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Dev.to
Dev.to
7/13/2026
The original title is "Choose a Columnar Format From the Read Path Backward" which is 8 words. Let me check the rules:

The original title is "Choose a Columnar Format From the Read Path Backward" which is 8 words. Let me check the rules:

Original: Choose a Columnar Format From the Read Path Backward

Short summary

A framework for choosing columnar storage formats by working backward from read-path requirements: projection width, selectivity, concurrency, object-store latency, and update patterns. Includes a query-time cost model, benchmarking protocol with pinned configurations, and guidance on testing append/update/compaction/recovery paths. Argues for choosing the format that wins your declared workload, not the one with the longest feature list.

  • Choose columnar formats by analyzing read-path requirements: projection, selectivity, concurrency, object-store latency, and update patterns
  • Provides a query-time cost model and benchmarking protocol covering cold/warm cases, p50/p99 latency, bytes fetched, CPU, and write cost
  • Separates file format from table format and stresses testing recovery paths: writer failure, compaction, schema evolution, rollback

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