๐ ๐๐ฟ๐ผ๐ธ๐ฒ๐ป ๐๐ ๐ฅ๐ฒ๐ฝ๐ผ๐ฟ๐๐? ๐๐น๐ฎ๐บ๐ฒ ๐ฌ๐ผ๐๐ฟ ๐๐ฎ๐๐ฎ, ๐ก๐ผ๐ ๐ฌ๐ผ๐๐ฟ ๐๐ป๐ฎ๐น๐๐๐
- Vexdata
- Jun 29
- 1 min read

๐ ๐ฑ๐ฎ๐๐ต๐ฏ๐ผ๐ฎ๐ฟ๐ฑ ๐๐ต๐ผ๐๐ ๐๐ฎ๐น๐ฒ๐ ๐ฑ๐ฟ๐ผ๐ฝ๐ฝ๐ฒ๐ฑ ๐ฏ๐ด% ๐ผ๐๐ฒ๐ฟ๐ป๐ถ๐ด๐ต๐.
Marketing panics. Finance freezes budgets. Leadership demands answers.
But guess what?
It wasnโt a strategy issue. Or a missed campaign.
It was a column mismatch in the backend feed.
Just one broken data field. One unnoticed schema change.
That analyst you blamed?
They were working with flawed inputs.
๐ก ๐๐ ๐ฟ๐ฒ๐ฝ๐ผ๐ฟ๐๐ ๐ฎ๐ฟ๐ฒ ๐ผ๐ป๐น๐ ๐ฎ๐ ๐ฟ๐ฒ๐น๐ถ๐ฎ๐ฏ๐น๐ฒ ๐ฎ๐ ๐๐ต๐ฒ ๐ฑ๐ฎ๐๐ฎ ๐ฏ๐ฒ๐ต๐ถ๐ป๐ฑ ๐๐ต๐ฒ๐บ.
With ๐ฉ๐ฒ๐ ๐ฑ๐ฎ๐๐ฎ, you can:
โ Catch schema drifts before they hit dashboards
โ Validate inputs before they break business logic
โ Stop chasing false alarms caused by bad data
Your data pipelines need validation. Not assumptions.
๐ ๐๐ผ๐ผ๐ธ ๐ฎ ๐ณ๐ฟ๐ฒ๐ฒ ๐ฑ๐ฒ๐บ๐ผ ๐ฎ๐ป๐ฑ ๐บ๐ฎ๐ธ๐ฒ ๐๐ผ๐๐ฟ ๐ฑ๐ฎ๐๐ต๐ฏ๐ผ๐ฎ๐ฟ๐ฑ๐ ๐๐ฟ๐๐๐๐๐ผ๐ฟ๐๐ต๐ ๐ฎ๐ด๐ฎ๐ถ๐ป.
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