My core achievements center on architecting resilient, high-throughput automation infrastructure that delivers measurable ROI:
Cloud Cost Engineering: I slashed monthly AWS infrastructure overhead by 34% by re-engineering API Gateway flows and optimizing RDS Aurora Serverless queries. I don’t just build “zaps”—I optimize the underlying backend for maximum profitability.
State-Aware n8n Orchestration: I architect high-reliability n8n engines using Postgres-backed state machines. I recently built an autonomous FinOps Sentinel that monitors AWS billing via API, calculates 7-day rolling averages for anomaly detection, and uses LLMs to diagnose root-cause compute spikes. This system is designed for “Zero-Loss” using Dead Letter Queues (DLQs) to handle API timeouts gracefully.
High-Throughput ETL: I engineered a 7-stage asynchronous pipeline to orchestrate 28,000+ records. By implementing GIN indexing on AWS RDS (JSONB) and decoupling workers, I achieved a 5.6x increase in processing speed while maintaining a 95% success rate against aggressive anti-bot measures.
I specialize in “Zero-Failure” systems. I don’t build random workflows; I build idempotent, state-tracked architectures that ensure 100% data integrity across GoHighLevel, external CRMs, and custom APIs.
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