Measured outcomes
Query performance: 14× faster at p99
Data-engineering team capacity: +38%
Governance: 240+ data products classified + lineage-tracked
Cost: down 22% on legacy decommissioning
A global bank’s legacy enterprise data warehouse couldn’t scale with regulatory + analytical demand. Query queues ran for hours; data-engineering teams were overloaded.
Snowflake-based modern data platform. Phased migration of 240+ data products. Federated permission model for governance. Continuous-data-quality framework.
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