u/Lower-Candle3471

How do you safely share production data with dev/QA teams?

I’ve been running into this problem where I need to share production CSV data with dev/QA teams, but obviously can’t expose PII.

So far I’ve tried:

  • manually masking columns
  • writing small scripts

But it’s still a bit tedious and error-prone, especially when relationships between fields need to be preserved.

Curious how others are handling this in real workflows?

Are you using internal tools, scripts, or something else?

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u/Lower-Candle3471 — 21 hours ago