~/talk

Privacy data encryption & deletion while preserving analytical integrity

Talkat PyCon AU 2026 · 2026-08-26..08-30· [data-visualization]
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Claims a practical crypto shredding pipeline that encrypts PII at ingestion with AES GCM, stores per-customer keys in a separate keystore, and implements a one-step forget function that deletes keys so data becomes unreadable while keeping row counts and aggregations intact. Provides an open-source Python library GDPR Officer that demos per-customer keys, random nonces to avoid pattern leaks, and encryption-before-warehouse or raw-truncate architectures. Recommends envelope keys, master-key rotation, retention timers, and gated audited access; demo shows it works end-to-end.

AI-written summary · about

  1. 0:00Data privacy and encryption
  2. 3:47Traditional deletion problems
  3. 8:51Crypto shredding basics
  4. 15:41Live demo: encryption workflow
  5. 21:24Encryption architectures
  6. 22:51Key governance best practices
  7. 24:16Compliance in AI attacks
  8. 26:10Q&A
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