diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 8b98cca9ae72..c7747faeaacd 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -34,7 +34,7 @@ jobs:
         sudo apt update
         sudo apt install -y graphviz
     - name: Install Python dependencies
-      run: uv pip install --system -r docs/requirements.txt
+      run: uv sync --no-sources --only-group docs --frozen
     - name: Sphinx build
       run: |
         echo "::add-matcher::.github/matchers/sphinx.json"
diff --git a/.github/workflows/linkcheck.yml b/.github/workflows/linkcheck.yml
index 64b16c986f0c..e194806c68d3 100644
--- a/.github/workflows/linkcheck.yml
+++ b/.github/workflows/linkcheck.yml
@@ -8,12 +8,10 @@ on:
   push:
     paths:
     - docs/**.rst
-    - docs/requirements.txt
     - .github/workflows/linkcheck.yml
   pull_request:
     paths:
     - docs/**.rst
-    - docs/requirements.txt
     - .github/workflows/linkcheck.yml
   schedule:
   - cron: 30 5 * * *
@@ -38,8 +36,7 @@ jobs:
         sudo apt update
         sudo apt install -y graphviz
     - name: Install Python dependencies
-      run: |
-        uv pip install --system -r docs/requirements.txt
+      run: uv sync --no-sources --only-group docs --frozen
     - name: Sphinx linkcheck
       run: |
         ./ci/run-docs linkcheck
diff --git a/.github/workflows/setup.yml b/.github/workflows/setup.yml
index 4319de0f5a2e..d147e5d5b74f 100644
--- a/.github/workflows/setup.yml
+++ b/.github/workflows/setup.yml
@@ -115,7 +115,7 @@ jobs:
         sudo apt update
         sudo apt install -y graphviz pandoc
     - name: Install Python dependencies
-      run: uv pip install --system -r docs/requirements.txt
+      run: uv sync --no-sources --only-group docs --frozen
     - name: Sphinx build
       run: ./ci/run-docs
     - name: Convert release notes
diff --git a/.readthedocs.yml b/.readthedocs.yml
index d901d746f29e..8acb91e15cf9 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -18,11 +18,16 @@ build:
   apt_packages:
   # Graphviz is needed for sphinx.ext.graphviz
   - graphviz
-
-# Optionally set the version of Python and requirements required to build your docs
-python:
-  install:
-  - requirements: docs/requirements.txt
+  jobs:
+    create_environment:
+    - asdf plugin add uv
+    - asdf install uv latest
+    - asdf global uv latest
+    install:
+    - uv sync --no-sources --only-group docs --frozen
+    build:
+      html:
+      - .venv/bin/sphinx-build -T -b html -d docs/_build/doctrees -D language=$READTHEDOCS_LANGUAGE docs $READTHEDOCS_OUTPUT/html
 
 # Avoid cloning submodules
 submodules:
diff --git a/docs/contributing/index.rst b/docs/contributing/index.rst
index cb48f19cca79..7ec6dbe97fbb 100644
--- a/docs/contributing/index.rst
+++ b/docs/contributing/index.rst
@@ -53,8 +53,9 @@ Please respect these guidelines while writing:
     2. Once the rewrite is reviewed, polished, and merged, change the structure of the paragraphs in another PR.
 
 Documentation can be also edited and built locally, the Python requirements are
-in `docs/requirements.txt`. You will also need :program:`graphviz` to build the
-documentation.
+in the ``docs`` dependency group in :file:`pyproject.toml`.
+
+You will also need :program:`graphviz` to build the documentation.
 
 .. hint::
 
diff --git a/docs/requirements.txt b/docs/requirements.txt
deleted file mode 100644
index 07d58a4bf908..000000000000
--- a/docs/requirements.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-furo==2024.8.6
-jinja2>=3.1.4
-matplotlib==3.9.2
-pillow>=10.3.0
-pygments==2.18.0
-requests>=2.32.0
-Sphinx==8.1.3
-sphinx-copybutton==0.5.2
-sphinx-jsonschema==1.19.1
-sphinxcontrib-httpdomain==1.8.1
-sphinxext-opengraph==0.9.1
diff --git a/pyproject.toml b/pyproject.toml
index 152aa9928d5e..214af1a22637 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,10 +12,24 @@ dev = [
   "reuse==5.0.2",
   "scour==0.38.2",
   "tinyunicodeblock==1.3",
+  {include-group = "docs"},
   {include-group = "lint"},
   {include-group = "test"},
   {include-group = "types"}
 ]
+docs = [
+  "furo==2024.8.6",
+  "jinja2>=3.1.4",
+  "matplotlib==3.9.2",
+  "pillow>=10.3.0",
+  "pygments==2.18.0",
+  "requests>=2.32.0",
+  "Sphinx==8.1.3",
+  "sphinx-copybutton==0.5.2",
+  "sphinx-jsonschema==1.19.1",
+  "sphinxcontrib-httpdomain==1.8.1",
+  "sphinxext-opengraph==0.9.1"
+]
 lint = [
   {include-group = "pylint"},
   {include-group = "pre-commit"}
diff --git a/uv.lock b/uv.lock
index 904f0e181936..f558f488ff0b 100644
--- a/uv.lock
+++ b/uv.lock
@@ -44,6 +44,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ba/05/d7444af30a714f7614910413acdf79629bcba987d7f48a8c79d2f0650991/ahocorasick_rs-0.22.1-cp313-none-win_amd64.whl", hash = "sha256:39883d0fae36fd9403e99d13113eb3369d82646279d8749c44e667c3cf5c8bbb", size = 277057 },
 ]
 
+[[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 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929 },
+]
+
 [[package]]
 name = "aliyun-python-sdk-alimt"
 version = "3.2.0"
@@ -200,6 +209,27 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6a/21/5b6702a7f963e95456c0de2d495f67bf5fd62840ac655dc451586d23d39a/attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2", size = 63001 },
 ]
 
+[[package]]
+name = "babel"
+version = "2.16.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/2a/74/f1bc80f23eeba13393b7222b11d95ca3af2c1e28edca18af487137eefed9/babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316", size = 9348104 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ed/20/bc79bc575ba2e2a7f70e8a1155618bb1301eaa5132a8271373a6903f73f8/babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b", size = 9587599 },
+]
+
+[[package]]
+name = "beautifulsoup4"
+version = "4.12.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "soupsieve" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b3/ca/824b1195773ce6166d388573fc106ce56d4a805bd7427b624e063596ec58/beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051", size = 581181 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b1/fe/e8c672695b37eecc5cbf43e1d0638d88d66ba3a44c4d321c796f4e59167f/beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed", size = 147925 },
+]
+
 [[package]]
 name = "billiard"
 version = "4.2.1"
@@ -554,6 +584,57 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335 },
 ]
 
+[[package]]
+name = "contourpy"
+version = "1.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/25/c2/fc7193cc5383637ff390a712e88e4ded0452c9fbcf84abe3de5ea3df1866/contourpy-1.3.1.tar.gz", hash = "sha256:dfd97abd83335045a913e3bcc4a09c0ceadbe66580cf573fe961f4a825efa699", size = 13465753 }
+wheels = [
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     { name = "scour", specifier = "==0.38.2" },
     { name = "selenium", specifier = "==4.27.0" },
+    { name = "sphinx", specifier = "==8.1.3" },
+    { name = "sphinx-copybutton", specifier = "==0.5.2" },
+    { name = "sphinx-jsonschema", specifier = "==1.19.1" },
+    { name = "sphinxcontrib-httpdomain", specifier = "==1.8.1" },
+    { name = "sphinxext-opengraph", specifier = "==0.9.1" },
     { name = "tinyunicodeblock", specifier = "==1.3" },
     { name = "types-dateparser", specifier = "==1.2.0.20240420" },
     { name = "types-jsonschema", specifier = "==4.23.0.20240813" },
@@ -3838,6 +4344,19 @@ dev = [
     { name = "types-python-dateutil", specifier = "==2.9.0.20241003" },
     { name = "types-requests", specifier = "==2.32.0.20241016" },
 ]
+docs = [
+    { name = "furo", specifier = "==2024.8.6" },
+    { name = "jinja2", specifier = ">=3.1.4" },
+    { name = "matplotlib", specifier = "==3.9.2" },
+    { name = "pillow", specifier = ">=10.3.0" },
+    { name = "pygments", specifier = "==2.18.0" },
+    { name = "requests", specifier = ">=2.32.0" },
+    { name = "sphinx", specifier = "==8.1.3" },
+    { name = "sphinx-copybutton", specifier = "==0.5.2" },
+    { name = "sphinx-jsonschema", specifier = "==1.19.1" },
+    { name = "sphinxcontrib-httpdomain", specifier = "==1.8.1" },
+    { name = "sphinxext-opengraph", specifier = "==0.9.1" },
+]
 lint = [
     { name = "pre-commit", specifier = "==4.0.1" },
     { name = "pylint", specifier = "==3.3.1" },