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Posts Tagged ‘Data Observability’

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Lakeflow: Revolutionizing SCD2 Pipelines with Change Data Capture (CDC)

Several breakthrough announcements emerged at DAIS 2025, but the Lakeflow updates around building robust pipelines had the most immediate impact on my current code. Specifically, I can now see a clear path to persisting SCD2 (Slowly Changing Dimension Type 2) tables in the silver layer from mutable data sources. If this sentence resonates with you, […]

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Delta Live Tables and Great Expectations: Better Together

Modern data platforms like Databricks enable organizations to process massive volumes of batch and streaming data—but scaling reliably requires more than just compute power. It demands data observability: the ability to monitor, validate, and trace data through its lifecycle. This blog compares two powerful tools—Delta Live Tables and Great Expectations—that bring observability to life in […]