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Automated ingestion, a deterministic rule engine, push alerts, and two dashboards, with a monthly infrastructure bill of exactly zero. Here's the stack, the gotchas, and why the constraints made the architecture better.

Why Unity Catalog's fine-grained access model maps well onto pharma's need to segment commercial, medical, and clinical data without standing up separate platforms.

Patterns for syncing HCP engagement, call plan, and sample data out of Salesforce Life Sciences Cloud without turning the integration into a second system of record.

Notes on running an MLflow-based training and deployment pipeline that also satisfies pharma change-control and model-validation requirements.