DOCDEV.to AI·5/2/2026
GCP in Action: Migrating a LINE Bot from AI Studio to Vertex AI to Solve 429 Errors
A LINE bot deployed on Google Cloud Run encountered 429 errors due to exhausting the Google AI Studio free quota. This article details the migration process from AI Studio to enterprise-grade Vertex AI to resolve the issue and leverage GCP's IAM and billing systems.
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