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Apnav Poptani
Senior Software Engineer specializing in distributed systems and compliance platforms
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About
Software engineer with experience spanning early-stage startup architecture and large-scale Amazon product development. They’ve driven search and data-platform decisions in a 20-person startup, built full-stack React/Python tools that automate internal workflows, and shipped marketplace expansion and personalization features impacting 200k sellers and millions of end users.
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Key Strengths
- startup engineering in a 20-person company with a 5-person engineering team
- drove lease data scraping pipeline from government websites into a searchable datastore
- made key SQL vs NoSQL architecture decision based on structured query needs
- improved search performance by introducing Elasticsearch
- contributed to microservices and infrastructure cost tradeoff decisions
- helped launch a product that reached 20k customers in the first week
- built full-stack seller expansion feature used by 200k sellers
- implemented dual key hashing to support multiple marketplace IDs for a single merchant
- shipped React-based user workflows from idea to implementation over 8 months
- used AWS CDK and EC2 to deploy production systems
- applied A/B testing for production rollout
- automated manual stakeholder data requests with a 3-page nav debugger tool
- built React frontend and Python backend/scripts for internal automation
- designed a NoSQL-backed metadata store with caching for low-latency queries
- integrated ML model APIs for personalized navigation at Amazon-scale user volumes
- Built and configured AI agents for day-to-day engineering workflows
- Cut PR review time by half using AI-assisted review process
- Improved root-cause analysis speed by 30% for Sev1/Sev2 issues
- Designed a multi-agent personalization pipeline
- Strong production debugging and incident-management discipline
- Iterative, metrics-driven rule refinement for agent performance
- Combines AI automation with human second-pass review for quality control
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