Why API structure matters
When each team logs data in different formats, trend analysis breaks. API schemas enforce predictable fields, units, and identifiers across projects.
Core payload concepts
- Project and date context
- Labor and equipment usage lines
- Material consumption lines
- Production quantities by activity
- Status and provenance metadata
Business outcome
Clean, structured daily data improves alert quality, reduces reconciliation effort, and strengthens auditability for claims and reviews.