Square → Azure Synapse
AI-first ETL from Square into Azure Synapse. Governed entities, incremental sync, typed landing tables.
How Datrise loads Square into Azure Synapse
Datrise syncs Square's payments, orders, customers, catalog items, and locations into Azure Synapse 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 COPY into staging, then a MERGE on stable id, so re-runs update only what changed. Hash distribution on the join id with date partitioning on facts. Synapse dedicated pools reward good hash-distribution choices, so Datrise distributes on entity ids to avoid data-movement-heavy joins.
Ideal for Azure analytics estates feeding Power BI.
Endpoints
Square: Payments and commerce platform for retail and online sellers.
Azure Synapse: Microsoft analytics workspace with SQL pools.
How Square entities map to Azure Synapse
| Square entity | Azure Synapse object | Notes |
|---|---|---|
| payments | square_payments | id PK · custom fields → NVARCHAR(MAX) JSON columns |
| orders | square_orders | id PK · linked to square_payments |
| customers | square_customers | id PK · linked to square_payments |
| catalog items | square_catalog_items | id PK · linked to square_payments |
FAQ
How does Datrise handle Square's custom fields in Azure Synapse?
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 Azure Synapse types.
How does the Square to Azure Synapse sync stay up to date?
It runs incrementally — Datrise uses COPY into staging, then a MERGE on stable id.
Related pipelines
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