Context
Useful when marketing, sales, and operational systems describe the same activity in different ways.
Reporting & data · capability example
Make numbers from different systems explainable.
A capability example for multi-source reporting, data reconciliation, and operational dashboards.
Illustrative engineering scope. This is not a client case study or a claim of measured results.
The approach
Connect the sources, define what each metric means, and make discrepancies visible before people rely on the totals.
Problem
Conflicting totals, duplicate records, and different time windows can make a dashboard difficult to trust.
Constraints
Access, source coverage, refresh timing, and metric definitions need to be agreed before interpreting results.
Implementation
How we approach the work.
- Map source records and stable identifiers.
- Define metric boundaries, ownership, and time windows.
- Add reconciliation checks and visible freshness or coverage signals.
Validation plan
What we would validate.
- Compare dashboard totals with source records.
- Test duplicates, missing data, and time-window boundaries.
- Review discrepancies and source freshness with the people using the reports.
Potential deliverables
Source and metric definitions.
Reporting interfaces and reconciliation checks.
Monitoring and release documentation.
Apply the pattern