DataFrame Explorer
Simple data transformations are easy but when working on complex logic, even using declarative languauge like SQL can get challenging. That is why, SQL Frames provides the DataFrame Explorer that allows how the data is transforming from the source tables to the final result.
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DataFrame explorer helps the data analysts debug their logic but it also helps end users of the final report to have confidence in being able to trace the final result all the way back to the data source.