Enterprise Migrations (Splunk to OpenSearch)
I built a migration pipeline that extracts and normalizes Splunk data, bulk-loads it into OpenSearch, and validates integrity end-to-end. It converts dashboards and alerts while preserving queries and thresholds, ensuring zero data loss with staged cutovers and real-time tracking. My role focused on custom SPL → PPL tooling, cost optimization guidance, and leading direct or hybrid migrations for efficiency.
Partner Enablement: Migration Assistant for Amazon OpenSearch Service
I worked with OpenSearch leadership and engineering to scale the Migration Assistant for partners as a repeatable playbook. This included enabling partners on end-to-end migrations, refining playbooks and reference patterns, and running Q&A sessions and office hours to close feedback loops with engineering and prioritize field needs.
PPL Standardization & Advanced Query Enablement
I collaborated with the OpenSearch project and program owner to align PPL with real-world SPL workloads and adjacent analytics products. I helped evolve PPL into an enterprise-ready alternative to Splunk SPL, partnered with engineering to validate features and roadmap priorities, and produced guidance later adopted into AWS’s Service Pattern Library for field migrations.