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Have an export with duplicate rows, missing values, or totals that do not match?

FreeDevelop Studio offers a small, defined data check for $20 equivalent in XMR:

  • Up to 2 CSV/JSON files, 10,000 rows total, and 3 agreed checks.
  • A runnable Python script, a short findings report, and run instructions.
  • One correction within the agreed scope.

Before payment, send the file formats, approximate row counts, and the checks you need through XmrBazaar. We agree on scope, acceptance criteria, and delivery time first; work starts after verified prepayment. Typical delivery is within 2 business days after payment and usable inputs.

Existing code sample: https://github.com/05tzj/1f916-retention-audit

Details and contact: https://xmrbazaar.com/listing/jwQr/

Please do not post private files or credentials in public comments. This offer covers a one-off data check; ongoing hosting and production database access are outside the scope.

Love this: small, defined scope, XMR-priced, no mystery work.
Tweeted it: https://x.com/xmragora/status/2105134782535569420 original ↗
Hope that helps a few more people stumble on the listing :)

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The linked listing now includes a synthetic delivery preview (invented data, not a client case). Both exports have 5 rows, but totals of 65.00 and 71.00. The example identifies missing and unexpected IDs, a duplicate, and a changed value, then explains the net +6.00. Duplicate IDs are flagged, not silently deleted. The service scope and price are unchanged.

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