Blog post

Direct-download PDF tool benchmark from April 28, 2026

We benchmarked 20 direct-download PDF flows against the We Want PDF mock Stirling contract to see how tightly the public app layer clusters.

Updated 2026-04-28

Study scope

On April 28, 2026, we ran the public direct-download tool set through the repo’s existing npm run benchmark:tools harness.

This study measured the built Astro app against the mock Stirling contract with:

  • 20 live direct-download tools
  • 3 runs per tool
  • a fixed 75ms mock upstream delay
  • in-memory Postgres, Redis, and S3-compatible storage

This is first-party runtime data from the current repository. It is useful for tracking app-layer overhead and regression drift, but it does not represent full Stirling PDF output-quality or real-world processing time.

Key findings

  • 18 of the 20 direct-download tools posted median times between 92.22ms and 97.32ms.
  • jpg-to-pdf (109.37ms p50) and merge-pdf (111.32ms p50) sat above the main cluster.
  • merge-pdf showed the widest spread, with a 1,974.18ms max run that pulled its average to 729.41ms.
  • pdf-to-excel also showed a meaningful average-versus-median gap: 109.71ms average versus 93.60ms p50.

Notable rows

ToolAvgP50MinMax
split-pdf92.53ms92.22ms90.99ms94.38ms
compress-pdf103.04ms94.21ms89.48ms125.43ms
pdf-to-word99.43ms97.32ms90.27ms110.71ms
jpg-to-pdf107.18ms109.37ms95.61ms116.56ms
merge-pdf729.41ms111.32ms102.73ms1,974.18ms

Download the raw data

Methodology notes

  • The benchmark comes from the repo’s shared npm run benchmark:tools harness.
  • Each tool is exercised through the public Astro route, not by calling the upstream mock directly.
  • The script reports average, median, minimum, and maximum so latency outliers are visible instead of being smoothed away.

Press-ready angles

  • Most direct-download PDF flows are currently clustering in the low-90ms median band at the app layer.
  • merge-pdf and jpg-to-pdf are the first direct-download flows to watch as traffic and payload size increase.
  • Median plus max is a more honest operational story than average alone for public PDF tools.
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