Integrating chaos experiments into Harness CD pipelines can significantly enhance service reliability and developer efficiency by identifying design and architecture gaps early and reducing resilience debt through enforced resilience testing policies. This proactive approach addresses potential weaknesses before they impact production, ensuring maximum return on investment from CD pipeline technology. Chaos experiments can be easily added to deployment stages in Harness CD pipelines, allowing developers to verify code against various chaos scenarios to maintain and improve resilience scores. These experiments help in validating deployments against existing and new resilience conditions, platform changes, production incidents, and configuration changes, thereby preventing potential outages. The process involves creating chaos experiments, integrating them into pipelines as steps, and selecting appropriate failure strategies to manage outcomes effectively. Harness Chaos Engineering provides tools and features like chaos hubs and security governance to facilitate the seamless introduction of resilience tests into deployment stages, promoting a Continuous Resilience approach.