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FBI Blames Contractor’s Missed Patch for ShinyHunters Breach

The FBI has removed an Accenture contractor over a data breach that exposed personal information of thousands of bureau employees. The post FBI Blames Contractor’s Missed Patch for ShinyHunters Breach appeared first on SecurityWeek .

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Which Test Metrics Actually Matter and Which Ones Are Vanity?

Your last engineering review probably included a code coverage number. Someone reported it, a chart trended up and to the right, and everyone nodded.

  • Coverage alone doesn't guarantee test quality or bug detection
  • Four metrics predict software quality: escaped defects, change failure rate, MTTR, flake rate
  • These metrics map directly to business outcomes like trust and downtime costs

Why Your Payment Got Charged Twice: Idempotency Keys Explained

Maya taps Pay for a $20 ride. Ten seconds later: request timed out. The app retries, and Maya gets charged $40 . The retry went through. So did the first attempt.

  • Idempotent operations can be repeated without changing outcome beyond initial application
  • Idempotency keys are unique strings included in payment requests to prevent duplication
  • Server stores response to idempotency key; same key triggers returning saved response

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