data integration

  • Continuous Enterprise Data: Shared Lessons on Sustaining Reliable Data Flow

    Continuous Enterprise Data: Shared Lessons on Sustaining Reliable Data Flow

    This article examines the challenges organizations face in sustaining continuous enterprise data flows beyond incremental tooling improvements. It highlights how continuous data requires integrated processes, validation, and organizational capabilities to meet business cadence without breakdowns. The discussion exposes tensions between agility, quality, automation, and governance that reveal capability gaps in design and collaboration. Patterns for…

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  • Medallion Labels and Their Historical Roots in Data Readiness Classification

    Medallion Labels and Their Historical Roots in Data Readiness Classification

    Medallion labels classify data readiness stages but do not constitute an architecture or governance framework. These labels have historical precedents that reflect recurring enterprise needs to communicate data condition amid scaling pressures. Misinterpreting them as control mechanisms creates accountability gaps and semantic drift. Recognizing their lineage clarifies what they communicate and what responsibilities remain separate.…

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