Welcome
स्वागत (Swāgat)
எழுத்துகள் (Ezhu-thu-kkaᬽ)
స్వాగతం (Swāgataṁ)
Bienvenido
To my digital home!
Experience
Engineering Manager
Lyft
Software Engineer
Lyft
Software Engineer
Yelp
Software Engineer
Oracle Health
Software Engineer Intern
Ericsson
Education
M.S. Computer Science
University of Texas at Dallas · Graduated 2012
Certifications
Impact Highlights
2,800+
ML features in production
ML Feature Platform at Lyft
Grew Lyft's Feature Service from 800 to 2,800+ ML features. Scaled ingestion 100× to 50M features/hour and drove reliability from 7 pages/week down to 2 per quarter.
12×
streaming platform growth
Realtime Compute Platform
Scaled Lyft's realtime platform from ~25 to 300+ Flink and Beam applications powering pricing, routing, fraud detection, and ML feature pipelines at ~5 GBPS throughput.
1.7M
queries/month · 65% fewer failures
Spark Platform Reliability
Improved Spark platform reliability by 65% and grew usage 2.2× over two years. Maintained multi-flavor Spark (Yarn + Kubernetes) for cost-optimized ML workload scheduling.
650
production jobs migrated · <150ms latency
Feature Service v2
Co-designed and built Lyft's next-gen feature platform from scratch. Migrated 650 jobs serving real-time and offline features across fraud, growth, mapping, and pricing.
Millions
user sessions generated daily
Yelp Sessionizer
Designed, built, and scaled a streaming application that generates millions of Yelp user sessions per day in near real-time — the backbone of Yelp's core product metrics.
~$5K
saved per day
Cross-AZ Streaming Optimization
Enabled cross-AZ failover and redesigned blue/green deployment for stateful streaming jobs — cutting ~$5K/day in infrastructure costs while improving SLOs.