Large Data Notes Guides • Benchmarks • Templates

Case Notes

Measured outcomes under real limits. Each case note records the setting, what broke, what changed, and what improved (runtime, memory, cost, stability).

All Benchmarks Failures Fixes Cost
Example: 100GB processing on a basic machine

Baseline failure → chunked processing → stable memory and lower runtime.

benchmark fix cost
Schema drift: why pipelines break silently

How schema changes introduce bad types, wrong joins, and hidden errors.

failure fix
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