Start with the data contract
Document the source, refresh interval, identifiers, permitted uses, and owner for each input. Search Console, analytics, website crawls, and CRM records have different structures and access rules. A coherent data contract makes it possible to join useful evidence without assuming that similarly named fields carry the same meaning.
Search Intel OsSeparate intelligence from authority
A recommendation engine should not inherit permission to modify every system it observes. Define which changes may be automated, which need approval, and what evidence the operator sees. Logs, retry behavior, rollback considerations, and observable failures are part of a dependable implementation, not an optional layer added after a demonstration works.
Deployment ArchitectureChoose the environment on purpose
An implementation may use customer-controlled cloud resources, existing applications, or a hosted product where appropriate. Compare ongoing maintenance, access administration, usage costs, and handover needs before selecting the stack. The architecture should make ownership and responsibilities explicit, including dependencies that remain with third-party vendors after delivery.
Discuss your requirements