Some common mistakes to avoid in PPC advertising include neglecting keyword research, using poorly crafted ad copies, not optimizing landing pages, ignoring mobile users, and not analyzing data for continuous improvement. Additionally, not keeping an eye on competitors and failing to adhere to Google's ad policies can hinder your success.