Iterable → Azure Synapse
AI-first ETL from Iterable into Azure Synapse. Governed entities, incremental sync, typed landing tables.
How Datrise loads Iterable into Azure Synapse
Datrise syncs Iterable's users, campaigns, journeys, message events, and experiments 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
Iterable: Cross-channel marketing automation and journeys.
Azure Synapse: Microsoft analytics workspace with SQL pools.
How Iterable entities map to Azure Synapse
| Iterable entity | Azure Synapse object | Notes |
|---|---|---|
| users | iterable_users | id PK · custom fields → NVARCHAR(MAX) JSON columns |
| campaigns | iterable_campaigns | id PK · linked to iterable_users |
| journeys | iterable_journeys | id PK · linked to iterable_users |
| message events | iterable_message_events | datetime2 events |
FAQ
How does Datrise handle Iterable'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 Iterable 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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