Led end-to-end design and deployment of the Syncana monitoring system (AWS EKS), enabling our $50M+/year FortiSASE product to launch a full suite of Digital Experience Monitoring features:

● Built a Kafka-based telemetry ingestion pipeline processing 500+ records/sec, increasing throughput by 5x compared to REST polling

● Deployed self-hosted TimescaleDB instances (timeseries-optimized Postgres) with FastAPI endpoints, providing 30+ days of data retention and sub-second query responses

● Delivered seasonality-aware anomaly detection and Grafana dashboards, establishing Syncana as the primary observability tool for Ops in diagnosing customer issues

● Redesigned security threat detection data models, decoupling from legacy ML and enabling plug-and-play integration with modern models

● Built an LLM-powered anomaly interpretation system (RAG), explaining threats in plain English and recommending actions, which transformed user experience

● Co-architected Executive Insights SaaS platform (AWS, React, Django, Postgres), enabling company’s pivot from consulting to SaaS model

● Rebuilt ingestion pipeline from single-server to PySpark on AWS EMR/S3, achieving 100x faster processing and $12K/month cost savings

● Co-invented the Humanyze Organizational Health Score™️ system (20+ proprietary metrics, patent pending), providing executives with quantitative organizational insights

● Designed and launched a benchmarking system for 3TB+ of customer timeseries data, enabling clients to compare performance across industries and global peers for the first time

● Automated customer-facing analytics pipelines (Python, PostgreSQL, graph visualization), delivering insights for 100+ executive presentations and reducing analysis turnaround from weeks to minutes