DatriseAI-first ETL

Little Green Light to Azure Synapse Integration

AI-first ETL from Little Green Light into Azure Synapse. Governed entities, incremental sync, typed landing tables.

How Datrise loads Little Green Light into Azure Synapse

Datrise syncs Little Green Light's constituents, gifts, pledges, campaigns, events, and volunteer records 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

Little Green Light: Fundraising CRM for small nonprofit development teams.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Little Green Light entities map to Azure Synapse

Little Green Light entityAzure Synapse objectNotes
constituentslittle_green_light_constituentsid PK · custom fields → NVARCHAR(MAX) JSON columns
giftslittle_green_light_giftsid PK · linked to little_green_light_constituents
pledgeslittle_green_light_pledgesid PK · linked to little_green_light_constituents
campaignslittle_green_light_campaignsid PK · linked to little_green_light_constituents

FAQ

How does Datrise handle Little Green Light'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 Little Green Light 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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