Abstract / Session Description: At Razorpay, our lakehouse platform ingests over 6 billion events daily and powers a reporting platform that generates close to a million reports every month. As scale grew, full-refresh denormalization became unsustainable: joins across 10-30 entities consumed heavy compute, report freshness lagged by up to 48 hours, and highly mutating datasets made derived table… more