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Data Virtualization and the Semantic Layer: Query Without Copying
How-ToDevOps

Data Virtualization and the Semantic Layer: Query Without Copying

via Dev.toAlex Merced1mo ago

Every data pipeline you build to move data from one system to another costs you three things: time to build it, money to run it, and freshness you lose while waiting for the next sync. Most analytics architectures accept this cost as unavoidable. It isn't. Data virtualization eliminates the movement. A semantic layer adds meaning and governance on top. Together, they give you a complete analytics layer over distributed data without copying a single table. The Data Movement Tax Traditional analytics architecture looks like this: data lives in operational databases, SaaS tools, and cloud storage. To analyze it, you extract it, transform it, and load it into a central warehouse. Every source gets an ETL pipeline. Every pipeline needs monitoring, error handling, and scheduling. The result: your analytics are always behind your operational data. The warehouse reflects what happened as of the last sync, not what's happening now. You pay for storage in both the source and the warehouse. And w

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