Define each data product with a clear purpose, steward, schema contract, quality expectations, and lineage. Publish discoverability in a living catalog. A utilities firm treated meter events as a product, exposing reliable, versioned feeds that unlocked forecasting improvements while eliminating shadow spreadsheets and nightly, fragile extraction rituals.
Replace vanity dashboards with behavior-linked measures like activation, time-to-value, retention cohorts, and support deflection. Tie alerts to thresholds that trigger action, not curiosity. When a SaaS team framed metrics around first-week success moments, onboarding content and feature flags aligned naturally, lifting satisfaction without adding complex functionality or bloated options.
Start with decisions, not algorithms. Document risks, data provenance, and escalation paths. Include humans where consequences are high. A travel platform embedded explainable recommendations, allowing agents to override suggestions with captured reasons, which improved models ethically while preserving trust during unusual disruptions and emotionally charged customer conversations.