Integrating AppDynamics with CI/CD pipelines enhances release quality by embedding performance insights directly into the development workflow. Start by configuring AppDynamics APIs or CLI tools to automate performance data retrieval during build and deployment stages. Incorporate AppDynamics health checks into your CI pipeline to validate application stability after each deployment, ensuring that key metrics like response time, error rate, and resource consumption remain within acceptable thresholds. Use build scripts to trigger synthetic tests or performance baselines, allowing teams to catch regressions early. AppDynamics alerts can also be integrated with CI/CD tools such as Jenkins, GitLab, or Azure DevOps to automatically halt deployments when performance degrades. By embedding monitoring, validation, and automated feedback into the deployment cycle, AppDynamics helps maintain robust, high-performing applications throughout continuous delivery.