diff --git a/.readthedocs.yml b/.readthedocs.yml
index 6622742e..afe7ba03 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -10,6 +10,7 @@ sphinx:
 
 python:
   install:
+    - path: .
     - requirements: docs/requirements.txt
 
 formats:
diff --git a/docs/conf.py b/docs/conf.py
index 9f48a537..2f51dbd3 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -27,26 +27,19 @@
 #
 # needs_sphinx = '1.0'
 
-import pathlib
+import importlib.metadata
 import re
 
-_docs_path = pathlib.Path(__file__).parent
-_version_path = _docs_path / '../aiobotocore/__init__.py'
-
-
-with _version_path.open() as fp:
-    try:
-        _version_info = re.search(
-            r"^__version__ = '"
-            r"(?P<major>\d+)"
-            r"\.(?P<minor>\d+)"
-            r"\.(?P<patch>\d+)"
-            r"(?P<tag>.*)?'$",
-            fp.read(),
-            re.M,
-        ).groupdict()
-    except IndexError:
-        raise RuntimeError('Unable to determine version.')
+try:
+    _version_info = re.fullmatch(
+        r"(?P<major>\d+)"
+        r"\.(?P<minor>\d+)"
+        r"\.(?P<patch>\d+)"
+        r"(?P<tag>.*)?",
+        importlib.metadata.version('aiobotocore'),
+    ).groupdict()
+except IndexError:
+    raise RuntimeError('Unable to determine version.')
 
 # Add any Sphinx extension module names here, as strings. They can be
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
diff --git a/pyproject.toml b/pyproject.toml
index 63cefb4d..06b69c0c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -45,7 +45,7 @@ boto3 = [
 
 [project.urls]
 Repository = "https://github.com/aio-libs/aiobotocore"
-Documentation = "https://aiobotocore.readthedocs.io"
+Documentation = "https://aiobotocore.aio-libs.org"
 
 [tool.setuptools.dynamic]
 version = { attr = "aiobotocore.__version__" }