Common Git mistakes include committing sensitive data, pushing to the wrong branch, losing uncommitted work, forgetting to add new files, and forced pushing. To recover, use commands like `git commit --amend`, `git reset --soft`, `git cherry-pick`, and `git reflog`. Following step-by-step guides can help rectify these errors and maintain a healthy codebase.