diff --git a/providers/openai/README.rst b/providers/openai/README.rst
index 924658f0cf7c1..02fb632237eb3 100644
--- a/providers/openai/README.rst
+++ b/providers/openai/README.rst
@@ -57,7 +57,7 @@ PIP package                                 Version required
 ==========================================  ==================
 ``apache-airflow``                          ``>=2.11.0``
 ``apache-airflow-providers-common-compat``  ``>=1.12.0``
-``openai[datalib]``                         ``>=2.37.0``
+``openai``                                  ``>=2.37.0``
 ==========================================  ==================
 
 The changelog for the provider package can be found in the
diff --git a/providers/openai/docs/changelog.rst b/providers/openai/docs/changelog.rst
index bb3bcbb6b4b81..f9c3532d6fd50 100644
--- a/providers/openai/docs/changelog.rst
+++ b/providers/openai/docs/changelog.rst
@@ -20,6 +20,23 @@
 Changelog
 ---------
 
+.. Behavior note
+
+The ``[datalib]`` extra of the ``openai`` SDK is no longer part of this
+provider's base install. That extra existed to support the SDK's legacy
+``openai tools fine_tunes.prepare_data`` CLI (removed in openai 1.x) and
+transitively pulled in ``numpy``, ``pandas``, and ``pandas-stubs`` for every
+provider user. None of these packages are imported by the provider's
+source, tests, or example DAGs, so the extra was pure transitive bloat.
+
+Users whose DAG code relied on ``numpy`` or ``pandas`` being installed as a
+side-effect of installing this provider should declare those packages
+explicitly, or install the SDK extra directly:
+
+.. code-block:: bash
+
+    pip install 'openai[datalib]'
+
 1.7.5
 .....
 
diff --git a/providers/openai/docs/index.rst b/providers/openai/docs/index.rst
index 64b84cb315b1d..6df3953bceb67 100644
--- a/providers/openai/docs/index.rst
+++ b/providers/openai/docs/index.rst
@@ -98,7 +98,7 @@ PIP package                                 Version required
 ==========================================  ==================
 ``apache-airflow``                          ``>=2.11.0``
 ``apache-airflow-providers-common-compat``  ``>=1.12.0``
-``openai[datalib]``                         ``>=2.37.0``
+``openai``                                  ``>=2.37.0``
 ==========================================  ==================
 
 Downloading official packages
diff --git a/providers/openai/pyproject.toml b/providers/openai/pyproject.toml
index 5e2f97bd29e83..f00229c1fce78 100644
--- a/providers/openai/pyproject.toml
+++ b/providers/openai/pyproject.toml
@@ -61,7 +61,13 @@ requires-python = ">=3.10"
 dependencies = [
     "apache-airflow>=2.11.0",
     "apache-airflow-providers-common-compat>=1.12.0",
-    "openai[datalib]>=2.37.0",
+    # The ``[datalib]`` extra of the ``openai`` SDK pulls in numpy / pandas /
+    # pandas-stubs. It was historically used by the SDK's legacy
+    # ``openai tools fine_tunes.prepare_data`` CLI, which was removed in
+    # openai 1.x. Nothing in this provider (source, tests, example DAGs, or
+    # cross-provider example DAGs) uses pandas or numpy, so ``[datalib]`` is
+    # pure transitive bloat here and is not required at runtime.
+    "openai>=2.37.0",
 ]
 
 [dependency-groups]