Netflix adopted Temporal, a durable execution platform, to address deployment failures in its Spinnaker continuous delivery platform. Spinnaker, used for most Netflix deployments, faced issues in its Orca and Clouddriver services, particularly with Cloud Operations. Cloud Operations, responsible for cloud infrastructure changes, experienced transient failures and operational complexity within Clouddriver. This led to a 4% failure rate in deployments, impacting engineering productivity. Temporal offers Workflows and Activities, enabling resilient execution despite failures. Netflix migrated Cloud Operations to Temporal, simplifying the process and reducing the failure rate. The migration involved transitioning Cloud Operations into Temporal workflows, leveraging the platform's retry mechanisms and state management. The integration required abstracting and dynamically configuring the system. The result of this migration was a significant reduction in deployment failures, down to 0.0001%. This improved reliability and engineering efficiency.