All work / 01

Power BI Model Audit

Demo built on dummy data. Not client work.

A demo retail company with 2 million sales lines. The first model loads everything; the rebuilt one keeps only what the reports use. Both were loaded in Power BI Desktop on the same CSV files and measured on 4 November 2026.

The demo shows the two halves of an audit: making the model lighter, and proving the numbers did not move.

Measured results

MeasureBeforeAfterChange
Model size in memory471.3 MB35.7 MB−92%
Full refresh111.6 s54.0 s−52%
Slowest query, cold cache785 ms142 ms−82%
Values compared6,5370 differences

Inside the report

Power BI Model Audit, 1
Power BI Model Audit, 2
Power BI Model Audit, 3