessed_keys: Dict[str, Any] = response.get("UnprocessedKeys", {})
-        unprocessed = cast(List[TModelKey], unprocessed_keys.get(self._table_name, {}).get("Keys") or [])
+        results: list[dict[str, Any]] = response.get("Responses", {}).get(self._table_name) or []
+        unprocessed_keys: dict[str, Any] = response.get("UnprocessedKeys", {})
+        unprocessed = cast(list[TModelKey], unprocessed_keys.get(self._table_name, {}).get("Keys") or [])
 
         return results, unprocessed
 
     @dynamodb_retry_backoff()
-    async def _get_batch(self, keys: List[TModelKey], **kwargs) -> Tuple[List[Dict[str, Any]], List[TModelKey]]:
+    async def _get_batch(self, keys: list[TModelKey], **kwargs) -> tuple[list[dict[str, Any]], list[TModelKey]]:
         if not keys:
             return [], []
 
@@ -611,7 +605,7 @@ async def _get_batch(self, keys: List[TModelKey], **kwargs) -> Tuple[List[Dict[s
         response = await run_in_executor(self.service.batch_get_item, RequestItems={self._table_name: request})
         return self._get_batch_results(response)
 
-    async def batch_get_item(self, keys: List[TModelKey], max_concurrency: int = 10, **kwargs) -> List[Dict[str, Any]]:
+    async def batch_get_item(self, keys: list[TModelKey], max_concurrency: int = 10, **kwargs) -> list[dict[str, Any]]:
         def _chunk(it, size):
             it = iter(it)
             return iter(lambda: tuple(itertools.islice(it, size)), ())
@@ -636,13 +630,13 @@ def _chunk(it, size):
 
     async def batch_get_item_ordered(
         self, keys: Sequence[TModelKey], max_concurrency: int = 10, **kwargs
-    ) -> List[Optional[dict]]:
+    ) -> list[Optional[dict]]:
         keys = list(keys)
-        key_indexes: Dict[Tuple[str, ...], int] = {self._model_key_tuple(key): ix for ix, key in enumerate(keys)}
+        key_indexes: dict[tuple[str, ...], int] = {self._model_key_tuple(key): ix for ix, key in enumerate(keys)}
 
         records = await self.batch_get_item(keys, max_concurrency=max_concurrency, **kwargs)
 
-        results: List[Optional[dict]] = [None for _ in range(len(keys))]
+        results: list[Optional[dict]] = [None for _ in range(len(keys))]
 
         unexpected = []
 
@@ -661,10 +655,10 @@ async def batch_get_item_ordered(
 
     async def batch_get_model(
         self, keys: Sequence[TModelKey], max_concurrency: int = 10, **kwargs
-    ) -> List[Optional[TBaseModel]]:
+    ) -> list[Optional[TBaseModel]]:
         ordered = await self.batch_get_item_ordered(keys, max_concurrency=max_concurrency)
 
-        models: List[Optional[TBaseModel]] = [
+        models: list[Optional[TBaseModel]] = [
             (
                 cast(TBaseModel, self.deserialise_model(record, self._model_types[record["model_type"]], **kwargs))
                 if record
@@ -685,7 +679,7 @@ def __init__(self, store: BaseModelStore, flush_amount=25):
         self._store = store
         self._table_name = store.table.table_name
         self._client = store.client
-        self._items_buffer: List[WriteRequestOutputTypeDef] = []
+        self._items_buffer: list[WriteRequestOutputTypeDef] = []
         self._flush_amount = flush_amount
         self._overwrite_by_keys = store.table_key_fields
 
diff --git a/nhs_aws_helpers/fixtures.py b/nhs_aws_helpers/fixtures.py
index 0328150..14dad6d 100644
--- a/nhs_aws_helpers/fixtures.py
+++ b/nhs_aws_helpers/fixtures.py
@@ -1,5 +1,6 @@
 import json
-from typing import Any, Dict, Generator, Tuple
+from collections.abc import Generator
+from typing import Any
 
 import petname  # type: ignore[import]
 import pytest
@@ -90,11 +91,11 @@ def temp_versioned_s3_bucket_fixture(session_temp_s3_bucket: Bucket) -> Bucket:
 
 
 @pytest.fixture(name="temp_event_bus")
-def temp_event_bus_fixture() -> Generator[Tuple[Queue, str], None, None]:
+def temp_event_bus_fixture() -> Generator[tuple[Queue, str], None, None]:
     """
         creates a temporary event bus and a Queue to listen to the event bus
     Returns:
-        Tuple[Queue, str]: the listening queue and event bus name
+        tuple[Queue, str]: the listening queue and event bus name
     """
     events = events_client()
     sqs = sqs_resource()
@@ -181,7 +182,7 @@ def clone_schema(table, on_demand_billing_mode: bool = True, provisioned_capacit
     }
     if on_demand_billing_mode:
         provisioned_capacity = 0
-    billing: Dict[str, Any] = (
+    billing: dict[str, Any] = (
         {
             "BillingMode": "PAY_PER_REQUEST",
         }
diff --git a/nhs_aws_helpers/s3_object_reader.py b/nhs_aws_helpers/s3_object_reader.py
index 47a3126..ff64baa 100644
--- a/nhs_aws_helpers/s3_object_reader.py
+++ b/nhs_aws_helpers/s3_object_reader.py
@@ -1,6 +1,7 @@
 import sys
+from collections.abc import Iterable
 from io import SEEK_CUR, SEEK_END, SEEK_SET
-from typing import IO, Any, Final, Iterable, Optional, Union, cast
+from typing import IO, Any, Final, Optional, Union, cast
 
 from botocore.response import StreamingBody
 from mypy_boto3_s3.service_resource import Object
diff --git a/nhs_aws_helpers/s3_object_writer.py b/nhs_aws_helpers/s3_object_writer.py
index fba3419..94d383d 100644
--- a/nhs_aws_helpers/s3_object_writer.py
+++ b/nhs_aws_helpers/s3_object_writer.py
@@ -1,14 +1,10 @@
+from collections.abc import Iterable, Iterator, Mapping
 from concurrent.futures import Future, ThreadPoolExecutor
 from typing import (
     IO,
     Any,
     AnyStr,
-    Dict,
     Final,
-    Iterable,
-    Iterator,
-    List,
-    Mapping,
     Optional,
     Union,
 )
@@ -39,10 +35,10 @@ def __init__(
         self._encoding = encoding
         self._buffer = b""
         self._bytes_written, self._position = (0, 0)
-        self._parts: List[Dict[str, int]] = []
-        self._upload_tasks: List[Future] = []
+        self._parts: list[dict[str, int]] = []
+        self._upload_tasks: list[Future] = []
         self._thread_pool: Optional[ThreadPoolExecutor] = None
-        self._upload_errors: List[Exception] = []
+        self._upload_errors: list[Exception] = []
         self._buffer_size = buffer_size
         self._multipart_upload: Optional[MultipartUpload] = None
         self._max_multipart_concurrency = max_multipart_concurrency
@@ -67,7 +63,7 @@ def read(self, n: int = ...) -> Union[str, bytes]:
     def readline(self, limit: int = ...) -> Union[str, bytes]:
         raise NotImplementedError
 
-    def readlines(self, hint: int = ...) -> List[Union[str, bytes]]:
+    def readlines(self, hint: int = ...) -> list[Union[str, bytes]]:
         raise NotImplementedError
 
     def seek(self, offset: int, whence: int = ...) -> int:
diff --git a/poetry.lock b/poetry.lock
index c490149..babc5ef 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,16 +1,5 @@
 # This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
 
-[[package]]
-name = "appnope"
-version = "0.1.4"
-description = "Disable App Nap on macOS >= 10.9"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
-    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
-]
-
 [[package]]
 name = "asttokens"
 version = "3.0.0"
@@ -26,46 +15,35 @@ files = [
 astroid = ["astroid (>=2,<4)"]
 test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
 
-[[package]]
-name = "backcall"
-version = "0.2.0"
-description = "Specifications for callback functions passed in to an API"
-optional = false
-python-versions = "*"
-files = [
-    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
-    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
-]
-
 [[package]]
 name = "black"
-version = "24.8.0"
+version = "24.10.0"
 description = "The uncompromising code formatter."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "black-24.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:09cdeb74d494ec023ded657f7092ba518e8cf78fa8386155e4a03fdcc44679e6"},
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 [[package]]
 name = "jedi"
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+    {file = "mypy_boto3_ses-1.38.0.tar.gz", hash = "sha256:1741e3cbace8454b121d93d22d49c8238be955eb9db602f6561d4222a6e3df30"},
 ]
 
 [package.dependencies]
@@ -1143,13 +1107,13 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-sns"
-version = "1.35.93"
-description = "Type annotations for boto3 SNS 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.38.0"
+description = "Type annotations for boto3 SNS 1.38.0 service generated with mypy-boto3-builder 8.10.1"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mypy_boto3_sns-1.35.93-py3-none-any.whl", hash = "sha256:528b0246da33f4f0fce957cbcc844d9df4df372b70229361a0694f125b40dfcc"},
-    {file = "mypy_boto3_sns-1.35.93.tar.gz", hash = "sha256:fd17cec410bc477096652431d324881f4d33b89fab7c4c857f3347442354ffa1"},
+    {file = "mypy_boto3_sns-1.38.0-py3-none-any.whl", hash = "sha256:e9da0864fe8463a390a0b83c3731830c7aabe98baac61091f06442fcb796186d"},
+    {file = "mypy_boto3_sns-1.38.0.tar.gz", hash = "sha256:0e7cbec9c591db0e3c5acbe3ad3c47dfb0e58ef96c13aad49c27c9fdea3d4628"},
 ]
 
 [package.dependencies]
@@ -1157,13 +1121,13 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-sqs"
-version = "1.35.93"
-description = "Type annotations for boto3 SQS 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.38.0"
+description = "Type annotations for boto3 SQS 1.38.0 service generated with mypy-boto3-builder 8.10.1"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mypy_boto3_sqs-1.35.93-py3-none-any.whl", hash = "sha256:341974f77e66851b9a4190d0014481e6baabae82d32f9ee559faa823b693609b"},
-    {file = "mypy_boto3_sqs-1.35.93.tar.gz", hash = "sha256:8ea7f63e0878544705c31996ae4c064095fbb4f780f8323a84f7a75281d643fe"},
+    {file = "mypy_boto3_sqs-1.38.0-py3-none-any.whl", hash = "sha256:8e881c8492f6f51dcbe1cce9d9f05334f4b256b5843e227fa925e0f6e702b31d"},
+    {file = "mypy_boto3_sqs-1.38.0.tar.gz", hash = "sha256:39aebc121a2fe20f962fd83b617fd916003605d6f6851fdf195337a0aa428fe1"},
 ]
 
 [package.dependencies]
@@ -1171,13 +1135,13 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-ssm"
-version = "1.35.93"
-description = "Type annotations for boto3 SSM 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.38.5"
+description = "Type annotations for boto3 SSM 1.38.5 service generated with mypy-boto3-builder 8.10.1"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "mypy_boto3_ssm-1.35.93.tar.gz", hash = "sha256:2e2610e33ca4a075595d30fa061ef2e54c9d9b6ced14a196316dcd032372dd8c"},
+    {file = "mypy_boto3_ssm-1.38.5-py3-none-any.whl", hash = "sha256:1bb0f932bee9038a53ab02781f959fc553a5d7f5e9d7cba56f998d0eb0a5878f"},
+    {file = "mypy_boto3_ssm-1.38.5.tar.gz", hash = "sha256:e95bbad7d2f6b4849bc946eb9bbcc1f134cbdaafb172c365bedecdb3104eee0e"},
 ]
 
 [package.dependencies]
@@ -1185,13 +1149,13 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-boto3-stepfunctions"
-version = "1.35.93"
-description = "Type annotations for boto3 SFN 1.35.93 service generated with mypy-boto3-builder 8.8.0"
+version = "1.38.0"
+description = "Type annotations for boto3 SFN 1.38.0 service generated with mypy-boto3-builder 8.10.1"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mypy_boto3_stepfunctions-1.35.93-py3-none-any.whl", hash = "sha256:7994450153298b87382119680d7fae4d8b5a6e6250cef364148ad8d0b84bd237"},
-    {file = "mypy_boto3_stepfunctions-1.35.93.tar.gz", hash = "sha256:20230615c42e7aabbd43b62657ca3534e96767245705d12d42672ac87cd1b59c"},
+    {file = "mypy_boto3_stepfunctions-1.38.0-py3-none-any.whl", hash = "sha256:3fd11db7a789de8ab523e1af24fb8f91a46281bb85ae3cfe51aaaff1b6b3c369"},
+    {file = "mypy_boto3_stepfunctions-1.38.0.tar.gz", hash = "sha256:b0102265c49fa0537bdb5d214677da89737b784f57ec02340d72210528088a99"},
 ]
 
 [package.dependencies]
@@ -1199,24 +1163,24 @@ typing-extensions = {version = "*", markers = "python_version < \"3.12\""}
 
 [[package]]
 name = "mypy-extensions"
-version = "1.0.0"
+version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 files = [
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-    {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
+    {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"},
+    {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
 ]
 
 [[package]]
 name = "packaging"
-version = "24.2"
+version = "25.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
-    {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
+    {file = "packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484"},
+    {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
 ]
 
 [[package]]
@@ -1269,32 +1233,21 @@ files = [
 [package.dependencies]
 ptyprocess = ">=0.5"
 
-[[package]]
-name = "pickleshare"
-version = "0.7.5"
-description = "Tiny 'shelve'-like database with concurrency support"
-optional = false
-python-versions = "*"
-files = [
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-]
-
 [[package]]
 name = "platformdirs"
-version = "4.3.6"
+version = "4.3.8"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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+    {file = "platformdirs-4.3.8-py3-none-any.whl", hash = "sha256:ff7059bb7eb1179e2685604f4aaf157cfd9535242bd23742eadc3c13542139b4"},
+    {file = "platformdirs-4.3.8.tar.gz", hash = "sha256:3d512d96e16bcb959a814c9f348431070822a6496326a4be0911c40b5a74c2bc"},
 ]
 
 [package.extras]
-docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
-type = ["mypy (>=1.11.2)"]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.14.1)"]
 
 [[package]]
 name = "pluggy"
@@ -1313,13 +1266,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.48"
+version = "3.0.51"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.8"
 files = [
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+    {file = "prompt_toolkit-3.0.51-py3-none-any.whl", hash = "sha256:52742911fde84e2d423e2f9a4cf1de7d7ac4e51958f648d9540e0fb8db077b07"},
+    {file = "prompt_toolkit-3.0.51.tar.gz", hash = "sha256:931a162e3b27fc90c86f1b48bb1fb2c528c2761475e57c9c06de13311c7b54ed"},
 ]
 
 [package.dependencies]
@@ -1366,32 +1319,32 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pyproject-api"
-version = "1.8.0"
+version = "1.9.1"
 description = "API to interact with the python pyproject.toml based projects"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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+    {file = "pyproject_api-1.9.1-py3-none-any.whl", hash = "sha256:7d6238d92f8962773dd75b5f0c4a6a27cce092a14b623b811dba656f3b628948"},
+    {file = "pyproject_api-1.9.1.tar.gz", hash = "sha256:43c9918f49daab37e302038fc1aed54a8c7a91a9fa935d00b9a485f37e0f5335"},
 ]
 
 [package.dependencies]
-packaging = ">=24.1"
-tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
+packaging = ">=25"
+tomli = {version = ">=2.2.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-docs = ["furo (>=2024.8.6)", "sphinx-autodoc-typehints (>=2.4.1)"]
-testing = ["covdefaults (>=2.3)", "pytest (>=8.3.3)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "setuptools (>=75.1)"]
+docs = ["furo (>=2024.8.6)", "sphinx-autodoc-typehints (>=3.2)"]
+testing = ["covdefaults (>=2.3)", "pytest (>=8.3.5)", "pytest-cov (>=6.1.1)", "pytest-mock (>=3.14)", "setuptools (>=80.3.1)"]
 
 [[package]]
 name = "pytest"
-version = "8.3.4"
+version = "8.3.5"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820"},
+    {file = "pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"},
 ]
 
 [package.dependencies]
@@ -1425,13 +1378,13 @@ testing = ["coverage (>=6.2)", "hypothesis (>=5.7.1)"]
 
 [[package]]
 name = "pytest-httpserver"
-version = "1.1.0"
+version = "1.1.3"
 description = "pytest-httpserver is a httpserver for pytest"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1453,47 +1406,47 @@ six = ">=1.5"
 
 [[package]]
 name = "ruff"
-version = "0.8.6"
+version = "0.11.9"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "ruff-0.11.9-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:537c82c9829d7811e3aa680205f94c81a2958a122ac391c0eb60336ace741a70"},
+    {file = "ruff-0.11.9-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:440ac6a7029f3dee7d46ab7de6f54b19e34c2b090bb4f2480d0a2d635228f381"},
+    {file = "ruff-0.11.9-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:71c539bac63d0788a30227ed4d43b81353c89437d355fdc52e0cda4ce5651787"},
+    {file = "ruff-0.11.9-py3-none-musllinux_1_2_i686.whl", hash = "sha256:c67117bc82457e4501473c5f5217d49d9222a360794bfb63968e09e70f340abd"},
+    {file = "ruff-0.11.9-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:e4b78454f97aa454586e8a5557facb40d683e74246c97372af3c2d76901d697b"},
+    {file = "ruff-0.11.9-py3-none-win32.whl", hash = "sha256:7fe1bc950e7d7b42caaee2a8a3bc27410547cc032c9558ee2e0f6d3b209e845a"},
+    {file = "ruff-0.11.9-py3-none-win_amd64.whl", hash = "sha256:52edaa4a6d70f8180343a5b7f030c7edd36ad180c9f4d224959c2d689962d964"},
+    {file = "ruff-0.11.9-py3-none-win_arm64.whl", hash = "sha256:bcf42689c22f2e240f496d0c183ef2c6f7b35e809f12c1db58f75d9aa8d630ca"},
+    {file = "ruff-0.11.9.tar.gz", hash = "sha256:ebd58d4f67a00afb3a30bf7d383e52d0e036e6195143c6db7019604a05335517"},
 ]
 
 [[package]]
 name = "s3transfer"
-version = "0.10.4"
+version = "0.12.0"
 description = "An Amazon S3 Transfer Manager"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "s3transfer-0.10.4-py3-none-any.whl", hash = "sha256:244a76a24355363a68164241438de1b72f8781664920260c48465896b712a41e"},
-    {file = "s3transfer-0.10.4.tar.gz", hash = "sha256:29edc09801743c21eb5ecbc617a152df41d3c287f67b615f73e5f750583666a7"},
+    {file = "s3transfer-0.12.0-py3-none-any.whl", hash = "sha256:35b314d7d82865756edab59f7baebc6b477189e6ab4c53050e28c1de4d9cce18"},
+    {file = "s3transfer-0.12.0.tar.gz", hash = "sha256:8ac58bc1989a3fdb7c7f3ee0918a66b160d038a147c7b5db1500930a607e9a1c"},
 ]
 
 [package.dependencies]
-botocore = ">=1.33.2,<2.0a.0"
+botocore = ">=1.37.4,<2.0a.0"
 
 [package.extras]
-crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
+crt = ["botocore[crt] (>=1.37.4,<2.0a.0)"]
 
 [[package]]
 name = "six"
@@ -1568,30 +1521,30 @@ files = [
 
 [[package]]
 name = "tox"
-version = "4.23.2"
+version = "4.26.0"
 description = "tox is a generic virtualenv management and test command line tool"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "tox-4.23.2-py3-none-any.whl", hash = "sha256:452bc32bb031f2282881a2118923176445bac783ab97c874b8770ab4c3b76c38"},
-    {file = "tox-4.23.2.tar.gz", hash = "sha256:86075e00e555df6e82e74cfc333917f91ecb47ffbc868dcafbd2672e332f4a2c"},
+    {file = "tox-4.26.0-py3-none-any.whl", hash = "sha256:75f17aaf09face9b97bd41645028d9f722301e912be8b4c65a3f938024560224"},
+    {file = "tox-4.26.0.tar.gz", hash = "sha256:a83b3b67b0159fa58e44e646505079e35a43317a62d2ae94725e0586266faeca"},
 ]
 
 [package.dependencies]
-cachetools = ">=5.5"
+cachetools = ">=5.5.1"
 chardet = ">=5.2"
 colorama = ">=0.4.6"
 filelock = ">=3.16.1"
-packaging = ">=24.1"
+packaging = ">=24.2"
 platformdirs = ">=4.3.6"
 pluggy = ">=1.5"
 pyproject-api = ">=1.8"
-tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
+tomli = {version = ">=2.2.1", markers = "python_version < \"3.11\""}
 typing-extensions = {version = ">=4.12.2", markers = "python_version < \"3.11\""}
-virtualenv = ">=20.26.6"
+virtualenv = ">=20.31"
 
 [package.extras]
-test = ["devpi-process (>=1.0.2)", "pytest (>=8.3.3)", "pytest-mock (>=3.14)"]
+test = ["devpi-process (>=1.0.2)", "pytest (>=8.3.4)", "pytest-mock (>=3.14)"]
 
 [[package]]
 name = "traitlets"
@@ -1610,35 +1563,35 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "types-awscrt"
-version = "0.23.6"
+version = "0.27.1"
 description = "Type annotations and code completion for awscrt"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types_awscrt-0.23.6-py3-none-any.whl", hash = "sha256:fbf9c221af5607b24bf17f8431217ce8b9a27917139edbc984891eb63fd5a593"},
-    {file = "types_awscrt-0.23.6.tar.gz", hash = "sha256:405bce8c281f9e7c6c92a229225cc0bf10d30729a6a601123213389bd524b8b1"},
+    {file = "types_awscrt-0.27.1-py3-none-any.whl", hash = "sha256:e86b83d0fd8c770f985b8c458c28e232dae9adee0689d0a9671868a8bf397b0a"},
+    {file = "types_awscrt-0.27.1.tar.gz", hash = "sha256:3c2bee52ee45022daaf4f106d5d1b5f0ff0a8e3e6093dda65f5315b7669bc418"},
 ]
 
 [[package]]
 name = "types-s3transfer"
-version = "0.10.4"
+version = "0.12.0"
 description = "Type annotations and code completion for s3transfer"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types_s3transfer-0.10.4-py3-none-any.whl", hash = "sha256:22ac1aabc98f9d7f2928eb3fb4d5c02bf7435687f0913345a97dd3b84d0c217d"},
-    {file = "types_s3transfer-0.10.4.tar.gz", hash = "sha256:03123477e3064c81efe712bf9d372c7c72f2790711431f9baa59cf96ea607267"},
+    {file = "types_s3transfer-0.12.0-py3-none-any.whl", hash = "sha256:101bbc5b7f00b71512374df881f480fc6bf63c948b5098ab024bf3370fbfb0e8"},
+    {file = "types_s3transfer-0.12.0.tar.gz", hash = "sha256:f8f59201481e904362873bf0be3267f259d60ad946ebdfcb847d092a1fa26f98"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.12.2"
+version = "4.13.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 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"},
+    {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
+    {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
 ]
 
 [[package]]
@@ -1659,13 +1612,13 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "urllib3"
-version = "2.3.0"
+version = "2.4.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
-    {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
+    {file = "urllib3-2.4.0-py3-none-any.whl", hash = "sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813"},
+    {file = "urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466"},
 ]
 
 [package.extras]
@@ -1676,13 +1629,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.28.1"
+version = "20.31.2"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "virtualenv-20.28.1-py3-none-any.whl", hash = "sha256:412773c85d4dab0409b83ec36f7a6499e72eaf08c80e81e9576bca61831c71cb"},
-    {file = "virtualenv-20.28.1.tar.gz", hash = "sha256:5d34ab240fdb5d21549b76f9e8ff3af28252f5499fb6d6f031adac4e5a8c5329"},
+    {file = "virtualenv-20.31.2-py3-none-any.whl", hash = "sha256:36efd0d9650ee985f0cad72065001e66d49a6f24eb44d98980f630686243cf11"},
+    {file = "virtualenv-20.31.2.tar.gz", hash = "sha256:e10c0a9d02835e592521be48b332b6caee6887f332c111aa79a09b9e79efc2af"},
 ]
 
 [package.dependencies]
@@ -1707,13 +1660,13 @@ files = [
 
 [[package]]
 name = "werkzeug"
-version = "3.0.6"
+version = "3.1.3"
 description = "The comprehensive WSGI web application library."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "werkzeug-3.0.6-py3-none-any.whl", hash = "sha256:1bc0c2310d2fbb07b1dd1105eba2f7af72f322e1e455f2f93c993bee8c8a5f17"},
-    {file = "werkzeug-3.0.6.tar.gz", hash = "sha256:a8dd59d4de28ca70471a34cba79bed5f7ef2e036a76b3ab0835474246eb41f8d"},
+    {file = "werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e"},
+    {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
 ]
 
 [package.dependencies]
@@ -1727,5 +1680,5 @@ pytest = []
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.8,<4.0"
-content-hash = "c469cf3c0935de9b48fb83ae601bd49d577481bc89b21e6077a088877996164d"
+python-versions = ">=3.9,<4.0"
+content-hash = "90f35ccea5970742725e7c40cb0fdbd651626eface9a6d50508b982a830279d2"
diff --git a/pyproject.toml b/pyproject.toml
index d9d11d0..eb33394 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,9 +13,9 @@ repository = "https://github.com/NHSDigital/nhs-aws-helpers"
 
 [tool.poetry.dependencies]
 # core dependencies
-python = ">=3.8,<4.0"
-boto3 = "^1.35.95"
-boto3-stubs = {extras = ["s3", "ssm", "secretsmanager", "dynamodb", "stepfunctions", "sqs", "lambda", "logs", "ses", "sns", "events", "kms", "firehose", "athena"], version = "^1.35.93"}
+python = ">=3.9,<4.0"
+boto3 = "^1.38.14"
+boto3-stubs = {extras = ["s3", "ssm", "secretsmanager", "dynamodb", "stepfunctions", "sqs", "lambda", "logs", "ses", "sns", "events", "kms", "firehose", "athena"], version = "^1.38.6"}
 botocore-stubs = "^1.35.93"
 
 
@@ -30,8 +30,8 @@ mypy = "^1.4.0"
 coverage = "^7.6.0"
 pytest = "^8.3.3"
 pytest-asyncio = "^0.24.0"
-tox = "^4.20.0"
-pytest-httpserver = "^1.0.8"
+tox = "^4.25.0"
+pytest-httpserver = "^1.1.3"
 ruff = "^0"
 
 
@@ -43,7 +43,7 @@ pytest = ["pytest", "petname"]
 
 [tool.black]
 line-length = 120
-target-version = ['py38', 'py39', 'py310', 'py311']
+target-version = ['py39', 'py310', 'py311']
 include = '\.pyi?$'
 #extend-exclude = '''
 #/(
@@ -88,7 +88,7 @@ exclude = [
 ]
 lint.unfixable = ["SIM112"]
 line-length = 120
-target-version = "py38"
+target-version = "py39"
 
 
 
@@ -130,7 +130,7 @@ python_files = "*_tests.py test_*.py"
 norecursedirs = ".git .venv .eggs build dist .tox"
 
 [tool.mypy]
-python_version = "3.8"
+python_version = "3.9"
 warn_return_any = true
 warn_unused_configs = true
 show_error_codes = true
@@ -139,11 +139,10 @@ check_untyped_defs = true
 [tool.tox]
 legacy_tox_ini = """
 [tox]
-envlist = py38,py39,py310,py311
+envlist = py39,py310,py311
 
 [gh-actions]
 python =
-    3.8: py38
     3.9: py39
     3.10: py310
     3.11: py311
diff --git a/scripts/sonar_tests.py b/scripts/sonar_tests.py
index c73b962..c9e3c7c 100755
--- a/scripts/sonar_tests.py
+++ b/scripts/sonar_tests.py
@@ -3,10 +3,9 @@
 import re
 import xml.dom.minidom as dom
 from collections import defaultdict
-from typing import Dict, List, Tuple
 
 
-def _get_test_suites(test_src: str) -> List[dom.Element]:
+def _get_test_suites(test_src: str) -> list[dom.Element]:
     src_tree: dom.Document = dom.parse(test_src)
     src_root = src_tree.documentElement
 
@@ -46,7 +45,7 @@ def _add_test_detail_if_present(case_src: dom.Element, case_out: dom.Element, do
 
 def _translate_test_case(
     case_src: dom.Element, dom_out: dom.Document, is_feature_file: bool
-) -> Tuple[str, dom.Element]:
+) -> tuple[str, dom.Element]:
     classname = case_src.getAttribute("classname")
     test_name = case_src.getAttribute("name")
     duration = round(float(case_src.getAttribute("time") or "0") * 1000, 0)
@@ -61,7 +60,7 @@ def _translate_test_case(
     return test_file, case_out
 
 
-def _get_tests_from_file(test_src: str, dom_out: dom.Document) -> Dict[str, List[dom.Element]]:
+def _get_tests_from_file(test_src: str, dom_out: dom.Document) -> dict[str, list[dom.Element]]:
     is_feature_file = os.path.basename(test_src).startswith("TESTS-")
     test_suites = _get_test_suites(test_src)
 
@@ -71,7 +70,7 @@ def _get_tests_from_file(test_src: str, dom_out: dom.Document) -> Dict[str, List
 
     print(test_src, "suites", len(test_suites), "cases", len(test_cases))
 
-    tests: Dict[str, List[dom.Element]] = defaultdict(list)
+    tests: dict[str, list[dom.Element]] = defaultdict(list)
 
     for test_case in test_cases:
         test_file, case_out = _translate_test_case(test_case, dom_out, is_feature_file)
@@ -102,7 +101,7 @@ def _transform_xunit_results(reports_dir: str, output_sonar: str):
 
     dom_out = dom.getDOMImplementation().createDocument(None, "testExecutions", None)
     dom_out.documentElement.setAttribute("version", "1")
-    all_tests: Dict[str, List[dom.Element]] = defaultdict(list)
+    all_tests: dict[str, list[dom.Element]] = defaultdict(list)
 
     for source_file in os.listdir(src_junit):
         if not source_file.endswith(".xml"):
diff --git a/tests/async_s3_object_buffer_tests.py b/tests/async_s3_object_buffer_tests.py
index 1b75cea..1e4da61 100644
--- a/tests/async_s3_object_buffer_tests.py
+++ b/tests/async_s3_object_buffer_tests.py
@@ -1,7 +1,7 @@
 import sys
 from io import SEEK_CUR, SEEK_END, BytesIO
 from time import time
-from typing import Any, List, cast
+from typing import Any, cast
 from uuid import uuid4
 
 import pytest
@@ -169,7 +169,7 @@ async def test_read_negative_all() -> None:
 
     async with s3_reader_text() as reader:
         _ = await reader.read()
-        chunks: List[str] = []
+        chunks: list[str] = []
         chunk = await reader.read(read_size)
         while chunk:
             chunks.insert(0, chunk)
diff --git a/tests/aws_tests.py b/tests/aws_tests.py
index d758814..dabc093 100644
--- a/tests/aws_tests.py
+++ b/tests/aws_tests.py
@@ -1,6 +1,6 @@
 import logging
 import os
-from typing import Any, List, cast
+from typing import Any, cast
 from uuid import uuid4
 
 import pytest
@@ -48,7 +48,7 @@ def test_transaction_cancellation_reasons(error, expected_reasons):
 
 
 def test_ddb_retries_all_fail():
-    calls: List[Any] = []
+    calls: list[Any] = []
 
     @dynamodb_retry_backoff(max_retries=2)
     def fail_me():
@@ -64,7 +64,6 @@ def fail_me():
 
 
 def test_s3_delete_keys_all(temp_s3_bucket: Bucket):
-
     keys = [str(key) for key in range(1003)]
 
     for key in keys:
@@ -80,7 +79,6 @@ def test_s3_delete_keys_all(temp_s3_bucket: Bucket):
 
 
 def test_s3_delete_keys_partial(temp_s3_bucket: Bucket):
-
     keys = [str(key) for key in range(1003)]
 
     for key in keys:
@@ -102,7 +100,7 @@ def test_s3_delete_keys_partial(temp_s3_bucket: Bucket):
     "keys",
     [(), ("a",), ("a/b",), ("a/b", "a/c")],
 )
-def test_s3_get_all_keys(temp_s3_bucket: Bucket, keys: List[str]):
+def test_s3_get_all_keys(temp_s3_bucket: Bucket, keys: list[str]):
     for key in keys:
         temp_s3_bucket.put_object(Key=key, Body=f"Some data {uuid4().hex}".encode())
 
@@ -116,7 +114,7 @@ def test_s3_get_all_keys(temp_s3_bucket: Bucket, keys: List[str]):
     "keys",
     [(), ("a",), ("a/b",), ("a/b", "a/c")],
 )
-def test_s3_get_all_keys_under_prefix(temp_s3_bucket: Bucket, keys: List[str]):
+def test_s3_get_all_keys_under_prefix(temp_s3_bucket: Bucket, keys: list[str]):
     expected_folder = uuid4().hex
 
     # Keys that shouldn't be included
@@ -138,7 +136,7 @@ def test_s3_ls(temp_s3_bucket: Bucket):
     temp_s3_bucket.put_object(Key=f"{expected_folder}/1/b.txt", Body=f"Some data {uuid4().hex}".encode())
     temp_s3_bucket.put_object(Key=f"{expected_folder}/2/c.txt", Body=f"Some data {uuid4().hex}".encode())
 
-    files = cast(List[ObjectSummary], list(s3_ls(s3_build_uri(temp_s3_bucket.name, expected_folder))))
+    files = cast(list[ObjectSummary], list(s3_ls(s3_build_uri(temp_s3_bucket.name, expected_folder))))
 
     assert len(files) == 3
     assert {f.key for f in files} == {
@@ -155,7 +153,7 @@ def test_s3_ls_versioning_on_non_versioned_bucket(temp_s3_bucket: Bucket):
     temp_s3_bucket.put_object(Key=f"{expected_folder}/2/c.txt", Body=f"Some data {uuid4().hex}".encode())
     temp_s3_bucket.put_object(Key=f"{expected_folder}/2/c.txt", Body=f"Some new data {uuid4().hex}".encode())
 
-    files = cast(List[ObjectVersion], list(s3_ls(s3_build_uri(temp_s3_bucket.name, expected_folder), versioning=True)))
+    files = cast(list[ObjectVersion], list(s3_ls(s3_build_uri(temp_s3_bucket.name, expected_folder), versioning=True)))
 
     assert len(files) == 3
     assert {f.key for f in files} == {
@@ -174,7 +172,7 @@ def test_s3_ls_versioning(temp_versioned_s3_bucket: Bucket):
     temp_versioned_s3_bucket.put_object(Key=f"{expected_folder}/2/c.txt", Body=f"Some new data {uuid4().hex}".encode())
 
     files = cast(
-        List[ObjectVersion], list(s3_ls(s3_build_uri(temp_versioned_s3_bucket.name, expected_folder), versioning=True))
+        list[ObjectVersion], list(s3_ls(s3_build_uri(temp_versioned_s3_bucket.name, expected_folder), versioning=True))
     )
 
     assert len(files) == 4
@@ -267,9 +265,12 @@ def _post_create_aws(boto_module: str, _: str, client):
     register_config_default("s3", config)
     post_create_client(_post_create_aws)
 
-    with pytest.raises(ClientError) as ex, temp_env_vars(  # noqa: PT012
-        # Point any new boto resources or clients at our fake endpoint
-        AWS_ENDPOINT_URL=f"http://localhost:{server_port}",
+    with (  # noqa: PT012
+        pytest.raises(ClientError) as ex,
+        temp_env_vars(
+            # Point any new boto resources or clients at our fake endpoint
+            AWS_ENDPOINT_URL=f"http://localhost:{server_port}",
+        ),
     ):
         original_log_level = logging.getLogger("werkzeug").level
         try:
diff --git a/tests/base_model_store_tests.py b/tests/base_model_store_tests.py
index d802fe4..9ea7c44 100644
--- a/tests/base_model_store_tests.py
+++ b/tests/base_model_store_tests.py
@@ -1,10 +1,11 @@
 import pickle
 import random
 import sys
+from collections.abc import Generator, Mapping
 from dataclasses import dataclass, field
 from datetime import date, datetime
 from enum import Enum
-from typing import Any, Dict, Generator, List, Mapping, Optional, Type, TypedDict, Union, cast
+from typing import Any, Optional, TypedDict, Union, cast
 from uuid import uuid4
 
 import petname  # type: ignore[import]
@@ -127,8 +128,8 @@ class MyDerivedModel(MyBaseModel):
     set_type: Optional[set] = field(default_factory=set)
     frozenset_type: Optional[frozenset] = field(default_factory=frozenset)
     none_string: Optional[str] = None
-    none_list: Optional[List[str]] = None
-    nested_items: List[NestedItem] = field(default_factory=list)
+    none_list: Optional[list[str]] = None
+    nested_items: list[NestedItem] = field(default_factory=list)
     nested_item: NestedItem = field(default_factory=lambda: NestedItem(event="created"))
     union_date: Union[datetime, None] = field(default_factory=datetime.utcnow)
     bytes_type: Union[bytes, None] = None
@@ -189,7 +190,7 @@ def some_uuid(self) -> str:
 class ASpecialDerivedModel(MyBaseModel):
     id: str
     special_field: NotSerializable
-    events: List[NestedItem] = field(default_factory=list)
+    events: list[NestedItem] = field(default_factory=list)
     last_modified: datetime = field(default_factory=datetime.utcnow)
 
     def get_key(self) -> _MyModelKey:
@@ -221,8 +222,8 @@ def __init__(self, table_name: str):
 
     @classmethod
     def _before_deserialise_model(
-        cls, model_dict: Dict[str, Any], model_type: Type[MyBaseModel], **kwargs
-    ) -> Dict[str, Any]:
+        cls, model_dict: dict[str, Any], model_type: type[MyBaseModel], **kwargs
+    ) -> dict[str, Any]:
         if not model_dict:
             return model_dict
 
@@ -615,7 +616,7 @@ async def test_query_all_models(store: MyModelStore):
 
 
 async def test_batch_get_model(store: MyModelStore):
-    models: List[MyBaseModel] = [MyDerivedModel(id=uuid4().hex) for _ in range(10)]
+    models: list[MyBaseModel] = [MyDerivedModel(id=uuid4().hex) for _ in range(10)]
     models.extend([AnotherModel(id=uuid4().hex) for _ in range(10)])
     async with store.batch_writer() as writer:
         for model in models:
@@ -628,7 +629,7 @@ async def test_batch_get_model(store: MyModelStore):
 
 
 async def test_batch_get_item(store: MyModelStore):
-    models: List[MyBaseModel] = [MyDerivedModel(id=uuid4().hex) for _ in range(10)]
+    models: list[MyBaseModel] = [MyDerivedModel(id=uuid4().hex) for _ in range(10)]
     models.extend([AnotherModel(id=uuid4().hex) for _ in range(10)])
     async with store.batch_writer() as writer:
         for model in models:
@@ -641,14 +642,14 @@ async def test_batch_get_item(store: MyModelStore):
 
 
 async def test_batch_get_item_ordered(store: MyModelStore):
-    models: List[MyBaseModel] = [MyDerivedModel(id=uuid4().hex) for _ in range(10)]
+    models: list[MyBaseModel] = [MyDerivedModel(id=uuid4().hex) for _ in range(10)]
     models.extend([AnotherModel(id=uuid4().hex) for _ in range(10)])
     async with store.batch_writer() as writer:
         for model in models:
             await writer.put_item(model)
 
     got = cast(
-        List[dict],
+        list[dict],
         await store.batch_get_item_ordered(
             [model.model_key() for model in models], ProjectionExpression="my_pk,my_sk,last_modified"
         ),
@@ -659,7 +660,7 @@ async def test_batch_get_item_ordered(store: MyModelStore):
 
 
 async def test_unregistered_model(store: MyModelStore):
-    models: List[MyBaseModel] = [UnregisteredModel(id=uuid4().hex) for _ in range(10)]
+    models: list[MyBaseModel] = [UnregisteredModel(id=uuid4().hex) for _ in range(10)]
     async with store.batch_writer() as writer:
         for model in models:
             await writer.put_item(model)
diff --git a/tests/ddb_tests.py b/tests/ddb_tests.py
index 939498e..ff1339e 100644
--- a/tests/ddb_tests.py
+++ b/tests/ddb_tests.py
@@ -1,4 +1,4 @@
-from typing import Generator
+from collections.abc import Generator
 
 import petname  # type: ignore[import]
 import pytest
@@ -58,4 +58,8 @@ def test_default_temp_table(cloned_table_defaults: Table):
 
 
 def test_provisioned_temp_table(cloned_table_provisioned: Table):
-    assert cloned_table_provisioned.provisioned_throughput == {"ReadCapacityUnits": 99, "WriteCapacityUnits": 99}
+    assert cloned_table_provisioned.provisioned_throughput == {
+        "NumberOfDecreasesToday": 0,
+        "ReadCapacityUnits": 99,
+        "WriteCapacityUnits": 99,
+    }
diff --git a/tests/fixtures_tests.py b/tests/fixtures_tests.py
index 3a580d8..d74284e 100644
--- a/tests/fixtures_tests.py
+++ b/tests/fixtures_tests.py
@@ -1,5 +1,4 @@
 import json
-from typing import Tuple
 from uuid import uuid4
 
 from mypy_boto3_s3.service_resource import Bucket
@@ -42,7 +41,7 @@ def test_get_temp_fifo_queue(temp_fifo_queue: Queue):
     assert messages[0]["my_event"] == 1234
 
 
-def test_get_temp_event_bus(temp_event_bus: Tuple[Queue, str]):
+def test_get_temp_event_bus(temp_event_bus: tuple[Queue, str]):
     events_queue, bus_name = temp_event_bus
     assert events_queue
     assert events_queue.url
diff --git a/tests/s3_object_buffer_tests.py b/tests/s3_object_buffer_tests.py
index 12a140c..6adf847 100644
--- a/tests/s3_object_buffer_tests.py
+++ b/tests/s3_object_buffer_tests.py
@@ -1,6 +1,6 @@
 from io import SEEK_CUR, SEEK_END, BytesIO
 from time import time
-from typing import List, cast
+from typing import cast
 from uuid import uuid4
 
 import pytest
@@ -162,7 +162,7 @@ def test_read_negative_all() -> None:
 
     with s3_reader_text() as reader:
         _ = reader.read()
-        chunks: List[str] = []
+        chunks: list[str] = []
         chunk = reader.read(read_size)
         while chunk:
             chunks.insert(0, chunk)
diff --git a/tests/test_helpers.py b/tests/test_helpers.py
index b026bf1..c9b768e 100644
--- a/tests/test_helpers.py
+++ b/tests/test_helpers.py
@@ -1,7 +1,6 @@
 import json
 from typing import (
     Callable,
-    List,
     Optional,
     cast,
 )
@@ -9,7 +8,7 @@
 from mypy_boto3_sqs.service_resource import Queue
 
 
-def read_sqs_json_messages(queue: Queue, predicate: Optional[Callable[[dict], bool]] = None, **kwargs) -> List[dict]:
+def read_sqs_json_messages(queue: Queue, predicate: Optional[Callable[[dict], bool]] = None, **kwargs) -> list[dict]:
     defaults = {"MaxNumberOfMessages": 10, "WaitTimeSeconds": 0}
     if kwargs:
         defaults.update(kwargs)
@@ -19,7 +18,7 @@ def read_sqs_json_messages(queue: Queue, predicate: Optional[Callable[[dict], bo
     if not messages:
         return []
 
-    parsed = cast(List[dict], [json.loads(message.body) for message in messages])
+    parsed = cast(list[dict], [json.loads(message.body) for message in messages])
 
     if not predicate:
         return parsed