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Dev.to
7/6/2026
How a JavaScript Pivot Table Can Handle 10 Million Rows in the Browser

How a JavaScript Pivot Table Can Handle 10 Million Rows in the Browser

Short summary

Browser-local pivot tables at 10M rows require columnar data ingestion (typed arrays instead of row objects), Web Workers to keep the UI responsive during aggregation, and DOM virtualization to render only visible cells. AeroPivot benchmarks show 2-minute initial ingestion and 2-4 second recalculations. This architecture works best for bounded datasets users analyze interactively without server round trips.

  • Use columnar storage (typed arrays) not row objects for memory efficiency at scale
  • Run aggregation in Web Workers to prevent main-thread blocking
  • Virtualize rendering for viewport-only cell display

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