diff --git a/.github/workflows/docs.yaml b/.github/workflows/docs.yaml
index b644d8721631e..dae4efe87b03c 100644
--- a/.github/workflows/docs.yaml
+++ b/.github/workflows/docs.yaml
@@ -40,17 +40,11 @@ jobs:
           ref: asf-site
           path: asf-site
 
-      - name: Setup Python
-        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405  # v6.2.0
-        with:
-          python-version: "3.12"
+      - name: Setup uv
+        uses: astral-sh/setup-uv@f0ec1fc3b38f5e7cd731bb6ce540c5af426746bb  # v6.1.0
 
       - name: Install dependencies
-        run: |
-          set -x
-          python3 -m venv venv
-          source venv/bin/activate
-          pip install -r docs/requirements.txt
+        run: uv sync --project docs
       - name: Install dependency graph tooling
         run: |
           set -x
@@ -61,9 +55,8 @@ jobs:
       - name: Build docs
         run: |
           set -x
-          source venv/bin/activate
           cd docs
-          ./build.sh
+          uv run --project ../docs ./build.sh
 
       - name: Copy & push the generated HTML
         run: |
diff --git a/.github/workflows/docs_pr.yaml b/.github/workflows/docs_pr.yaml
index 8d547b329ab41..984f59c9d9a67 100644
--- a/.github/workflows/docs_pr.yaml
+++ b/.github/workflows/docs_pr.yaml
@@ -44,16 +44,10 @@ jobs:
         with:
           submodules: true
           fetch-depth: 1
-      - name: Setup Python
-        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405  # v6.2.0
-        with:
-          python-version: "3.12"
+      - name: Setup uv
+        uses: astral-sh/setup-uv@f0ec1fc3b38f5e7cd731bb6ce540c5af426746bb  # v6.1.0
       - name: Install doc dependencies
-        run: |
-          set -x
-          python3 -m venv venv
-          source venv/bin/activate
-          pip install -r docs/requirements.txt
+        run: uv sync --project docs
       - name: Install dependency graph tooling
         run: |
           set -x
@@ -63,6 +57,5 @@ jobs:
       - name: Build docs html and check for warnings
         run: |
           set -x
-          source venv/bin/activate
           cd docs
-          ./build.sh # fails on errors
+          uv run --project ../docs ./build.sh # fails on errors
diff --git a/benchmarks/bench.sh b/benchmarks/bench.sh
index e7f643a5d51d5..d3b8c5934c622 100755
--- a/benchmarks/bench.sh
+++ b/benchmarks/bench.sh
@@ -42,7 +42,7 @@ DATAFUSION_DIR=${DATAFUSION_DIR:-$SCRIPT_DIR/..}
 DATA_DIR=${DATA_DIR:-$SCRIPT_DIR/data}
 CARGO_COMMAND=${CARGO_COMMAND:-"cargo run --release"}
 PREFER_HASH_JOIN=${PREFER_HASH_JOIN:-true}
-VIRTUAL_ENV=${VIRTUAL_ENV:-$SCRIPT_DIR/venv}
+UV_PROJECT=${UV_PROJECT:-$SCRIPT_DIR}
 
 usage() {
     echo "
@@ -144,7 +144,7 @@ CARGO_COMMAND       command that runs the benchmark binary
 DATAFUSION_DIR      directory to use (default $DATAFUSION_DIR)
 RESULTS_NAME        folder where the benchmark files are stored
 PREFER_HASH_JOIN    Prefer hash join algorithm (default true)
-VENV_PATH           Python venv to use for compare and venv commands (default ./venv, override by <your-venv>/bin/activate)
+UV_PROJECT          Path to the benchmarks project for uv (default $SCRIPT_DIR)
 DATAFUSION_*        Set the given datafusion configuration
 "
     exit 1
@@ -708,7 +708,7 @@ run_compile_profile() {
     local data_path="${DATA_DIR}/tpch_sf1"
 
     echo "Running compile profile benchmark..."
-    local cmd=(python3 "${runner}" --data "${data_path}")
+    local cmd=(uv run --project "${UV_PROJECT}" python3 "${runner}" --data "${data_path}")
     if [ ${#profiles[@]} -gt 0 ]; then
         cmd+=(--profiles "${profiles[@]}")
     fi
@@ -923,75 +923,13 @@ data_h2o() {
     SIZE=${1:-"SMALL"}
     DATA_FORMAT=${2:-"CSV"}
 
-    # Function to compare Python versions
-    version_ge() {
-        [ "$(printf '%s\n' "$1" "$2" | sort -V | head -n1)" = "$2" ]
-    }
-
-    export PYO3_USE_ABI3_FORWARD_COMPATIBILITY=1
-
-    # Find the highest available Python version (3.10 or higher)
-    REQUIRED_VERSION="3.10"
-    PYTHON_CMD=$(command -v python3 || true)
-
-    if [ -n "$PYTHON_CMD" ]; then
-        PYTHON_VERSION=$($PYTHON_CMD -c "import sys; print(f'{sys.version_info.major}.{sys.version_info.minor}')")
-        if version_ge "$PYTHON_VERSION" "$REQUIRED_VERSION"; then
-            echo "Found Python version $PYTHON_VERSION, which is suitable."
-        else
-            echo "Python version $PYTHON_VERSION found, but version $REQUIRED_VERSION or higher is required."
-            PYTHON_CMD=""
-        fi
-    fi
-
-   # Search for suitable Python versions if the default is unsuitable
-   if [ -z "$PYTHON_CMD" ]; then
-       # Loop through all available Python3 commands on the system
-       for CMD in $(compgen -c | grep -E '^python3(\.[0-9]+)?$'); do
-           if command -v "$CMD" &> /dev/null; then
-               PYTHON_VERSION=$($CMD -c "import sys; print(f'{sys.version_info.major}.{sys.version_info.minor}')")
-               if version_ge "$PYTHON_VERSION" "$REQUIRED_VERSION"; then
-                   PYTHON_CMD="$CMD"
-                   echo "Found suitable Python version: $PYTHON_VERSION ($CMD)"
-                   break
-               fi
-           fi
-       done
-   fi
-
-    # If no suitable Python version found, exit with an error
-    if [ -z "$PYTHON_CMD" ]; then
-        echo "Python 3.10 or higher is required. Please install it."
-        return 1
-    fi
-
-    echo "Using Python command: $PYTHON_CMD"
-
-    # Install falsa and other dependencies
-    echo "Installing falsa..."
-
-    # Set virtual environment directory
-    VIRTUAL_ENV="${PWD}/venv"
-
-    # Create a virtual environment using the detected Python command
-    $PYTHON_CMD -m venv "$VIRTUAL_ENV"
-
-    # Activate the virtual environment and install dependencies
-    source "$VIRTUAL_ENV/bin/activate"
-
-    # Ensure 'falsa' is installed (avoid unnecessary reinstall)
-    pip install --quiet --upgrade falsa
-
     # Create directory if it doesn't exist
     H2O_DIR="${DATA_DIR}/h2o"
     mkdir -p "${H2O_DIR}"
 
     # Generate h2o test data
     echo "Generating h2o test data in ${H2O_DIR} with size=${SIZE} and format=${DATA_FORMAT}"
-    falsa groupby --path-prefix="${H2O_DIR}" --size "${SIZE}" --data-format "${DATA_FORMAT}"
-
-    # Deactivate virtual environment after completion
-    deactivate
+    uv run --project "${UV_PROJECT}" falsa groupby --path-prefix="${H2O_DIR}" --size "${SIZE}" --data-format "${DATA_FORMAT}"
 }
 
 data_h2o_join() {
@@ -999,75 +937,13 @@ data_h2o_join() {
     SIZE=${1:-"SMALL"}
     DATA_FORMAT=${2:-"CSV"}
 
-    # Function to compare Python versions
-    version_ge() {
-        [ "$(printf '%s\n' "$1" "$2" | sort -V | head -n1)" = "$2" ]
-    }
-
-    export PYO3_USE_ABI3_FORWARD_COMPATIBILITY=1
-
-    # Find the highest available Python version (3.10 or higher)
-    REQUIRED_VERSION="3.10"
-    PYTHON_CMD=$(command -v python3 || true)
-
-    if [ -n "$PYTHON_CMD" ]; then
-        PYTHON_VERSION=$($PYTHON_CMD -c "import sys; print(f'{sys.version_info.major}.{sys.version_info.minor}')")
-        if version_ge "$PYTHON_VERSION" "$REQUIRED_VERSION"; then
-            echo "Found Python version $PYTHON_VERSION, which is suitable."
-        else
-            echo "Python version $PYTHON_VERSION found, but version $REQUIRED_VERSION or higher is required."
-            PYTHON_CMD=""
-        fi
-    fi
-
-   # Search for suitable Python versions if the default is unsuitable
-   if [ -z "$PYTHON_CMD" ]; then
-       # Loop through all available Python3 commands on the system
-       for CMD in $(compgen -c | grep -E '^python3(\.[0-9]+)?$'); do
-           if command -v "$CMD" &> /dev/null; then
-               PYTHON_VERSION=$($CMD -c "import sys; print(f'{sys.version_info.major}.{sys.version_info.minor}')")
-               if version_ge "$PYTHON_VERSION" "$REQUIRED_VERSION"; then
-                   PYTHON_CMD="$CMD"
-                   echo "Found suitable Python version: $PYTHON_VERSION ($CMD)"
-                   break
-               fi
-           fi
-       done
-   fi
-
-    # If no suitable Python version found, exit with an error
-    if [ -z "$PYTHON_CMD" ]; then
-        echo "Python 3.10 or higher is required. Please install it."
-        return 1
-    fi
-
-    echo "Using Python command: $PYTHON_CMD"
-
-    # Install falsa and other dependencies
-    echo "Installing falsa..."
-
-    # Set virtual environment directory
-    VIRTUAL_ENV="${PWD}/venv"
-
-    # Create a virtual environment using the detected Python command
-    $PYTHON_CMD -m venv "$VIRTUAL_ENV"
-
-    # Activate the virtual environment and install dependencies
-    source "$VIRTUAL_ENV/bin/activate"
-
-    # Ensure 'falsa' is installed (avoid unnecessary reinstall)
-    pip install --quiet --upgrade falsa
-
     # Create directory if it doesn't exist
     H2O_DIR="${DATA_DIR}/h2o"
     mkdir -p "${H2O_DIR}"
 
     # Generate h2o test data
     echo "Generating h2o test data in ${H2O_DIR} with size=${SIZE} and format=${DATA_FORMAT}"
-    falsa join --path-prefix="${H2O_DIR}" --size "${SIZE}" --data-format "${DATA_FORMAT}"
-
-    # Deactivate virtual environment after completion
-    deactivate
+    uv run --project "${UV_PROJECT}" falsa join --path-prefix="${H2O_DIR}" --size "${SIZE}" --data-format "${DATA_FORMAT}"
 }
 
 # Runner for h2o groupby benchmark
@@ -1269,7 +1145,7 @@ compare_benchmarks() {
             echo "--------------------"
             echo "Benchmark ${BENCH}"
             echo "--------------------"
-            PATH=$VIRTUAL_ENV/bin:$PATH python3 "${SCRIPT_DIR}"/compare.py $OPTS "${RESULTS_FILE1}" "${RESULTS_FILE2}"
+            uv run --project "${UV_PROJECT}" python3 "${SCRIPT_DIR}"/compare.py $OPTS "${RESULTS_FILE1}" "${RESULTS_FILE2}"
         else
             echo "Note: Skipping ${RESULTS_FILE1} as ${RESULTS_FILE2} does not exist"
         fi
@@ -1385,8 +1261,8 @@ run_clickbench_sorted() {
 }
 
 setup_venv() {
-    python3 -m venv "$VIRTUAL_ENV"
-    PATH=$VIRTUAL_ENV/bin:$PATH python3 -m pip install -r requirements.txt
+    echo "Setting up Python environment via uv..."
+    uv sync --project "${UV_PROJECT}"
 }
 
 # And start the process up
diff --git a/benchmarks/pyproject.toml b/benchmarks/pyproject.toml
new file mode 100644
index 0000000000000..3f1d4afd1973a
--- /dev/null
+++ b/benchmarks/pyproject.toml
@@ -0,0 +1,5 @@
+[project]
+name = "datafusion-benchmarks"
+version = "0.1.0"
+requires-python = ">=3.11"
+dependencies = ["rich", "falsa"]
diff --git a/benchmarks/requirements.txt b/benchmarks/requirements.txt
deleted file mode 100644
index 20a5a2bddbf20..0000000000000
--- a/benchmarks/requirements.txt
+++ /dev/null
@@ -1,18 +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.
-
-rich
diff --git a/dev/pyproject.toml b/dev/pyproject.toml
new file mode 100644
index 0000000000000..a2f5653d9d879
--- /dev/null
+++ b/dev/pyproject.toml
@@ -0,0 +1,5 @@
+[project]
+name = "datafusion-dev"
+version = "0.1.0"
+requires-python = ">=3.11"
+dependencies = ["tomlkit", "PyGithub", "requests"]
diff --git a/dev/release/README.md b/dev/release/README.md
index 898bceb6f7f41..03f8d57c218ac 100644
--- a/dev/release/README.md
+++ b/dev/release/README.md
@@ -178,10 +178,10 @@ We maintain a [changelog] so our users know what has been changed between releas
 
 The changelog is generated using a Python script.
 
-To run the script, you will need a GitHub Personal Access Token (described in the prerequisites section) and the `PyGitHub` library. First install the `PyGitHub` dependency via `pip`:
+To run the script, you will need a GitHub Personal Access Token (described in the prerequisites section) and the `PyGitHub` library. First install the dev dependencies via `uv`:
 
 ```shell
-pip3 install PyGitHub
+uv sync --group dev
 ```
 
 To generate the changelog, set the `GITHUB_TOKEN` environment variable and then run `./dev/release/generate-changelog.py`
@@ -199,7 +199,7 @@ to generate a change log of all changes between the `50.3.0` tag and `branch-51`
 
 ```shell
 export GITHUB_TOKEN=<your-token-here>
-./dev/release/generate-changelog.py 50.3.0 branch-51 51.0.0 > dev/changelog/51.0.0.md
+uv run --group dev ./dev/release/generate-changelog.py 50.3.0 branch-51 51.0.0 > dev/changelog/51.0.0.md
 ```
 
 This script creates a changelog from GitHub PRs based on the labels associated with them as well as looking for
diff --git a/dev/requirements.txt b/dev/requirements.txt
deleted file mode 100644
index 7fcba04931290..0000000000000
--- a/dev/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-tomlkit
-PyGitHub
\ No newline at end of file
diff --git a/dev/update_arrow_deps.py b/dev/update_arrow_deps.py
index 6bd5d47ff0597..5f54f25db71bc 100755
--- a/dev/update_arrow_deps.py
+++ b/dev/update_arrow_deps.py
@@ -19,7 +19,7 @@
 # Script that updates the arrow dependencies in datafusion locally
 #
 # installation:
-# pip install tomlkit requests
+# uv sync --project dev
 #
 # pin all arrow crates deps to a specific version:
 #
diff --git a/dev/update_datafusion_versions.py b/dev/update_datafusion_versions.py
index df1aeb8d53780..15e28178e62f3 100755
--- a/dev/update_datafusion_versions.py
+++ b/dev/update_datafusion_versions.py
@@ -19,7 +19,7 @@
 # Script that updates versions for datafusion crates, locally
 #
 # dependencies:
-# pip install tomlkit
+# uv sync --project dev
 
 import re
 import argparse
diff --git a/docs/README.md b/docs/README.md
index 0340a3b8bf63c..c70a1ff1f286b 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -25,19 +25,12 @@ https://datafusion.apache.org/ as part of the release process.
 
 ## Dependencies
 
-It's recommended to install build dependencies and build the documentation
-inside a Python virtualenv.
+Install build dependencies and build the documentation using
+[uv](https://docs.astral.sh/uv/):
 
 ```sh
-python3 -m venv venv
-pip install -r requirements.txt
-```
-
-If using [uv](https://docs.astral.sh/uv/) the script can be run like so without
-needing to create a virtual environment:
-
-```sh
-uv run --with-requirements requirements.txt bash build.sh
+uv sync --project docs
+uv run --project docs bash build.sh
 ```
 
 The docs build regenerates the workspace dependency graph via
diff --git a/docs/pyproject.toml b/docs/pyproject.toml
new file mode 100644
index 0000000000000..12eb6b1e4bfa6
--- /dev/null
+++ b/docs/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "datafusion-docs"
+version = "0.1.0"
+requires-python = ">=3.11"
+dependencies = [
+  "sphinx>=9,<10",
+  "sphinx-reredirects>=1.1,<2",
+  "pydata-sphinx-theme>=0.16,<1",
+  "myst-parser>=5,<6",
+  "maturin>=1.11,<2",
+  "jinja2>=3.1,<4",
+  "setuptools>=82,<83",
+]
diff --git a/docs/requirements.txt b/docs/requirements.txt
deleted file mode 100644
index a37f08e1253f8..0000000000000
--- a/docs/requirements.txt
+++ /dev/null
@@ -1,24 +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.
-
-sphinx==9.1.0
-sphinx-reredirects==1.1.0
-pydata-sphinx-theme==0.16.1
-myst-parser==5.0.0
-maturin==1.12.2
-jinja2==3.1.6
-setuptools==82.0.0
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000000000..6fc7705d8536f
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,2 @@
+[tool.uv.workspace]
+members = ["benchmarks", "dev", "docs"]
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000000000..2bfabe0fcec14
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,1147 @@
+version = 1
+revision = 3
+requires-python = ">=3.11"
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version < '3.12'",
+]
+
+[manifest]
+members = [
+    "datafusion-benchmarks",
+    "datafusion-dev",
+    "datafusion-docs",
+]
+
+[[package]]
+name = "accessible-pygments"
+version = "0.0.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pygments" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/bc/c1/bbac6a50d02774f91572938964c582fff4270eee73ab822a4aeea4d8b11b/accessible_pygments-0.0.5.tar.gz", hash = "sha256:40918d3e6a2b619ad424cb91e556bd3bd8865443d9f22f1dcdf79e33c8046872", size = 1377899, upload-time = "2024-05-10T11:23:10.216Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/8d/3f/95338030883d8c8b91223b4e21744b04d11b161a3ef117295d8241f50ab4/accessible_pygments-0.0.5-py3-none-any.whl", hash = "sha256:88ae3211e68a1d0b011504b2ffc1691feafce124b845bd072ab6f9f66f34d4b7", size = 1395903, upload-time = "2024-05-10T11:23:08.421Z" },
+]
+
+[[package]]
+name = "alabaster"
+version = "1.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210, upload-time = "2024-07-26T18:15:03.762Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929, upload-time = "2024-07-26T18:15:02.05Z" },
+]
+
+[[package]]
+name = "annotated-doc"
+version = "0.0.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/57/ba/046ceea27344560984e26a590f90bc7f4a75b06701f653222458922b558c/annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4", size = 7288, upload-time = "2025-11-10T22:07:42.062Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1e/d3/26bf1008eb3d2daa8ef4cacc7f3bfdc11818d111f7e2d0201bc6e3b49d45/annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320", size = 5303, upload-time = "2025-11-10T22:07:40.673Z" },
+]
+
+[[package]]
+name = "babel"
+version = "2.18.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/b2/51899539b6ceeeb420d40ed3cd4b7a40519404f9baf3d4ac99dc413a834b/babel-2.18.0.tar.gz", hash = "sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d", size = 9959554, upload-time = "2026-02-01T12:30:56.078Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/77/f5/21d2de20e8b8b0408f0681956ca2c69f1320a3848ac50e6e7f39c6159675/babel-2.18.0-py3-none-any.whl", hash = "sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35", size = 10196845, upload-time = "2026-02-01T12:30:53.445Z" },
+]
+
+[[package]]
+name = "beautifulsoup4"
+version = "4.14.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "soupsieve" },
+    { name = "typing-extensions" },
+]
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+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1a/39/47f9197bdd44df24d67ac8893641e16f386c984a0619ef2ee4c51fbbc019/beautifulsoup4-4.14.3-py3-none-any.whl", hash = "sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb", size = 107721, upload-time = "2025-11-30T15:08:24.087Z" },
+]
+
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