DatriseAI-first ETL

Pepperjam to Azure Synapse Integration

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

How Datrise loads Pepperjam into Azure Synapse

Datrise syncs Pepperjam's publishers, transactions, clicks, commissions, creatives, and programs 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

Pepperjam: Affiliate network performance and publisher payouts.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Pepperjam entities map to Azure Synapse

Pepperjam entityAzure Synapse objectNotes
publisherspepperjam_publishersid PK · custom fields → NVARCHAR(MAX) JSON columns
transactionspepperjam_transactionsid PK · linked to pepperjam_publishers
clickspepperjam_clicksid PK · linked to pepperjam_publishers
commissionspepperjam_commissionsid PK · linked to pepperjam_publishers

FAQ

How does Datrise handle Pepperjam'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 Pepperjam 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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