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Building MLOpsLab has taught me something interesting:
Most workflow problems aren't caused by missing automation.
They're caused by missing visibility.
A form gets submitted.
A webhook fires.
An API responds.
Everyone assumes the process worked.
Then days later someone discovers a missing lead, duplicate record, failed sync, or unexplained gap.
Lately I've been spending time building and testing workflow reliability scenarios around:
• Intake validation
• Duplicate event handling
• Failure detection
• API and database integrations
I'm documenting what works, what fails, and where assumptions break.
If you've ever spent hours tracking down a workflow issue that "should have worked", I'd be interested in hearing what the failure looked like.
#automation #n8n #api #workflow #supabase #buildinpublic
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