From the Oracle Documentation:
The Save button is provided on the Composer toolbar only if the application is configured to use a sandbox. For more information about sandboxes, see Section 21.2, "Using Composer Sandbox."
I hope it helps.
Thank you Daniel. It explains why I see save button.
We recently enabled UserCustomization and sandbox by modifying adf-config.xml