<p>Storage fan-out changes the moderation answer: a customer-support photo may be retained as an original, normalized into another representation, sent through OCR, and cached
<p>The dry run said the reminder text would go out to a customer with the window "12PM–2PM." The actual appointment was 8AM–10AM. Four hours off, on a message the customer would
<p>For a B2B SaaS system that scores candidates against a job rubric, keep the structured score as the system of record and treat every generated scorecard image as a replaceable
<p>Here's a failure I've seen more than once on upload-heavy products: the endpoint returns 200, the user closes the tab, and twenty minutes later there's no order in the system
<p>Short answer: put each user reminder on a queue, make the consumer idempotent, retry transient delivery failures with backoff, and move exhausted work to a dead-letter queue
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