Calendar features need more than a timestamp column. Distinguish dates, local appointments, global instants, and recurring rules so a change of location or daylight-saving offset does not quietly change the business commitment.
Approval routes break when the named approver is absent or a request changes mid-review. Design delegation, escalation, revised submissions, and exceptional authority as explicit business rules rather than informal workarounds outside the application.
A status tells operators what work can happen next. A reporting definition tells readers which records belong in a measure. Keep these models separate so a dashboard change does not silently alter workflow behavior.
An audit trail should answer a business question, not simply collect technical events. Capture the actor, change, reason, and related work so authorized staff can explain disputed decisions without exposing unnecessary sensitive information.
CSV imports need an operator workflow, not just a file picker. Define column meaning, preview changes, isolate rejected rows, and make retries predictable before everyday staff can update business records in bulk.
A successful load does not prove a migration preserved business meaning. Define reconciliation across counts, relationships, representative records, and operational decisions, then make those checks the basis for accepting or stopping the cutover.
Automation magnifies unclear customer, supplier, and product records. Prepare master data by defining identity, allowed values, ownership, and an exception queue before software starts routing work or making changes without review.
When several systems disagree about a customer, product, or location, choose authority at the field level. Define who can change each value, how copies update, and what operators should do when synchronization fails.
A transaction can cross several services while each dashboard reports local success. Connect technical traces with durable business identifiers so support can locate delays without confusing a request with a completed outcome.