Challenge: Inventory latency causing overselling; blind on contribution margin.

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Solution: Designed Modern Data Stack (Snowflake/Fivetran); replaced Zapier with webhooks.

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Result: 15% Net Margin Increase via real-time ad spend optimization.

Challenge: Data trapped in legacy historians; stalled AI pilot.

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Solution: Architected an Industrial DataOps layer to feed predictive models.

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Result: Saved $500k in wasted vendor fees; successfully deployed predictive maintenance.