diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index 5b272dc1c..82e39df61 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -1,6 +1,15 @@
 Changelog
 ---------
 
+3.21.0 (unreleased)
+*******************
+
+Other changes:
+
+- *Backwards-incomaptible*: ``__version__``, ``__parsed_version__``, and ``__version_info__``
+  attributes are deprecated (:issue:`2227`). Use feature detection or
+  ``importlib.metadata.version("marshmallow")`` instead.
+
 3.20.2 (2024-01-09)
 *******************
 
diff --git a/src/marshmallow/__init__.py b/src/marshmallow/__init__.py
index dd061ff45..98224bde9 100644
--- a/src/marshmallow/__init__.py
+++ b/src/marshmallow/__init__.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import importlib.metadata
+import typing
 
 from packaging.version import Version
 
@@ -18,14 +19,49 @@
 
 from . import fields
 
-# TODO: Deprecate __version__?
-__version__ = importlib.metadata.version("marshmallow")
-__parsed_version__ = Version(__version__)
-__version_info__: tuple[int, int, int] | tuple[
-    int, int, int, str, int
-] = __parsed_version__.release  # type: ignore[assignment]
-if __parsed_version__.pre:
-    __version_info__ += __parsed_version__.pre  # type: ignore[assignment]
+
+def __getattr__(name: str) -> typing.Any:
+    import warnings
+
+    if name == "__version__":
+        warnings.warn(
+            "The '__version__' attribute is deprecated and will be removed in"
+            " in a future version. Use feature detection or"
+            " 'importlib.metadata.version(\"marshmallow\")' instead.",
+            DeprecationWarning,
+            stacklevel=2,
+        )
+        return importlib.metadata.version("marshmallow")
+
+    if name == "__parsed_version__":
+        warnings.warn(
+            "The '__parsed_version__' attribute is deprecated and will be removed in"
+            " in a future version. Use feature detection or"
+            " 'packaging.Version(importlib.metadata.version(\"marshmallow\"))' instead.",
+            DeprecationWarning,
+            stacklevel=2,
+        )
+        return Version(importlib.metadata.version("marshmallow"))
+
+    if name == "__version_info__":
+        warnings.warn(
+            "The '__version_info__' attribute is deprecated and will be removed in"
+            " in a future version. Use feature detection or"
+            " 'packaging.Version(importlib.metadata.version(\"marshmallow\")).release' instead.",
+            DeprecationWarning,
+            stacklevel=2,
+        )
+        __parsed_version__ = Version(importlib.metadata.version("marshmallow"))
+        __version_info__: tuple[int, int, int] | tuple[
+            int, int, int, str, int
+        ] = __parsed_version__.release  # type: ignore[assignment]
+        if __parsed_version__.pre:
+            __version_info__ += __parsed_version__.pre  # type: ignore[assignment]
+        return __version_info__
+
+    raise AttributeError(name)
+
+
 __all__ = [
     "EXCLUDE",
     "INCLUDE",
diff --git a/tests/test_version_attributes.py b/tests/test_version_attributes.py
new file mode 100644
index 000000000..d233b39dd
--- /dev/null
+++ b/tests/test_version_attributes.py
@@ -0,0 +1,15 @@
+# ruff: noqa: B018
+import pytest
+
+import marshmallow
+
+
+def test_version_attributes_deprecated():
+    with pytest.warns(DeprecationWarning):
+        marshmallow.__version__
+
+    with pytest.warns(DeprecationWarning):
+        marshmallow.__parsed_version__
+
+    with pytest.warns(DeprecationWarning):
+        marshmallow.__version_info__