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Exposure logging

Exposure logging records the moment a user is actually shown a variant, so analysis only includes users who saw the test.

Written by Reflective Data experts · updated Oct 5, 2026

Logging at assignment instead of exposure dilutes results with users who never reached the tested element. It is a fundamental part of trustworthy experiment data.

Warehouse-native tools rely on exposure events in your own tables.

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A/B testGrowthBookSample ratio mismatch (SRM)

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