97% believe in it. 4% have built it. New research: State of context engineering.

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Your team isn't slow. Your data is just fragmented.
14 minute read

Your stack is slowing innovation. Here’s how to fix it.

How app teams unify data, ship faster, & grow revenue

Manvinder Singh
Manvinder Singh
Andrew Brookins
Andrew Brookins

The real blocker: A fragmented data stack

Modern apps need fast, fresh data for search, personalization, fraud prevention, and AI. But that data is spread across too many systems.

Every new feature adds pipelines, indexes, and failure points. Data falls out of sync. Responses slow down.

Engineering focus shifts from product innovation to infrastructure maintenance, reducing your ability to ship revenue-driving features.

Next chapter: The difference is in the data platform

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