
With 4 years of hands-on experience designing and scaling high-performance systems, I’ve conducted system design interviews at Flipkart and observo.ai, and participated in rounds at top companies like Flipkart, LinkedIn, Google, PhonePe, Groupon, TikTok, and DeliveryHero. Having built large-scale indexing, retrieval, and ranking infrastructures handling 110K+ QPS, I offer deep insights into real-world design challenges and interview strategies. My sessions blend practical architecture, scale tradeoffs, and interview-tested frameworks tailored for e-commerce, SaaS, and fintech domains.