A pipeline that only exists as a notebook you run by hand isn't a monitoring system — it's a demo. This course covers what closes that gap: containerising a pygeovision pipeline properly, exposing it as a REST API, scheduling it to run automatically, and handling secrets the way a real deployment requires, all sized for resource-constrained infrastructure rather than assuming a data-centre budget.