~/talk

Designing a Private Logging Pipeline

Talkat PEPR '23 · 2023-09-11..09-12· [security, privacy-and-compliance]
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Mobile logging faces battery and bandwidth limits and must protect data from billions of users while still enabling debugging and metrics; the pipeline uses on-device annotations (AOSP-style) plus automatic string scrubbing and enum-based exception logging to avoid PII, rotates or removes identifiers and can replace per-device IDs with a one-time ping for MAU/DAU. Server-side techniques include encrypt-shuffle-analyze (used on Fuchsia), random sampling, cross-device aggregation and central DP to scale to billions of devices and trillions of log lines; anonymization also shrinks datasets and cuts processing costs.

AI-written summary · about

  1. 0:00Private logging pipelines intro
  2. 1:13Mobile logging differences
  3. 2:15Minimizing device data
  4. 3:38Sensitive strings handling
  5. 5:23Server-side privacy enforcement
  6. 6:46Policy-based access retention
  7. 7:47Server-side privacy solutions
  8. 9:50Future privacy techniques
  9. 11:39Scalable privacy benefits
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