iTestData — Test data engineering for modern systems.

iTestData

Test data engineering for modern systems.

Latest Articles

Recent posts from across the site.

Real-World 6 min read

Timezone Offset Inheritance in Multi-Locale Seed Factories

Multi-locale seed factories silently inherit conflicting UTC offsets. Here's how to detect, isolate, and fix timezone of...

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Test 6 min read

Timezone Leakage When Seeds Cross DST Mid-Batch

DST mid-batch splits corrupt seed timestamps silently. Here's how to detect, isolate, and fix timezone leakage in seed p...

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Test 6 min read

Faker Date Arithmetic Bugs From Locale Seeds

Timezone-naive locale seeds silently corrupt Faker date arithmetic. Here's why it happens and how to fix it with concret...

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Real-World 6 min read

Timezone-Naive Seed Clocks Break Sequence Windows

Timezone-naive seed clocks silently corrupt sequence window assertions. Here's how to reproduce, fix, and prevent the fa...

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Real-World 6 min read

Composite Key Collisions in Synthetic Data

Synthetic generators that treat composite key columns independently produce silent PK violations.

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Test 6 min read

NULL Semantics Breaking Aggregate Seed Comparisons

NULL silently distorts COUNT, SUM, and AVG in aggregate seed assertions. Here's how to detect and fix it before it corru...

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