Source mapping and data assessment
Identify the systems, files and people behind each reporting requirement. Review data structures, update frequency and known quality issues before designing the integration.

Schedule, cost, BIM, quality and field data are connected from the agreed systems into a single controlled view, with the WBS and CBS aligned and the codes defined once. Python automation handles import, reconciliation and validation; a project-specific Django application carries the reporting, data entry and review workflows. Permissions, change records and source references make the position traceable.
Construction information is often split between scheduling tools, ERP systems and spreadsheets. We define the relationships between those sources, agree data ownership and build repeatable workflows that make updates easier to understand and verify.
Explore the example application: filter work areas, inspect validation findings and trace a record through its source systems.
Example data loaded · no connection to project systems
The service is tailored to the assignment. We agree the scope, required inputs and acceptance criteria before delivery.
Identify the systems, files and people behind each reporting requirement. Review data structures, update frequency and known quality issues before designing the integration.
Map schedule activities, work packages, cost codes and project locations. Maintain agreed reference tables so performance can be compared at a useful and consistent level.
Develop repeatable imports, transformations and checks for the agreed sources. Record rejected records and exceptions instead of silently passing unreliable information into reports.
Use tools such as Python and Django to make approved information accessible through a project-focused interface. Agree roles, access and hosting requirements with the client team.
Build role-specific dashboards and recurring reporting packs. Include source references, refresh timestamps and definitions so users can understand the basis of the information.
Document mappings, calculation rules and operating procedures. Train nominated users and agree how changes to source systems and reporting requirements will be managed.
Integration begins with the systems already in use. The appropriate approach depends on the access, export and interface options those systems provide.
The refresh frequency is agreed for each source. A dashboard can only be as current as the information supplied to it, so refresh times and outstanding updates remain visible.
The result is a defined controlled reporting basis: agreed data, transparent rules and a clear route back to the source.