Property-management platforms provide rich APIs, but inconsistent schemas make analytics difficult. The real work is standardizing REST, JSON, and CSV feeds into a clean Type-2 dimensional model that supports KPIs and compliance reporting.

Mugnano Data Consulting’s demo pipeline shows how this can be done automatically with minimal custom code.

Self-service BI works when the data foundation removes friction for business users. Our reusable dimensional framework gives you trusted definitions, “as-was” and “as-is” choices, foolproof joins, and upstream data quality checks, so teams can explore confidently without hand-coding SQL or exporting to Excel (or god help us all MS Access).

Dive deeper into how we leverage the extensibility features of the DbSchema Data Modeling Tool. Specifically, we’ll show how to design a dimensional model and generate DDL that directly integrates with Mugnano Data Consulting’s dimension utility functions