DonorPerfect to Azure Synapse Integration

How Datrise loads DonorPerfect into Azure Synapse

Datrise syncs DonorPerfect's donors, gifts, pledges, campaigns, appeals, and recurring gift schedules 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

DonorPerfect: Fundraising database for gifts, pledges, and appeals.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How DonorPerfect entities map to Azure Synapse

DonorPerfect entity	Azure Synapse object	Notes
donors	`donorperfect_donors`	id PK · custom fields → NVARCHAR(MAX) JSON columns
gifts	`donorperfect_gifts`	id PK · linked to donorperfect_donors
pledges	`donorperfect_pledges`	id PK · linked to donorperfect_donors
campaigns	`donorperfect_campaigns`	id PK · linked to donorperfect_donors

FAQ

How does Datrise handle DonorPerfect'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 DonorPerfect to Azure Synapse sync stay up to date?

It runs incrementally — Datrise uses COPY into staging, then a MERGE on stable id.

Related pipelines

Early access

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