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discussionr/AI_Agents · Nov 03, 2026

A viral automation tool burned all its Azure credits overnight

A builder launched a low-priced image-generation workflow for shops on Reddit and TikTok, woke up to a drained Azure Startup balance, and asked for help. The lesson is guardrails before launch: a hard spending cap on a separate experiment subscription, alerts at 50 and 80 percent, and a per-user daily quota so one enthusiastic user cannot drain the pool.

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