2025 Real SEO™ Definition
"Data Versioning (DVC / lakeFS)"

Tracking and managing changes to datasets over time so every experiment or model can be reproduced with exact data versions.

Data Versioning (DVC / lakeFS)

Data Versioning ensures that every change made to a dataset is tracked—just like version control for code. Tools such as DVC and lakeFS make it possible to roll back, compare, and reproduce training results with precision.

For marketing data—think keywords, analytics logs, or content archives—versioning guarantees consistency across campaigns. You’ll always know which data produced which outcome.

It’s a foundational discipline for transparent, auditable AI systems within Real SEO™ pipelines.