diff --git a/news/10459.feature.rst b/news/10459.feature.rst
index bc4e74f8527..0791ccb2590 100644
--- a/news/10459.feature.rst
+++ b/news/10459.feature.rst
@@ -1,2 +1 @@
-Do not raise error when there are no files to remove with ``pip cache purge/remove``.
-Instead log a warning and continue (to log that we removed 0 files).
+Change the exit code of ``pip cache`` to zero, when there are no files to remove.