Below you will find pages that utilize the taxonomy term “Automation”
Posts
Make for APIs: Rerun Only the Steps Downstream of an Endpoint That Changed
A nightly job pulls a users endpoint and an orders endpoint, normalizes both, joins them on customer ID and renders a report. On most nights the upstream data hasn’t changed since the last run. The job doesn’t know that, so it downloads and parses everything, reruns every transform and writes the same report again. If the API bills per call, or one step takes twenty minutes, you pay for the same answer every night.