Zoho integrations rarely fail loudly. Channels expire after an hour, credits drain against a rolling window, and bulk writes return HTTP 200 while rejecting records. Here is how to instrument for absence using CloudWatch Embedded Metric Format, Loki's absent_over_time, and Grafana across both.
Adding another workflow is usually the cheap answer, until it isn't. Six signals that a GoHighLevel account has outgrown the builder, the honest case for staying in it, and the three levels of code to try before committing to a marketplace app.
Claims pipelines rarely crash. They succeed, emit clean JSON, and hand a wrong number to a payment system. Six failure families in an insurance claims processing pipeline on AWS, with the Textract, Bedrock Data Automation and Step Functions details that decide whether a bad extraction is visible or silent.