For ingestion, transformation, refresh, and security, the Fabric-native approach uses Fabric pipelines and Purview, while Pyrana leaves data handling unchanged and adds document extraction, validation, and storage with provenance and refresh monitoring so that document workflows are governed alongside data workflows.

Ingest / transform / refresh / secure

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf

Fabric pipelines + Purview

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf

Unchanged for data; Pyrana adds extraction→validation→storage for documents

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf

with provenance and refresh monitoring

— Pyrana vs Microsoft Fabric — Comparative Analysis (Summer Fridays).pdf