Jackie developed deployment workflow resilience testing for the kobotoolbox/docs repository, focusing on improving CI/CD reliability in environments where dependencies may not be explicitly installed. By implementing a process that comments out Python package installation steps, Jackie enabled early detection of potential deployment failures, allowing teams to address issues before they impact production. The approach established a repeatable pattern for resilience testing, enhancing both deployment observability and documentation for future extension to other repositories. Jackie’s work leveraged skills in CI/CD, DevOps, and shell scripting, demonstrating a methodical approach to workflow robustness and environment parity within the deployment process.