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Designing Secure, Compliant, & Scalable Test Data Pipelines for Enterprise

Talkat Commit Your Code 2025 · 2025-09-25..09-26· [testing]
slides:none on file

Claims a centralized test data pipeline that automates provisioning via a self-service portal, applies on‑the‑fly masking techniques including format preserve encryption and tokenization, and generates realistic data with synthetic first approach when prod data is unavailable. Implementation ties containerized data snapshots into CI/CD and version control, cutting data footprint ~74% and boosting compliance 92% while addressing cited costs like $3.5M breach fines and developer time losses of ~280 hours each year.

AI-written summary · about

  1. 0:00Introduction
  2. 1:02Test data crisis
  3. 2:25Poor test data costs
  4. 4:10Enterprise test data components
  5. 7:35CI/CD integration
  6. 8:39Data masking for compliance
  7. 10:04ML synthetic data
  8. 11:49Bank test data case study
  9. 13:14Summary
  10. 13:57Q&A
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