Databricks Delta Time Travel at Traveling

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Databricks Delta Time Travel. The default threshold is 7 days. If you set this config to a large enough value, many log entries are retained.

Adhoc Exploration on unstructured data
Adhoc Exploration on unstructured data from ssrikantan.github.io

Time travel takes advantage of the power of the delta lake transaction log for accessing data that is no longer in the table. Query an earlier version of the table (time travel) delta lake time travel allows you to query an older snapshot of a delta table. Databricks tracks the table’s name and its location.

Adhoc Exploration on unstructured data

I'm storing in a delta table the prices of products. If you run vacuum on a delta table, you lose the ability time travel back to a version older than the specified data retention period. Organizations can finally standardize on a clean, centralized, versioned big data repository in their own cloud storage for analytics. If your source files are in parquet format, you can use the convert to delta statement to convert files in place.