The key performance indicators for a successful paid search campaign include click-through rate (CTR), conversion rate, cost per click (CPC), cost per conversion, return on ad spend (ROAS), and Quality Score. Monitoring and optimizing these metrics regularly will help you gauge the success of your paid search campaigns and make data-driven decisions.