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Datasets
A collection of practice datasets covering the full analytics workflow: clean CSVs with known answers for structured exercises, deliberately messy data for cleaning and wrangling practice, and simulated A/B test result sets with built-in ground truth. Each dataset ships with a key documenting its true parameters, so you can check your work against the real values.
The GA4 Export Dataset: Six Faults, and Why Finance Is Right
Finance says the analytics revenue is wrong. Finance is right. Six faults, two running in opposite directions, and a total that looks close enough to ignore.
August 18, 2026
5 min read
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