diff --git a/setup.py b/setup.py
index 4f4b42d1d9d6ace..e6193538b61a875 100644
--- a/setup.py
+++ b/setup.py
@@ -2466,7 +2466,8 @@ def split_var(name, sep):
                 extra_linker_args.append(f"-Wl,--exclude-libs,lib{lib}.a")
             openssl_extension_kwargs["extra_link_args"] = extra_linker_args
             # don't link OpenSSL shared libraries.
-            openssl_extension_kwargs["libraries"] = []
+            # include libz for OpenSSL build flavors with compression support
+            openssl_extension_kwargs["libraries"] = ["z"]
 
         self.add(
             Extension(