diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index acdb5b6..301ae32 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -22,14 +22,13 @@ jobs:
         uses: actions/checkout@v5
         with:
           submodules: recursive
-      - name: Set up Python
-        uses: actions/setup-python@v6
+      - name: Install uv with python
+        uses: astral-sh/setup-uv@v7
         with:
           python-version: ${{ matrix.python }}
       - name: Install package and test dependencies
         run: |
-          python -m pip install --upgrade pip
-          python -m pip install ".[test]"
+          uv sync --frozen --extra test
       - name: Run tests
         run: |
-          python -m pytest tests
+          uv run pytest
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 4851153..f2bb2ef 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -6,11 +6,10 @@ git clone --recursive https://github.com/<your-fork>/substrait-python.git
 cd substrait-python
 ```
 
-## Conda env
-Create a conda environment with developer dependencies.
+## Development environment
+Activate environment with uv.
 ```
-conda env create -f environment.yml
-conda activate substrait-python-env
+uv sync --extra test
 ```
 
 ## Update the substrait submodule locally
@@ -21,43 +20,45 @@ git submodule update --init --recursive
 ```
 
 
-# Upgrade the substrait protocol definition
+# Code generation
 
-## a) Use the upgrade script
+## Protobuf stubs
 
 Run the upgrade script to upgrade the submodule and regenerate the protobuf stubs.
 
 ```
-./update_proto.sh <version>
+uv sync --extra gen_proto
+uv run ./update_proto.sh <version>
 ```
 
-## b) Manual upgrade
+## Antlr grammar
 
-### Upgrade the Substrait submodule
+Substrait uses antlr grammar to derive output types of extension functions. Make sure java is installed and ANTLR_JAR environment variable is set. Take a look at .devcontainer/Dockerfile for example setup.
 
 ```
-cd third_party/substrait
-git checkout <version>
-cd -
-git commit . -m "Use submodule <version>"
+make antlr
 ```
 
-### Generate protocol buffers
-Generate the protobuf files manually. Requires protobuf `v3.20.1`.
+## Extensions stubs
+
+Substrait uses jsonschema to describe the data model for extension files.
+
 ```
-./gen_proto.sh
+make codegen-extensions
 ```
 
+# Lint & Format
+
+Run the following make commands to lint and format with ruff.
 
-# Build
-## Python package
-Editable installation.
 ```
-pip install -e .
+make lint
+make format
 ```
 
 # Test
 Run tests in the project's root dir.
 ```
-pytest
+uv sync --extra test
+uv run pytest
 ```
diff --git a/environment.yml b/environment.yml
deleted file mode 100644
index c7bb615..0000000
--- a/environment.yml
+++ /dev/null
@@ -1,14 +0,0 @@
-name: substrait-python-env
-channels:
-  - conda-forge
-dependencies:
-  - buf
-  - pip
-  - pre-commit
-  - protobuf = 3.20.1  # protobuf==3.20 C extensions aren't compatible with 3.19.4
-  - protoletariat >= 2.0.0
-  - mypy-protobuf
-  - pytest >= 7.0.0
-  - python >= 3.8.1
-  - setuptools >= 61.0.0
-  - setuptools_scm >= 6.2.0
diff --git a/tests/builders/plan/test_read.py b/tests/builders/plan/test_read.py
index 20cc0c4..429fc9f 100644
--- a/tests/builders/plan/test_read.py
+++ b/tests/builders/plan/test_read.py
@@ -5,7 +5,7 @@
 from substrait.builders.plan import read_named_table
 import pytest
 from substrait.gen.proto.extensions.extensions_pb2 import AdvancedExtension
-from google.protobuf import any
+from google.protobuf import any_pb2
 from google.protobuf.wrappers_pb2 import StringValue
 
 struct = stt.Type.Struct(
@@ -80,7 +80,10 @@ def test_read_rel_schema_nullable():
 
 
 def test_read_rel_ae():
-    extension = AdvancedExtension(optimization=[any.pack(StringValue(value="Opt1"))])
+    any = any_pb2.Any()
+    any.Pack(StringValue(value="Opt1"))
+
+    extension = AdvancedExtension(optimization=[any])
 
     actual = read_named_table(["example_db", "example_table"], named_struct, extension)(
         None
diff --git a/uv.lock b/uv.lock
index d89c6a6..a2e3ed7 100644
--- a/uv.lock
+++ b/uv.lock
@@ -32,7 +32,7 @@ wheels = [
 
 [[package]]
 name = "click"
-version = "8.2.1"
+version = "8.3.0"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
     "python_full_version >= '3.10'",
@@ -40,9 +40,9 @@ resolution-markers = [
 dependencies = [
     { name = "colorama", marker = "python_full_version >= '3.10' and sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/60/6c/8ca2efa64cf75a977a0d7fac081354553ebe483345c734fb6b6515d96bbc/click-8.2.1.tar.gz", hash = "sha256:27c491cc05d968d271d5a1db13e3b5a184636d9d930f148c50b038f0d0646202", size = 286342, upload-time = "2025-05-20T23:19:49.832Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/46/61/de6cd827efad202d7057d93e0fed9294b96952e188f7384832791c7b2254/click-8.3.0.tar.gz", hash = "sha256:e7b8232224eba16f4ebe410c25ced9f7875cb5f3263ffc93cc3e8da705e229c4", size = 276943, upload-time = "2025-09-18T17:32:23.696Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl", hash = "sha256:9b9f285302c6e3064f4330c05f05b81945b2a39544279343e6e7c5f27a9baddc", size = 107295, upload-time = "2025-09-18T17:32:22.42Z" },
 ]
 
 [[package]]
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 [[package]]
 name = "datafusion"
-version = "47.0.0"
+version = "50.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
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+sdist = { url = "https://files.pythonhosted.org/packages/99/af/536d79db4676564d118a9cea0775774e144b57d98942b7481e5cebc95932/datafusion-50.0.0.tar.gz", hash = "sha256:da6e2be2c56fe64319acc8e3611b7855a7429091fdf27baa7e850fbb798a8302", size = 184983, upload-time = "2025-09-23T10:49:45.015Z" }
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+    { url = "https://files.pythonhosted.org/packages/7c/93/8d0c750cfbde77cf55a647f160cac5373e0f481a0fcd984aad38d0738518/datafusion-50.0.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:40089b27ed8a6f0e4503b6ae1c56a61ded99782e703ed4baa37365020c4041fd", size = 28922036, upload-time = "2025-09-23T10:49:05.43Z" },
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 ]
 
 [[package]]
 name = "deepdiff"
-version = "8.5.0"
+version = "8.6.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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 ]
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+    { url = "https://files.pythonhosted.org/packages/f7/e6/efe534ef0952b531b630780e19cabd416e2032697019d5295defc6ef9bd9/deepdiff-8.6.1-py3-none-any.whl", hash = "sha256:ee8708a7f7d37fb273a541fa24ad010ed484192cd0c4ffc0fa0ed5e2d4b9e78b", size = 91378, upload-time = "2025-09-03T19:40:39.679Z" },
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 [[package]]
@@ -154,11 +154,11 @@ wheels = [
 
 [[package]]
 name = "orderly-set"
-version = "5.4.1"
+version = "5.5.0"
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 [[package]]
@@ -204,7 +204,7 @@ version = "3.3.10"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "click", version = "8.1.8", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "click", version = "8.2.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "click", version = "8.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "protobuf" },
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@@ -214,78 +214,66 @@ wheels = [
 
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