If you zero the bits you’re not getting it back. Basic deletion loses the header to the file. Proper deletion cleans the drive.
You’d be amazed at the tools that are available to recover files even if a person believes they can’t be recovered. I know two people working for local law enforcement agencies who have done it on a regular basis.