Data Quality

Data Validation

Validation is embedded in imports, DTOs, typed fields, and duplicate guards across the core modules instead of a single validation console.

System Preview

Workflow Engine

Automating processes and streamlining data management in real-time.

How it works in the app

Data quality is implemented as embedded controls rather than one separate quality center. Import previews, typed custom field storage, structured entities, duplicate guards, and revision history are the strongest quality mechanisms already in code.

I did not find a centralized completeness-score engine or broad enrichment hub, so those feature labels are best explained through the narrower but real controls that exist today.

Included in the current implementation

Preview-first imports

Typed field storage

Duplicate guards in several modules

Revision-backed cleanup visibility

Need better data quality without pretending every governance widget already exists?

The current app already enforces structure, previews changes, and exposes duplicates or history through real operational flows.