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1094: Mapping Revenue Levers for Next‑Gen Data Businesses | Dilip Upmanyu, CFO, Cloudera

Back in the 1990s, Dilip Upmanyu sat in a room filled with servers as he pieced together a homegrown database of costs and SKUs. His employer at the time couldn’t tell which products paid the bills; by dawn, the young financial analyst could. That improvised profitability model, he tells us, still informs his investment mindset today.

Upmanyu never mistook rows of numbers for the whole story. Later joining IBM, he moved from product analytics to revenue accounting in a single year, then volunteered to face Wall Street. Preparing earnings decks, he practiced fielding questions until he could…

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