DatriseAI-first ETL

Azure Blob Storage to Microsoft SQL Server Integration

AI-first ETL from Azure Blob Storage into Microsoft SQL Server. Governed entities, incremental sync, typed landing tables.

How Datrise loads Azure Blob Storage into Microsoft SQL Server

Datrise syncs Azure Blob Storage's containers, blobs, blob metadata, snapshots, access tiers, and blob versions into Microsoft SQL Server as a typed table per source entity. Flexible or custom fields land in NVARCHAR(MAX) JSON columns, and timestamps such as created, updated, and status changes are typed as datetime2.

Sync is incremental: Datrise uses a watermark on updated-at, applied with a MERGE statement, so re-runs update only what changed. Optional partitioned tables on a date partition function. SQL Server defaults to a case-insensitive collation, so Datrise preserves original casing in a metadata column to avoid silent key collisions.

Ideal for Microsoft-stack analytics and Power BI Import models.

Endpoints

Azure Blob Storage: Object storage for blobs and data lake files on Azure.

Microsoft SQL Server: Microsoft relational DB with enterprise features.

How Azure Blob Storage entities map to Microsoft SQL Server

Azure Blob Storage entityMicrosoft SQL Server objectNotes
containersazureblobstorage_containersid PK · custom fields → NVARCHAR(MAX) JSON columns
blobsazureblobstorage_blobsid PK · linked to azureblobstorage_containers
blob metadataazureblobstorage_blob_metadataid PK · linked to azureblobstorage_containers
snapshotsazureblobstorage_snapshotsid PK · linked to azureblobstorage_containers

FAQ

How does Datrise handle Azure Blob Storage's custom fields in Microsoft SQL Server?

Flexible values are stored as NVARCHAR(MAX) JSON columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Microsoft SQL Server types.

How does the Azure Blob Storage to Microsoft SQL Server sync stay up to date?

It runs incrementally — Datrise uses a watermark on updated-at, applied with a MERGE statement.

Related pipelines

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