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

Your team isn't slow. Your data is just fragmented.

Every new feature—from personalization and fraud prevention to AI search—adds another cache, vector store, or pipeline and more lines of glue code.

Teams end up maintaining infrastructure instead of innovating and shipping products.

It’s not a tooling problem. It's a data architecture problem.

Next chapter: The real blocker: A fragmented data stack

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