Author robust, code-level automated integration test suites targeting REST, gRPC, and native system APIs to validate Knowledge Graph queries, link analysis algorithms, and complex backend workflows to validate system’s GIS and readiness capabilities. Build, optimize, and maintain continuous integration pipelines (using Jenkins, GitHub Actions, Chef, etc.) to deploy, schedule, and execute automated test suites daily against supported graph DBMS platforms and cloud deployments.