Shifting Data Quality Left: The Move Financial Firms Can’t Afford to Ignore
Financial firms can’t rely on reactive data observability alone - by the time an alert fires, the damage is already in motion. To protect trading and analytics workflows, data quality and timeliness must be enforced at ingestion, not downstream. With Sphere, Crux shifts quality left by validating structure, completeness, and freshness the moment data arrives, preventing issues before they impact decisions.
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