diff --git a/py-polars/polars/__init__.py b/py-polars/polars/__init__.py
index d6c4ae511aa8..f3d52545911c 100644
--- a/py-polars/polars/__init__.py
+++ b/py-polars/polars/__init__.py
@@ -434,6 +434,10 @@ def __getattr__(name: str) -> Any:
 
 
 # fork() breaks Polars thread pool, so warn users who might be doing this.
+# Keep track so that we warn only once
+_WARNED = False
+
+
 def __install_postfork_hook() -> None:
     message = """\
 Using fork() can cause Polars to deadlock in the child process.
@@ -445,14 +449,22 @@ def __install_postfork_hook() -> None:
 fixed in Python 3.14. Until then, you want to use the "spawn" context instead.
 
 See https://docs.pola.rs/user-guide/misc/multiprocessing/ for details.
+
+If you really know what your doing, you can silence this warning with the warning module
+or by setting POLARS_ALLOW_FORKING_THREAD=1.
 """
+    import os
 
-    def before_hook() -> None:
-        import warnings
+    if os.environ.get("POLARS_ALLOW_FORKING_THREAD") == "1":
+        return None
 
-        warnings.warn(message, RuntimeWarning, stacklevel=2)
+    def before_hook() -> None:
+        global _WARNED
+        if not _WARNED:
+            import warnings
 
-    import os
+            warnings.warn(message, RuntimeWarning, stacklevel=2)
+            _WARNED = True
 
     if hasattr(os, "register_at_fork"):
         os.register_at_fork(before=before_hook)