diff --git a/.github/workflows/backend-integration-test.yml b/.github/workflows/backend-integration-test.yml
index e943922f838..882e2a4b62f 100644
--- a/.github/workflows/backend-integration-test.yml
+++ b/.github/workflows/backend-integration-test.yml
@@ -26,7 +26,10 @@ jobs:
               - api/**
               - bin/**
               - catalogs/**
-              - clients/**
+              - clients/client-java/**
+              - clients/client-java-runtime/**
+              - clients/filesystem-hadoop3/**
+              - clients/filesystem-hadoop3-runtime/**
               - common/**
               - conf/**
               - core/**
@@ -88,7 +91,7 @@ jobs:
       - name: Backend Integration Test
         id: integrationTest
         run: |
-          ./gradlew test --rerun-tasks -PskipTests -PtestMode=${{ matrix.test-mode }} -PjdkVersion=${{ matrix.java-version }} -PskipWebITs -P${{ matrix.backend }}
+          ./gradlew test --rerun-tasks -PskipTests -PtestMode=${{ matrix.test-mode }} -PjdkVersion=${{ matrix.java-version }} -PskipWebITs -P${{ matrix.backend }} -PskipPythonITs
 
       - name: Upload integrate tests reports
         uses: actions/upload-artifact@v3
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 71facb817f6..93f9ec9af91 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -27,7 +27,10 @@ jobs:
               - api/**
               - bin/**
               - catalogs/**
-              - clients/**
+              - clients/client-java/**
+              - clients/client-java-runtime/**
+              - clients/filesystem-hadoop3/**
+              - clients/filesystem-hadoop3-runtime/**
               - common/**
               - conf/**
               - core/**
diff --git a/.github/workflows/frontend-integration-test.yml b/.github/workflows/frontend-integration-test.yml
index f05174d33b9..b323f0e3d82 100644
--- a/.github/workflows/frontend-integration-test.yml
+++ b/.github/workflows/frontend-integration-test.yml
@@ -26,7 +26,10 @@ jobs:
               - api/**
               - bin/**
               - catalogs/**
-              - clients/**
+              - clients/client-java/**
+              - clients/client-java-runtime/**
+              - clients/filesystem-hadoop3/**
+              - clients/filesystem-hadoop3-runtime/**
               - common/**
               - conf/**
               - core/**
diff --git a/.github/workflows/python-integration-test.yml b/.github/workflows/python-integration-test.yml
new file mode 100644
index 00000000000..3dc686a916c
--- /dev/null
+++ b/.github/workflows/python-integration-test.yml
@@ -0,0 +1,82 @@
+name: Python Client Integration Test
+
+# Controls when the workflow will run
+on:
+  # Triggers the workflow on push or pull request events but only for the "main" branch
+  push:
+    branches: [ "main", "branch-*" ]
+  pull_request:
+    branches: [ "main", "branch-*" ]
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  changes:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v3
+      - uses: dorny/paths-filter@v2
+        id: filter
+        with:
+          filters: |
+            source_changes:
+              - .github/**
+              - api/**
+              - clients/client-python/**
+              - common/**
+              - conf/**
+              - core/**
+              - meta/**
+              - server/**
+              - server-common/**
+    outputs:
+      source_changes: ${{ steps.filter.outputs.source_changes }}
+
+  # Integration test for AMD64 architecture
+  test-amd64-arch:
+    needs: changes
+    if: needs.changes.outputs.source_changes == 'true'
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+    strategy:
+      matrix:
+        architecture: [linux/amd64]
+        java-version: [ 8 ]
+    env:
+      PLATFORM: ${{ matrix.architecture }}
+    steps:
+      - uses: actions/checkout@v3
+
+      - uses: actions/setup-java@v3
+        with:
+          java-version: ${{ matrix.java-version }}
+          distribution: 'temurin'
+
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v2
+
+      - name: Free up disk space
+        run: |
+          dev/ci/util_free_space.sh
+
+      - name: Python Client Integration Test
+        id: integrationTest
+        run: |
+          for pythonVersion in "3.8" "3.9" "3.10" "3.11"
+          do
+            ./gradlew -PjdkVersion=${{ matrix.java-version }} -PpythonVersion=${pythonVersion} :client:client-python:test
+          done
+
+      - name: Upload integrate tests reports
+        uses: actions/upload-artifact@v3
+        if: ${{ failure() && steps.integrationTest.outcome == 'failure' }}
+        with:
+          name: integrate test reports
+          path: |
+            build/reports
+            integration-test/build/integration-test.log
+            distribution/package/logs/gravitino-server.out
+            distribution/package/logs/gravitino-server.log
+            catalogs/**/*.log
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index e9956fee835..15b5f41582d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -43,6 +43,7 @@ docs/build
 dev/docker/tools/docker-connector
 
 include web/.gitignore
+include clients/client-python/.gitignore
 
 # node env
 .node
diff --git a/build.gradle.kts b/build.gradle.kts
index deb6d8c9a53..b3abe5f3fb2 100644
--- a/build.gradle.kts
+++ b/build.gradle.kts
@@ -93,6 +93,9 @@ project.extra["extraJvmArgs"] = if (extra["jdkVersion"] in listOf("8", "11")) {
   )
 }
 
+val pythonVersion: String = project.properties["pythonVersion"] as? String ?: project.extra["pythonVersion"].toString()
+project.extra["pythonVersion"] = pythonVersion
+
 licenseReport {
   renderers = arrayOf<ReportRenderer>(InventoryHtmlReportRenderer("report.html", "Backend"))
   filters = arrayOf<DependencyFilter>(LicenseBundleNormalizer())
@@ -100,6 +103,11 @@ licenseReport {
 repositories { mavenCentral() }
 
 allprojects {
+  // Gravitino Python client project didn't need to apply the Spotless plugin
+  if (project.name == "client-python") {
+    return@allprojects
+  }
+
   apply(plugin = "com.diffplug.spotless")
   repositories {
     mavenCentral()
@@ -215,6 +223,11 @@ dependencies {
 }
 
 subprojects {
+  // Gravitino Python client project didn't need to apply the java plugin
+  if (project.name == "client-python") {
+    return@subprojects
+  }
+
   apply(plugin = "jacoco")
   apply(plugin = "maven-publish")
   apply(plugin = "java")
diff --git a/clients/client-python/.gitignore b/clients/client-python/.gitignore
index 6769e21d99a..4399cbb1a8d 100644
--- a/clients/client-python/.gitignore
+++ b/clients/client-python/.gitignore
@@ -1,160 +1,9 @@
-# Byte-compiled / optimized / DLL files
-__pycache__/
-*.py[cod]
-*$py.class
-
-# C extensions
-*.so
-
-# Distribution / packaging
-.Python
-build/
-develop-eggs/
-dist/
-downloads/
-eggs/
-.eggs/
-lib/
-lib64/
-parts/
-sdist/
-var/
-wheels/
-share/python-wheels/
-*.egg-info/
-.installed.cfg
-*.egg
-MANIFEST
-
-# PyInstaller
-#  Usually these files are written by a python script from a template
-#  before PyInstaller builds the exe, so as to inject date/other infos into it.
-*.manifest
-*.spec
-
-# Installer logs
-pip-log.txt
-pip-delete-this-directory.txt
-
-# Unit test / coverage reports
-htmlcov/
-.tox/
-.nox/
-.coverage
-.coverage.*
-.cache
-nosetests.xml
-coverage.xml
-*.cover
-*.py,cover
-.hypothesis/
-.pytest_cache/
-cover/
-
-# Translations
-*.mo
-*.pot
-
-# Django stuff:
-*.log
-local_settings.py
-db.sqlite3
-db.sqlite3-journal
-
-# Flask stuff:
-instance/
-.webassets-cache
-
-# Scrapy stuff:
-.scrapy
-
-# Sphinx documentation
-docs/_build/
-
-# PyBuilder
-.pybuilder/
-target/
-
-# Jupyter Notebook
-.ipynb_checkpoints
-
-# IPython
-profile_default/
-ipython_config.py
-
-# pyenv
-#   For a library or package, you might want to ignore these files since the code is
-#   intended to run in multiple environments; otherwise, check them in:
-# .python-version
-
-# pipenv
-#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
-#   However, in case of collaboration, if having platform-specific dependencies or dependencies
-#   having no cross-platform support, pipenv may install dependencies that don't work, or not
-#   install all needed dependencies.
-#Pipfile.lock
-
-# poetry
-#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
-#   This is especially recommended for binary packages to ensure reproducibility, and is more
-#   commonly ignored for libraries.
-#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
-#poetry.lock
-
-# pdm
-#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
-#pdm.lock
-#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
-#   in version control.
-#   https://pdm.fming.dev/#use-with-ide
-.pdm.toml
-
-# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
-__pypackages__/
-
-# Celery stuff
-celerybeat-schedule
-celerybeat.pid
-
-# SageMath parsed files
-*.sage.py
-
-# Environments
-.env
-.venv
-env/
-venv/
-ENV/
-env.bak/
-venv.bak/
-
-# Spyder project settings
-.spyderproject
-.spyproject
-
-# Rope project settings
-.ropeproject
-
-# mkdocs documentation
-/site
-
-# mypy
-.mypy_cache/
-.dmypy.json
-dmypy.json
-
-# Pyre type checker
-.pyre/
-
-# pytype static type analyzer
-.pytype/
-
-# Cython debug symbols
-cython_debug/
-
-# PyCharm
-#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
-#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
-#  and can be added to the global gitignore or merged into this file.  For a more nuclear
-#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
-#.idea/
\ No newline at end of file
+# Copyright 2024 Datastrato Pvt Ltd.
+# This software is licensed under the Apache License version 2.
+
+**/.pytest_cache/**
+**/__pycache__/**
+gravitino.egg-info
+vevn
+.vevn
+.idea
diff --git a/clients/client-python/Makefile b/clients/client-python/Makefile
deleted file mode 100644
index f769e5ac76a..00000000000
--- a/clients/client-python/Makefile
+++ /dev/null
@@ -1,15 +0,0 @@
-# Copyright 2024 Datastrato Pvt Ltd.
-# This software is licensed under the Apache License version 2.
-.PHONY: mkvenv install test clean
-
-mkvenv:
-	python -m venv venv && source ./venv/bin/activate && pip install -U pip
-
-install:
-	source ./venv/bin/activate && pip install -e .
-
-test:
-	source ./venv/bin/activate && python -m unittest
-
-clean:
-	rm -rf venv
diff --git a/clients/client-python/build.gradle.kts b/clients/client-python/build.gradle.kts
new file mode 100644
index 00000000000..9ee05355c80
--- /dev/null
+++ b/clients/client-python/build.gradle.kts
@@ -0,0 +1,49 @@
+/*
+ * Copyright 2024 Datastrato Pvt Ltd.
+ * This software is licensed under the Apache License version 2.
+ */
+import io.github.piyushroshan.python.VenvTask
+
+plugins {
+  id("io.github.piyushroshan.python-gradle-miniforge-plugin") version "1.0.0"
+}
+
+pythonPlugin {
+  pythonVersion.set(project.rootProject.extra["pythonVersion"].toString())
+}
+
+fun deleteCacheDir(targetDir: String) {
+  project.fileTree(project.projectDir).matching {
+    include("**/$targetDir/**")
+  }.forEach { file ->
+    val targetDirPath = file.path.substring(0, file.path.lastIndexOf(targetDir) + targetDir.length)
+    project.file(targetDirPath).deleteRecursively()
+  }
+}
+
+tasks {
+  val pipInstall by registering(VenvTask::class) {
+    venvExec = "pip"
+    args = listOf("install", "-e", ".")
+  }
+
+  val test by registering(VenvTask::class) {
+    dependsOn(pipInstall)
+    venvExec = "python"
+    args = listOf("-m", "unittest")
+    workingDir = projectDir.resolve(".")
+  }
+
+  val build by registering(VenvTask::class) {
+  }
+
+  val clean by registering(Delete::class) {
+    delete("build")
+    delete("gravitino.egg-info")
+
+    doLast {
+      deleteCacheDir(".pytest_cache")
+      deleteCacheDir("__pycache__")
+    }
+  }
+}
diff --git a/clients/client-python/setup.py b/clients/client-python/setup.py
index e130f2ed0fd..04dd35ffc91 100644
--- a/clients/client-python/setup.py
+++ b/clients/client-python/setup.py
@@ -8,8 +8,8 @@
 
 setup(
     name="gravitino",
-    description="project description TBD",
-    version="0.0.1",
+    description="Python lib/client for Gravitino",
+    version="0.5.0",
     long_description=open("README.md").read(),
     long_description_content_type="text/markdown",
     url="https://github.com/datastrato/gravitino",
diff --git a/docs/how-to-build.md b/docs/how-to-build.md
index 50d42eac28b..76f10e65f6b 100644
--- a/docs/how-to-build.md
+++ b/docs/how-to-build.md
@@ -59,6 +59,28 @@ This software is licensed under the Apache License version 2."
     ./gradlew build -PjdkVersion=17
     ```
 
+3. Build the Gravitino Python client.
+
+   The default specified Python version is 3.8, if you want to use Python 3.9, 3.10 or 3.11 to build,
+   modify the property `pythonVersion` to 3.9, 3.10 or 3.11 in the `gradle.properties` file, or specify the version
+   with `-P`, like:
+
+    ```shell
+    ./gradlew build -PpythonVersion=3.9
+    ```
+
+   Or:
+
+    ```shell
+    ./gradlew build -PpythonVersion=3.10
+    ```
+
+   Or:
+
+    ```shell
+    ./gradlew build -PpythonVersion=3.11
+    ```
+
 :::note
 The first time you build the project, downloading the dependencies may take a while. You can add
 `-x test` to skip the tests, by using `./gradlew build -x test`.
diff --git a/docs/how-to-test.md b/docs/how-to-test.md
index affbcff8161..8a50360575d 100644
--- a/docs/how-to-test.md
+++ b/docs/how-to-test.md
@@ -72,6 +72,7 @@ To deploy the Gravitino server locally to run the integration tests, follow thes
 * Skip unit tests by using the `./gradlew build -PskipTests` command.
 * Skip integration tests by using the `./gradlew build -PskipITs` command.
 * Skip web frontend integration tests by using the `./gradlew build -PskipWebITs` command.
+* Skip Python client integration tests by using the `./gradlew build -PskipPythonITs` command.
 * Skip both unit tests and integration tests by using the `./gradlew build -x test` or `./gradlew build -PskipTests -PskipITs` commands.
 
 ## Configuring parameters for integration tests
diff --git a/gradle.properties b/gradle.properties
index 3a2f7024bee..58ea449bb93 100644
--- a/gradle.properties
+++ b/gradle.properties
@@ -8,16 +8,19 @@ org.gradle.parallel=true
 org.gradle.caching=true
 org.gradle.jvmargs=-Xmx4g
 
-#version that is going to be updated automatically by releases
+# version that is going to be updated automatically by releases
 version = 0.5.0-SNAPSHOT
 
-#sonatype credentials
+# sonatype credentials
 SONATYPE_USER = admin
 SONATYPE_PASSWORD = password
 
-#jdkVersion is used to specify the version of JDK to build and test Gravitino, current
+# jdkVersion is used to specify the version of JDK to build and test Gravitino, current
 # supported version is 8, 11, and 17.
 jdkVersion = 8
 
 # defaultScalaVersion is used to specify the version of Scala to build and test Gravitino
 defaultScalaVersion = 2.12
+
+# pythonVersion is used to specify the version of Python to build and test Gravitino python client.
+pythonVersion = 3.8
diff --git a/integration-test/build.gradle.kts b/integration-test/build.gradle.kts
index d7253f5112a..291278cb830 100644
--- a/integration-test/build.gradle.kts
+++ b/integration-test/build.gradle.kts
@@ -135,10 +135,10 @@ dependencies {
 
 tasks.test {
   val skipITs = project.hasProperty("skipITs")
-  val skipWebITs = project.hasProperty("skipWebITs")
   if (skipITs) {
     exclude("**/integration/test/**")
   } else {
+    val skipWebITs = project.hasProperty("skipWebITs")
     if (skipWebITs) {
       exclude("**/integration/test/web/ui/**")
     }
diff --git a/settings.gradle.kts b/settings.gradle.kts
index a98a37c21e8..bf872bc0ef6 100644
--- a/settings.gradle.kts
+++ b/settings.gradle.kts
@@ -20,7 +20,13 @@ include(
 )
 include("catalogs:catalog-hadoop")
 include("catalogs:catalog-messaging-kafka")
-include("clients:client-java", "clients:client-java-runtime", "clients:filesystem-hadoop3", "clients:filesystem-hadoop3-runtime")
+include(
+  "clients:client-java",
+  "clients:client-java-runtime",
+  "clients:filesystem-hadoop3",
+  "clients:filesystem-hadoop3-runtime",
+  "clients:client-python"
+)
 include("trino-connector")
 include("spark-connector")
 include("web")