diff --git a/.github/workflows/check-java-bridge-licensing.yml b/.github/workflows/check-java-bridge-licensing.yml
index 153dfeb..1513f98 100644
--- a/.github/workflows/check-java-bridge-licensing.yml
+++ b/.github/workflows/check-java-bridge-licensing.yml
@@ -40,14 +40,14 @@ jobs:
       - name: Build
         run: |
           set -o pipefail
-          cd pypaimon/py4j/paimon-python-java-bridge
+          cd paimon-python-java-bridge
           mvn clean deploy ${{ env.MVN_COMMON_OPTIONS }} -DskipTests \
             -DaltDeploymentRepository=validation_repository::default::file:${{ env.MVN_VALIDATION_DIR }} \
             | tee ${{ env.MVN_BUILD_OUTPUT_FILE }}
 
       - name: Check licensing
         run: |
-          cd pypaimon/py4j/paimon-python-java-bridge
+          cd paimon-python-java-bridge
           mvn ${{ env.MVN_COMMON_OPTIONS }} exec:java@check-licensing -N \
             -Dexec.args="${{ env.MVN_BUILD_OUTPUT_FILE }} $(pwd) ${{ env.MVN_VALIDATION_DIR }}" \
             -Dlog4j.configurationFile=file://$(pwd)/tools/ci/log4j.properties
diff --git a/.github/workflows/create-source-release.yml b/.github/workflows/create-source-release.yml
new file mode 100644
index 0000000..eb9029e
--- /dev/null
+++ b/.github/workflows/create-source-release.yml
@@ -0,0 +1,52 @@
+# 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.
+
+name: Create Source Release
+
+on:
+  workflow_dispatch:
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v2
+
+      - name: Setup GPG
+        env:
+          GPG_PRIVATE_KEY: ${{ secrets.GPG_PRIVATE_KEY }}
+        run: |
+          mkdir -p ~/.gnupg
+          chmod 700 ~/.gnupg
+          echo $GPG_PRIVATE_KEY | base64 --decode | gpg --batch --import --yes
+          echo "use-agent" >> ~/.gnupg/gpg.conf
+          echo "pinentry-program /usr/bin/pinentry" >> ~/.gnupg/gpg-agent.conf
+          echo "allow-loopback-pinentry" >> ~/.gnupg/gpg-agent.conf
+
+      - name: Create source release
+        env:
+          GPG_PASSPHRASE: ${{ secrets.GPG_PASSPHRASE }}
+        run: |
+          mkdir -p output
+          chmod +x tools/releasing/create_source_release.sh
+          OUTPUT_DIR=output GPG_PASSPHRASE=$GPG_PASSPHRASE tools/releasing/create_source_release.sh          
+
+      - name: Upload source release
+        uses: actions/upload-artifact@v4
+        with:
+          name: source-release
+          path: output/*
diff --git a/.github/workflows/paimon-python-checks.yml b/.github/workflows/paimon-python-checks.yml
index 195783f..6ec61f0 100644
--- a/.github/workflows/paimon-python-checks.yml
+++ b/.github/workflows/paimon-python-checks.yml
@@ -43,14 +43,8 @@ jobs:
         with:
           java-version: ${{ env.JDK_VERSION }}
           distribution: 'adopt'
-      - name: Set up hadoop dependency
-        run: |
-          mkdir -p ${{ github.workspace }}/temp
-          curl -L -o ${{ github.workspace }}/temp/bundled-hadoop.jar \
-          https://repo.maven.apache.org/maven2/org/apache/flink/flink-shaded-hadoop-2-uber/2.8.3-10.0/flink-shaded-hadoop-2-uber-2.8.3-10.0.jar
+
       - name: Run lint-python.sh
-        env:
-          _PYPAIMON_HADOOP_CLASSPATH: ${{ github.workspace }}/temp/bundled-hadoop.jar
         run: |
           chmod +x dev/lint-python.sh
           ./dev/lint-python.sh
diff --git a/MANIFEST.in b/MANIFEST.in
new file mode 100644
index 0000000..09e3734
--- /dev/null
+++ b/MANIFEST.in
@@ -0,0 +1,23 @@
+################################################################################
+#  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.
+################################################################################
+
+global-exclude *.py[cod] __pycache__ .DS_Store
+recursive-include deps/jars *.jar
+include README.md
+include LICENSE
+include NOTICE
diff --git a/README.md b/README.md
index cd2d360..63c2d41 100644
--- a/README.md
+++ b/README.md
@@ -31,16 +31,6 @@ We provide script to check codes.
 ./dev/lint-python.sh -h # run this to see more usages         
 ```
 
-## Build
-
-We provide script to build wheel.
-
-```shell
-./dev/build-wheels.sh
-```
-
-The target wheel is under `dist/`
-
 # Usage
 
 See Apache Paimon Python API [Doc](https://paimon.apache.org/docs/master/program-api/python-api/).
diff --git a/dev/build-wheels.sh b/dev/build-wheels.sh
deleted file mode 100755
index 7b9f53d..0000000
--- a/dev/build-wheels.sh
+++ /dev/null
@@ -1,56 +0,0 @@
-#!/usr/bin/env bash
-# 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.
-set -e -x
-
-## 1. install python env
-dev/lint-python.sh -s py_env
-
-PY_ENV_DIR=`pwd`/dev/.conda/envs
-# Don't need to build with different Python version when there are no C-related codes
-py_env=("3.11")
-## 2. install dependency
-for ((i=0;i<${#py_env[@]};i++)) do
-    echo "Installing dependencies for environment: ${py_env[i]}"
-    ${PY_ENV_DIR}/${py_env[i]}/bin/pip install -r dev/dev-requirements.txt
-done
-
-## 3. build wheels
-for ((i=0;i<${#py_env[@]};i++)) do
-    echo "Building wheel for environment: ${py_env[i]}"
-    if [[ "$(uname)" != "Darwin" ]]; then
-        # force the linker to use the older glibc version in Linux
-        export CFLAGS="-I. -include dev/glibc_version_fix.h"
-    fi
-    ${PY_ENV_DIR}/${py_env[i]}/bin/python setup.py clean bdist_wheel
-done
-
-## 4. convert linux_x86_64 wheel to manylinux1 wheel in Linux
-if [[ "$(uname)" != "Darwin" ]]; then
-    echo "Converting linux_x86_64 wheel to manylinux1"
-    source `pwd`/dev/.conda/bin/activate
-    # 4.1 install patchelf
-    conda install -c conda-forge patchelf=0.11 -y
-    # 4.2 install auditwheel
-    pip install auditwheel==3.2.0
-    # 4.3 convert Linux wheel
-    for wheel_file in dist/*.whl; do
-        auditwheel repair ${wheel_file} -w dist
-        rm -f ${wheel_file}
-    done
-    source deactivate
-fi
-## see the result
-ls -al dist/
diff --git a/dev/lint-python.sh b/dev/lint-python.sh
index 15a009e..e9d3e5e 100755
--- a/dev/lint-python.sh
+++ b/dev/lint-python.sh
@@ -577,8 +577,9 @@ function tox_check() {
     # Ensure the permission of the scripts set correctly
     chmod +x $PAIMON_PYTHON_DIR/dev/*
 
-    # tox runs codes in virtual env, set var to avoid error
-    export _PYPAIMON_TOX_TEST="true"
+    # dummy jar needed by setup.py
+    mkdir -p $PAIMON_PYTHON_DIR/deps/jars
+    touch $PAIMON_PYTHON_DIR/deps/jars/dummy.jar
 
     if [[ -n "$GITHUB_ACTION" ]]; then
         # Run tests in all versions triggered by a Git push (tests aren't so many currently)
@@ -596,6 +597,9 @@ function tox_check() {
         $TOX_PATH -vv -c $PAIMON_PYTHON_DIR/tox.ini -e ${ENV_LIST[$index]} --recreate 2>&1 | tee -a $LOG_FILE
     fi
 
+    # delete dummy jar
+    rm -rf $PAIMON_PYTHON_DIR/deps
+
     TOX_RESULT=$((grep -c "congratulations :)" "$LOG_FILE") 2>&1)
     if [ $TOX_RESULT -eq '0' ]; then
         print_function "STAGE" "tox checks... [FAILED]"
diff --git a/dev/test_deps/flink-shaded-hadoop-2-uber-2.8.3-10.0.jar b/dev/test_deps/flink-shaded-hadoop-2-uber-2.8.3-10.0.jar
new file mode 100644
index 0000000..a7b50b0
Binary files /dev/null and b/dev/test_deps/flink-shaded-hadoop-2-uber-2.8.3-10.0.jar differ
diff --git a/dev/test_deps/paimon-python-java-bridge-0.9-SNAPSHOT.jar b/dev/test_deps/paimon-python-java-bridge-0.9-SNAPSHOT.jar
new file mode 100644
index 0000000..dfbe9d7
Binary files /dev/null and b/dev/test_deps/paimon-python-java-bridge-0.9-SNAPSHOT.jar differ
diff --git a/pypaimon/py4j/paimon-python-java-bridge/copyright.txt b/paimon-python-java-bridge/copyright.txt
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/copyright.txt
rename to paimon-python-java-bridge/copyright.txt
diff --git a/pypaimon/py4j/paimon-python-java-bridge/pom.xml b/paimon-python-java-bridge/pom.xml
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/pom.xml
rename to paimon-python-java-bridge/pom.xml
diff --git a/pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/BytesWriter.java b/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/BytesWriter.java
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/BytesWriter.java
rename to paimon-python-java-bridge/src/main/java/org/apache/paimon/python/BytesWriter.java
diff --git a/pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/FileLock.java b/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/FileLock.java
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/FileLock.java
rename to paimon-python-java-bridge/src/main/java/org/apache/paimon/python/FileLock.java
diff --git a/pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/InvocationUtil.java b/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/InvocationUtil.java
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/InvocationUtil.java
rename to paimon-python-java-bridge/src/main/java/org/apache/paimon/python/InvocationUtil.java
diff --git a/pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/NetUtils.java b/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/NetUtils.java
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/NetUtils.java
rename to paimon-python-java-bridge/src/main/java/org/apache/paimon/python/NetUtils.java
diff --git a/pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/ParallelBytesReader.java b/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/ParallelBytesReader.java
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/ParallelBytesReader.java
rename to paimon-python-java-bridge/src/main/java/org/apache/paimon/python/ParallelBytesReader.java
diff --git a/pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/PredicationUtil.java b/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/PredicationUtil.java
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/PredicationUtil.java
rename to paimon-python-java-bridge/src/main/java/org/apache/paimon/python/PredicationUtil.java
diff --git a/pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/PythonEnvUtils.java b/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/PythonEnvUtils.java
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/PythonEnvUtils.java
rename to paimon-python-java-bridge/src/main/java/org/apache/paimon/python/PythonEnvUtils.java
diff --git a/pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/PythonGatewayServer.java b/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/PythonGatewayServer.java
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/PythonGatewayServer.java
rename to paimon-python-java-bridge/src/main/java/org/apache/paimon/python/PythonGatewayServer.java
diff --git a/pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/RecordBytesIterator.java b/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/RecordBytesIterator.java
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/RecordBytesIterator.java
rename to paimon-python-java-bridge/src/main/java/org/apache/paimon/python/RecordBytesIterator.java
diff --git a/pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/SchemaUtil.java b/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/SchemaUtil.java
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/src/main/java/org/apache/paimon/python/SchemaUtil.java
rename to paimon-python-java-bridge/src/main/java/org/apache/paimon/python/SchemaUtil.java
diff --git a/pypaimon/py4j/paimon-python-java-bridge/src/main/resources/META-INF/NOTICE b/paimon-python-java-bridge/src/main/resources/META-INF/NOTICE
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/src/main/resources/META-INF/NOTICE
rename to paimon-python-java-bridge/src/main/resources/META-INF/NOTICE
diff --git a/pypaimon/py4j/paimon-python-java-bridge/tools/ci/log4j.properties b/paimon-python-java-bridge/tools/ci/log4j.properties
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/tools/ci/log4j.properties
rename to paimon-python-java-bridge/tools/ci/log4j.properties
diff --git a/pypaimon/py4j/paimon-python-java-bridge/tools/maven/checkstyle.xml b/paimon-python-java-bridge/tools/maven/checkstyle.xml
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/tools/maven/checkstyle.xml
rename to paimon-python-java-bridge/tools/maven/checkstyle.xml
diff --git a/pypaimon/py4j/paimon-python-java-bridge/tools/maven/suppressions.xml b/paimon-python-java-bridge/tools/maven/suppressions.xml
similarity index 100%
rename from pypaimon/py4j/paimon-python-java-bridge/tools/maven/suppressions.xml
rename to paimon-python-java-bridge/tools/maven/suppressions.xml
diff --git a/pypaimon/py4j/gateway_server.py b/pypaimon/py4j/gateway_server.py
index 9a259e0..f3a0fda 100644
--- a/pypaimon/py4j/gateway_server.py
+++ b/pypaimon/py4j/gateway_server.py
@@ -16,7 +16,7 @@
 # limitations under the License.
 ################################################################################
 
-import importlib
+import importlib.resources
 import os
 import platform
 import signal
@@ -74,17 +74,21 @@ def preexec_func():
                  stdin=PIPE, stderr=PIPE, preexec_fn=preexec_fn, env=env)
 
 
-_JAVA_IMPL_MODULE = 'pypaimon.py4j'
-_JAVA_DEPS = 'java_dependencies'
-_JAVA_BRIDGE = 'paimon-python-java-bridge'
+_JAVA_DEPS_PACKAGE = 'pypaimon.jars'
 
 
 def _get_classpath(env):
     classpath = []
 
-    module = importlib.import_module(_JAVA_IMPL_MODULE)
-    builtin_java_bridge = os.path.join(*module.__path__, _JAVA_DEPS, _JAVA_BRIDGE + '.jar')
-    classpath.append(builtin_java_bridge)
+    # note that jars are not packaged in test
+    test_mode = os.environ.get(constants.PYPAIMON4J_TEST_MODE)
+    if not test_mode or test_mode.lower() != "true":
+        jars = importlib.resources.files(_JAVA_DEPS_PACKAGE)
+        one_jar = next(iter(jars.iterdir()), None)
+        if not one_jar:
+            raise ValueError("Haven't found necessary python-java-bridge jar, this is unexpected.")
+        builtin_java_classpath = os.path.join(os.path.dirname(str(one_jar)), '*')
+        classpath.append(builtin_java_classpath)
 
     # user defined
     if constants.PYPAIMON_JAVA_CLASSPATH in env:
diff --git a/pypaimon/py4j/tests/__init__.py b/pypaimon/py4j/tests/__init__.py
index 65b48d4..931ef35 100644
--- a/pypaimon/py4j/tests/__init__.py
+++ b/pypaimon/py4j/tests/__init__.py
@@ -15,3 +15,35 @@
 #  See the License for the specific language governing permissions and
 # limitations under the License.
 ################################################################################
+
+import os
+import shutil
+import tempfile
+import unittest
+
+from pypaimon.py4j import constants, Catalog
+
+
+class PypaimonTestBase(unittest.TestCase):
+    """
+    Base class for unit tests.
+    """
+
+    @classmethod
+    def setUpClass(cls):
+        os.environ[constants.PYPAIMON4J_TEST_MODE] = 'true'
+
+        this_dir = os.path.abspath(os.path.dirname(__file__))
+        project_dir = os.path.dirname(os.path.dirname(os.path.dirname(this_dir)))
+        deps = os.path.join(project_dir, "dev/test_deps/*")
+        os.environ[constants.PYPAIMON_HADOOP_CLASSPATH] = deps
+
+        cls.tempdir = tempfile.mkdtemp()
+        cls.warehouse = os.path.join(cls.tempdir, 'warehouse')
+        cls.catalog = Catalog.create({'warehouse': cls.warehouse})
+        cls.catalog.create_database('default', False)
+
+    @classmethod
+    def tearDownClass(cls):
+        shutil.rmtree(cls.tempdir, ignore_errors=True)
+        del os.environ[constants.PYPAIMON4J_TEST_MODE]
diff --git a/pypaimon/py4j/tests/test_data_types.py b/pypaimon/py4j/tests/test_data_types.py
index 5fb809e..b0d0e41 100644
--- a/pypaimon/py4j/tests/test_data_types.py
+++ b/pypaimon/py4j/tests/test_data_types.py
@@ -16,43 +16,24 @@
 # limitations under the License.
 ################################################################################
 
-import os
 import random
-import shutil
 import string
-import tempfile
 import pyarrow as pa
-import unittest
 
 from pypaimon import Schema
-from pypaimon.py4j import Catalog
-from pypaimon.py4j.tests import utils
+from pypaimon.py4j.tests import PypaimonTestBase
 from pypaimon.py4j.util import java_utils
-from setup_utils import java_setuputils
 
 
-class DataTypesTest(unittest.TestCase):
+class DataTypesTest(PypaimonTestBase):
 
     @classmethod
     def setUpClass(cls):
-        java_setuputils.setup_java_bridge()
-        cls.hadoop_path = tempfile.mkdtemp()
-        utils.setup_hadoop_bundle_jar(cls.hadoop_path)
-        cls.warehouse = tempfile.mkdtemp()
+        super().setUpClass()
         cls.simple_pa_schema = pa.schema([
             ('f0', pa.int32()),
             ('f1', pa.string())
         ])
-        cls.catalog = Catalog.create({'warehouse': cls.warehouse})
-        cls.catalog.create_database('default', False)
-
-    @classmethod
-    def tearDownClass(cls):
-        java_setuputils.clean()
-        if os.path.exists(cls.hadoop_path):
-            shutil.rmtree(cls.hadoop_path)
-        if os.path.exists(cls.warehouse):
-            shutil.rmtree(cls.warehouse)
 
     def test_int(self):
         pa_schema = pa.schema([
diff --git a/pypaimon/py4j/tests/test_preicates.py b/pypaimon/py4j/tests/test_preicates.py
index 5b63759..f538c93 100644
--- a/pypaimon/py4j/tests/test_preicates.py
+++ b/pypaimon/py4j/tests/test_preicates.py
@@ -16,18 +16,12 @@
 # limitations under the License.
 ################################################################################
 
-import os
-import shutil
-import tempfile
-import unittest
 import random
 import pandas as pd
 import pyarrow as pa
 
 from pypaimon import Schema
-from pypaimon.py4j import Catalog
-from pypaimon.py4j.tests import utils
-from setup_utils import java_setuputils
+from pypaimon.py4j.tests import PypaimonTestBase
 
 
 def _check_filtered_result(read_builder, expected_df):
@@ -38,41 +32,34 @@ def _check_filtered_result(read_builder, expected_df):
         actual_df.reset_index(drop=True), expected_df.reset_index(drop=True))
 
 
-# TODO: parquet has bug now
+# TODO: Parquet has bug now. Fixed in 1.0.
 def _random_format():
     return random.choice(['avro', 'orc'])
 
 
-class PredicateTest(unittest.TestCase):
+class PredicateTest(PypaimonTestBase):
 
     @classmethod
     def setUpClass(cls):
-        java_setuputils.setup_java_bridge()
-        cls.hadoop_path = tempfile.mkdtemp()
-        utils.setup_hadoop_bundle_jar(cls.hadoop_path)
-        cls.warehouse = tempfile.mkdtemp()
-
-        catalog = Catalog.create({'warehouse': cls.warehouse})
-        catalog.create_database('default', False)
-
+        super().setUpClass()
         pa_schema = pa.schema([
             ('f0', pa.int64()),
             ('f1', pa.string()),
         ])
-        catalog.create_table('default.test_append',
-                             Schema(pa_schema, options={'file.format': _random_format()}),
-                             False)
-        catalog.create_table('default.test_pk',
-                             Schema(pa_schema, primary_keys=['f0'],
-                                    options={'bucket': '1', 'file.format': _random_format()}),
-                             False)
+        cls.catalog.create_table('default.test_append',
+                                 Schema(pa_schema, options={'file.format': _random_format()}),
+                                 False)
+        cls.catalog.create_table('default.test_pk',
+                                 Schema(pa_schema, primary_keys=['f0'],
+                                        options={'bucket': '1', 'file.format': _random_format()}),
+                                 False)
 
         df = pd.DataFrame({
             'f0': [1, 2, 3, 4, 5],
             'f1': ['abc', 'abbc', 'bc', 'd', None],
         })
 
-        append_table = catalog.get_table('default.test_append')
+        append_table = cls.catalog.get_table('default.test_append')
         write_builder = append_table.new_batch_write_builder()
         write = write_builder.new_write()
         commit = write_builder.new_commit()
@@ -81,7 +68,7 @@ def setUpClass(cls):
         write.close()
         commit.close()
 
-        pk_table = catalog.get_table('default.test_pk')
+        pk_table = cls.catalog.get_table('default.test_pk')
         write_builder = pk_table.new_batch_write_builder()
         write = write_builder.new_write()
         commit = write_builder.new_commit()
@@ -90,17 +77,8 @@ def setUpClass(cls):
         write.close()
         commit.close()
 
-        cls.catalog = catalog
         cls.df = df
 
-    @classmethod
-    def tearDownClass(cls):
-        java_setuputils.clean()
-        if os.path.exists(cls.hadoop_path):
-            shutil.rmtree(cls.hadoop_path)
-        if os.path.exists(cls.warehouse):
-            shutil.rmtree(cls.warehouse)
-
     def testWrongFieldName(self):
         table = self.catalog.get_table('default.test_append')
         predicate_builder = table.new_read_builder().new_predicate_builder()
diff --git a/pypaimon/py4j/tests/test_write_and_read.py b/pypaimon/py4j/tests/test_write_and_read.py
index 27528d1..14e4138 100644
--- a/pypaimon/py4j/tests/test_write_and_read.py
+++ b/pypaimon/py4j/tests/test_write_and_read.py
@@ -16,10 +16,6 @@
 # limitations under the License.
 ################################################################################
 
-import os
-import shutil
-import tempfile
-import unittest
 import pandas as pd
 import pyarrow as pa
 from py4j.protocol import Py4JJavaError
@@ -27,33 +23,19 @@
 from pypaimon import Schema
 from pypaimon.py4j import Catalog
 from pypaimon.py4j.java_gateway import get_gateway
-from pypaimon.py4j.tests import utils
+from pypaimon.py4j.tests import PypaimonTestBase
 from pypaimon.py4j.util import java_utils
-from setup_utils import java_setuputils
 
 
-class TableWriteReadTest(unittest.TestCase):
+class TableWriteReadTest(PypaimonTestBase):
 
     @classmethod
     def setUpClass(cls):
-        java_setuputils.setup_java_bridge()
-        cls.hadoop_path = tempfile.mkdtemp()
-        utils.setup_hadoop_bundle_jar(cls.hadoop_path)
-        cls.warehouse = tempfile.mkdtemp()
+        super().setUpClass()
         cls.simple_pa_schema = pa.schema([
             ('f0', pa.int32()),
             ('f1', pa.string())
         ])
-        cls.catalog = Catalog.create({'warehouse': cls.warehouse})
-        cls.catalog.create_database('default', False)
-
-    @classmethod
-    def tearDownClass(cls):
-        java_setuputils.clean()
-        if os.path.exists(cls.hadoop_path):
-            shutil.rmtree(cls.hadoop_path)
-        if os.path.exists(cls.warehouse):
-            shutil.rmtree(cls.warehouse)
 
     def testReadEmptyAppendTable(self):
         schema = Schema(self.simple_pa_schema)
diff --git a/pypaimon/py4j/util/constants.py b/pypaimon/py4j/util/constants.py
index 1039de2..f223309 100644
--- a/pypaimon/py4j/util/constants.py
+++ b/pypaimon/py4j/util/constants.py
@@ -26,3 +26,6 @@
 
 # ------------------------ for catalog options ------------------------
 MAX_WORKERS = "max-workers"
+
+# ------------------ for tests (Please don't use it) ------------------
+PYPAIMON4J_TEST_MODE = '_PYPAIMON4J_TEST_MODE'
diff --git a/setup_utils/version.py b/pypaimon/version.py
similarity index 100%
rename from setup_utils/version.py
rename to pypaimon/version.py
diff --git a/setup_utils/__init__.py b/setup.cfg
similarity index 93%
rename from setup_utils/__init__.py
rename to setup.cfg
index 27dc0ac..ecc3dda 100644
--- a/setup_utils/__init__.py
+++ b/setup.cfg
@@ -16,4 +16,5 @@
 # limitations under the License.
 ################################################################################
 
-"""This module only contains utils for setup and won't be packaged."""
+[bdist_wheel]
+universal = 1
diff --git a/setup.py b/setup.py
index 628a6b8..4fc12a6 100644
--- a/setup.py
+++ b/setup.py
@@ -16,84 +16,65 @@
 # limitations under the License.
 ################################################################################
 
-import fnmatch
 import os
-import shutil
-import setup_utils.java_setuputils as java_setuputils
-import setup_utils.version
+import sys
 
-from setuptools import Command, setup
-
-
-class CleanCommand(Command):
-    description = 'Clean up temporary files and directories of last build.'
-    user_options = []
-
-    def initialize_options(self):
-        pass
-
-    def finalize_options(self):
-        pass
-
-    def run(self):
-        directories_to_delete = ['build', 'dist', '*.egg-info']
-
-        for directory in directories_to_delete:
-            if '*' in directory:
-                for matched_dir in filter(lambda x: fnmatch.fnmatch(x, directory), os.listdir('.')):
-                    if os.path.isdir(matched_dir):
-                        shutil.rmtree(matched_dir)
-            else:
-                if os.path.exists(directory):
-                    shutil.rmtree(directory)
+from setuptools import setup
 
+this_directory = os.path.abspath(os.path.dirname(__file__))
+version_file = os.path.join(this_directory, 'pypaimon/version.py')
 
 try:
-    PACKAGES = [
-        'pypaimon',
-        'pypaimon.api',
-        'pypaimon.py4j',
-        'pypaimon.py4j.util'
-    ]
+    exec(open(version_file).read())
+except IOError:
+    print("Failed to load PyPaimon version file for packaging. " +
+          "'%s' not found!" % version_file,
+          file=sys.stderr)
+    sys.exit(-1)
+VERSION = __version__  # noqa
 
-    PACKAGE_DATA = {
-        'pypaimon.py4j': java_setuputils.get_package_data()
-    }
+PACKAGES = [
+    'pypaimon',
+    'pypaimon.api',
+    'pypaimon.py4j',
+    'pypaimon.py4j.util',
+    'pypaimon.jars'
+]
 
-    install_requires = [
-        'py4j==0.10.9.7',
-        'python-dateutil>=2.8.0,<3',
-        'pytz>=2018.3',
-        'numpy>=1.22.4',
-        'pandas>=1.3.0',
-        'pyarrow>=5.0.0'
-    ]
+install_requires = [
+    'py4j==0.10.9.7',
+    'pandas>=1.3.0',
+    'pyarrow>=5.0.0'
+]
 
-    long_description = 'See Apache Paimon Python API \
-    [Doc](https://paimon.apache.org/docs/master/program-api/python-api/) for usage.'
+long_description = 'See Apache Paimon Python API \
+[Doc](https://paimon.apache.org/docs/master/program-api/python-api/) for usage.'
 
-    setup(
-        name='pypaimon',
-        version=setup_utils.version.__version__,
-        packages=PACKAGES,
-        include_package_data=True,
-        package_data=PACKAGE_DATA,
-        cmdclass={'clean': CleanCommand},
-        install_requires=install_requires,
-        description='Apache Paimon Python API',
-        long_description=long_description,
-        long_description_content_type='text/markdown',
-        author='Apache Software Foundation',
-        author_email='dev@paimon.apache.org',
-        url='https://paimon.apache.org',
-        classifiers=[
-            'Development Status :: 4 - Beta',
-            'License :: OSI Approved :: Apache Software License',
-            'Programming Language :: Python :: 3.8',
-            'Programming Language :: Python :: 3.9',
-            'Programming Language :: Python :: 3.10',
-            'Programming Language :: Python :: 3.11'],
-        python_requires='>=3.8'
-    )
-finally:
-    java_setuputils.clean()
+setup(
+    name='pypaimon',
+    version=VERSION,
+    packages=PACKAGES,
+    include_package_data=True,
+    # releasing tool will generate deps
+    package_dir={
+        "pypaimon.jars": "deps/jars"
+    },
+    package_data={
+        "pypaimon.jars": ["*.jar"]
+    },
+    install_requires=install_requires,
+    description='Apache Paimon Python API',
+    long_description=long_description,
+    long_description_content_type='text/markdown',
+    author='Apache Software Foundation',
+    author_email='dev@paimon.apache.org',
+    url='https://paimon.apache.org',
+    classifiers=[
+        'Development Status :: 5 - Production/Stable',
+        'License :: OSI Approved :: Apache Software License',
+        'Programming Language :: Python :: 3.8',
+        'Programming Language :: Python :: 3.9',
+        'Programming Language :: Python :: 3.10',
+        'Programming Language :: Python :: 3.11'],
+    python_requires='>=3.8'
+)
diff --git a/setup_utils/java_setuputils.py b/setup_utils/java_setuputils.py
deleted file mode 100755
index 01b02e8..0000000
--- a/setup_utils/java_setuputils.py
+++ /dev/null
@@ -1,85 +0,0 @@
-################################################################################
-#  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.
-################################################################################
-
-import os
-import shutil
-import subprocess
-
-from xml.etree import ElementTree
-
-_JAVA_IMPL_MODULE = 'pypaimon/py4j'
-_JAVA_DEPS = 'java_dependencies'
-_JAVA_BRIDGE = 'paimon-python-java-bridge'
-
-_PYPAIMON_TOX_TEST = '_PYPAIMON_TOX_TEST'
-
-
-def get_package_data():
-    is_tox_test = os.environ.get(_PYPAIMON_TOX_TEST)
-    if is_tox_test and is_tox_test.lower() == "true":
-        return ['']
-
-    setup_java_bridge()
-    return [os.path.join(_JAVA_DEPS, '*')]
-
-
-def clean():
-    java_deps_dir = os.path.join(_find_java_impl_dir(), _JAVA_DEPS)
-    if os.path.exists(java_deps_dir):
-        shutil.rmtree(java_deps_dir)
-
-
-def setup_java_bridge():
-    java_impl_dir = _find_java_impl_dir()
-
-    java_deps_dir = os.path.join(java_impl_dir, _JAVA_DEPS)
-    if not os.path.exists(java_deps_dir):
-        os.mkdir(java_deps_dir)
-
-    java_bridge_dst = os.path.join(java_deps_dir, _JAVA_BRIDGE + '.jar')
-    if os.path.exists(java_bridge_dst):
-        return
-
-    java_bridge_module = os.path.join(java_impl_dir, _JAVA_BRIDGE)
-    subprocess.run(
-        ["mvn", "clean", "package"],
-        cwd=java_bridge_module,
-        stdout=subprocess.PIPE,
-        stderr=subprocess.PIPE
-    )
-
-    shutil.copy(
-        os.path.join(java_bridge_module, 'target/{}-{}.jar'
-                     .format(_JAVA_BRIDGE, _extract_bridge_version())),
-        java_bridge_dst
-    )
-
-
-def _extract_bridge_version():
-    pom_path = os.path.join(_find_java_impl_dir(), _JAVA_BRIDGE, 'pom.xml')
-    return ElementTree.parse(pom_path).getroot().find(
-        'POM:version',
-        namespaces={
-            'POM': 'http://maven.apache.org/POM/4.0.0'
-        }).text
-
-
-def _find_java_impl_dir():
-    this_dir = os.path.abspath(os.path.dirname(__file__))
-    paimon_python_dir = os.path.dirname(this_dir)
-    return os.path.join(paimon_python_dir, _JAVA_IMPL_MODULE)
diff --git a/tools/releasing/create_binary_release.sh b/tools/releasing/create_binary_release.sh
deleted file mode 100755
index 8188fb4..0000000
--- a/tools/releasing/create_binary_release.sh
+++ /dev/null
@@ -1,72 +0,0 @@
-#!/usr/bin/env bash
-
-#
-# 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.
-#
-
-##
-## Required variables
-##
-RELEASE_VERSION=${RELEASE_VERSION}
-
-if [ -z "${RELEASE_VERSION}" ]; then
-	echo "RELEASE_VERSION was not set"
-	exit 1
-fi
-
-# fail immediately
-set -o errexit
-set -o nounset
-
-CURR_DIR=`pwd`
-BASE_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null && pwd )"
-PROJECT_ROOT="${BASE_DIR}/../../"
-
-# Sanity check to ensure that resolved paths are valid; a LICENSE file should always exist in project root
-if [ ! -f ${PROJECT_ROOT}/LICENSE ]; then
-    echo "Project root path ${PROJECT_ROOT} is not valid; script may be in the wrong directory."
-    exit 1
-fi
-
-if [ "$(uname)" == "Darwin" ]; then
-    SHASUM="shasum -a 512"
-else
-    SHASUM="sha512sum"
-fi
-
-###########################
-
-RELEASE_DIR=${PROJECT_ROOT}/release/binary
-rm -rf ${RELEASE_DIR}
-mkdir -p ${RELEASE_DIR}
-
-# use lint-python.sh script to create a python environment.
-dev/lint-python.sh -s basic
-source dev/.conda/bin/activate
-
-# build
-dev/build-wheels.sh
-
-WHEEL_FILE_NAME="pypaimon-${RELEASE_VERSION}-py3-none-any.whl"
-cp "dist/${WHEEL_FILE_NAME}" "${RELEASE_DIR}/${WHEEL_FILE_NAME}"
-
-cd ${RELEASE_DIR}
-
-# Sign sha the wheel package
-gpg --armor --detach-sig ${WHEEL_FILE_NAME}
-$SHASUM ${WHEEL_FILE_NAME} > "${WHEEL_FILE_NAME}.sha512"
-
-cd ${CURR_DIR}
diff --git a/tools/releasing/create_source_release.sh b/tools/releasing/create_source_release.sh
index 7d6a8a9..ad12a42 100755
--- a/tools/releasing/create_source_release.sh
+++ b/tools/releasing/create_source_release.sh
@@ -18,12 +18,18 @@
 #
 
 ##
-## Required variables
+## set build vars
 ##
-RELEASE_VERSION=${RELEASE_VERSION}
+OUTPUT_DIR=${OUTPUT_DIR}
+GPG_PASSPHRASE=${GPG_PASSPHRASE}
 
-if [ -z "${RELEASE_VERSION}" ]; then
-	echo "RELEASE_VERSION is unset"
+if [ -z "${OUTPUT_DIR}" ]; then
+	echo "OUTPUT_DIR was not set"
+	exit 1
+fi
+
+if [ -z "${GPG_PASSPHRASE}" ]; then
+	echo "GPG_PASSPHRASE was not set"
 	exit 1
 fi
 
@@ -33,7 +39,7 @@ set -o nounset
 
 CURR_DIR=`pwd`
 BASE_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null && pwd )"
-PROJECT_ROOT="$( cd "$( dirname "${BASE_DIR}/../../../" )" >/dev/null && pwd )"
+PROJECT_ROOT="${BASE_DIR}/../../"
 
 # Sanity check to ensure that resolved paths are valid; a LICENSE file should always exist in project root
 if [ ! -f ${PROJECT_ROOT}/LICENSE ]; then
@@ -43,48 +49,53 @@ fi
 
 if [ "$(uname)" == "Darwin" ]; then
     SHASUM="shasum -a 512"
-    TAR="tar --no-xattrs"
 else
     SHASUM="sha512sum"
-    TAR="tar"
 fi
 
 ###########################
 
-RELEASE_DIR=${PROJECT_ROOT}/release/source
-CLONE_DIR=${RELEASE_DIR}/paimon-tmp-clone
+# prepare bridge jar
+
+DEPS_DIR=${PROJECT_ROOT}/deps/jars
+rm -rf ${DEPS_DIR}
+mkdir -p ${DEPS_DIR}
+
+cd ${PROJECT_ROOT}/paimon-python-java-bridge
 
-rm -rf ${RELEASE_DIR}
-mkdir -p ${RELEASE_DIR}
+# check there is no snapshot dependencies
+if grep -q "<version>.*SNAPSHOT</version>" "pom.xml"; then
+    echo "paimon-python-java-bridge is snapshot or contains snapshot dependencies"
+    exit 1
+fi
+
+# get bridge jar version
+JAR_VERSION=$(sed -n 's/.*<version>\(.*\)<\/version>.*/\1/p' pom.xml | head -n 1)
 
-# delete the temporary release directory on error
-trap 'rm -rf ${RELEASE_DIR}' ERR
+mvn clean install -DskipTests
+cp "target/paimon-python-java-bridge-${JAR_VERSION}.jar" ${DEPS_DIR}
+
+cd ${CURR_DIR}
 
-echo "Creating source package"
+# build source release
 
-# create a temporary git clone to ensure that we have a pristine source release
-git clone ${PROJECT_ROOT} ${CLONE_DIR}
+# get release version
+RELEASE_VERSION=$(sed -n 's/^__version__ = "\(.*\)"/\1/p' ${PROJECT_ROOT}/pypaimon/version.py)
 
-cd ${CLONE_DIR}
-JAVA_ROOT="pypaimon/py4j/paimon-python-java-bridge"
-rsync -a \
-  --exclude ".DS_Store" --exclude ".asf.yaml" --exclude ".git" \
-  --exclude ".github" --exclude ".gitignore" --exclude ".idea" \
-  --exclude ".mypy_cache" --exclude ".tox" --exclude "__pycache__" \
-  --exclude "build" --exclude "dist" --exclude "*.egg-info" \
-  --exclude "dev/.conda" --exclude "dev/.stage.txt" \
-  --exclude "dev/download" --exclude "dev/log" --exclude "**/__pycache__" \
-  --exclude "${JAVA_ROOT}/dependency-reduced-pom.xml" \
-  --exclude "${JAVA_ROOT}/target" \
-  . paimon-python-${RELEASE_VERSION}
+# use lint-python.sh script to create a python environment.
+dev/lint-python.sh -s basic
+source dev/.conda/bin/activate
 
-TAR czf ${RELEASE_DIR}/apache-paimon-python-${RELEASE_VERSION}-src.tgz paimon-python-${RELEASE_VERSION}
-gpg --armor --detach-sig ${RELEASE_DIR}/apache-paimon-python-${RELEASE_VERSION}-src.tgz
-cd ${RELEASE_DIR}
-${SHASUM} apache-paimon-python-${RELEASE_VERSION}-src.tgz > apache-paimon-python-${RELEASE_VERSION}-src.tgz.sha512
+python setup.py sdist
+conda deactivate
+PACKAGE_FILE="pypaimon-${RELEASE_VERSION}.tar.gz"
+cp "dist/${PACKAGE_FILE}" "${OUTPUT_DIR}/${PACKAGE_FILE}"
 
-rm -rf ${CLONE_DIR}
+cd ${OUTPUT_DIR}
 
-echo "Done. Source release package and signatures created under ${RELEASE_DIR}/."
+# Sign sha the wheel package
+gpg --batch --yes --pinentry-mode loopback --passphrase=$GPG_PASSPHRASE --armor --detach-sign ${PACKAGE_FILE}
+$SHASUM ${PACKAGE_FILE} > "${PACKAGE_FILE}.sha512"
 
+rm -rf DEPS_DIR
 cd ${CURR_DIR}
diff --git a/tools/releasing/update_branch_version.sh b/tools/releasing/update_branch_version.sh
index 5c8fc49..9c20171 100755
--- a/tools/releasing/update_branch_version.sh
+++ b/tools/releasing/update_branch_version.sh
@@ -34,7 +34,7 @@ set -o nounset
 CURR_DIR=`pwd`
 BASE_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null && pwd )"
 PROJECT_ROOT="${BASE_DIR}/../../"
-SETUP_UTILS_DIR="${PROJECT_ROOT}/setup_utils"
+PYPAIMON_DIR="${PROJECT_ROOT}/pypaimon"
 
 # Sanity check to ensure that resolved paths are valid; a LICENSE file should always exist in project root
 if [ ! -f ${PROJECT_ROOT}/LICENSE ]; then
@@ -44,7 +44,7 @@ fi
 
 ###########################
 
-cd ${SETUP_UTILS_DIR}/
+cd ${PYPAIMON_DIR}/
 
 # change version
 perl -pi -e "s#^__version__ = \".*\"#__version__ = \"${NEW_VERSION}\"#" version.py