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Rahul Agarwal

Founder | Agentic AI... • 21d

AI initiatives don’t fail because of models. They fail because enterprise data isn’t ready. Modernization isn’t just cloud migration. Data must be usable, trusted, and AI-ready. Data volumes are exploding. Streaming is replacing batch. AI needs clean, contextual, vector-ready data. Regulation is tightening. Costs are under scrutiny. Weak data architecture blocks AI at scale. Leading organizations follow a clear path: Build data mesh or fabric layers. Adopt lakehouse platforms. Enable real-time streaming. Embed governance and lineage. Operationalize AI. Then scale. The impact is real. Decisions are faster. Costs decline. Revenue grows. Modernization is now a board-level priority. The real question is speed.

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