A cloud-based analytics system streams industrial data from customer facilities to a cloud platform as torrential data streams, and performs analytics on the data contained in the data streams based on a selected set of rules. The rules can be designed to diagnose current or potential issues, to monitor for alarm conditions, or to perform other types of analytics. One or more data pipelines migrate data from plant facilities to a data lake residing on the cloud platform. Data streams can be segregated according to customer, and can further be segregated according to plant facility, production area, or any other suitable classification. Each data stream has an associated manifest that identifies the set of rules to be used to process data in each data stream, allowing selected rules to be applied to each data stream in an ad hoc manner.
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