DatriseAI-first ETL

Trustpilot to Azure Synapse Integration

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

How Datrise loads Trustpilot into Azure Synapse

Datrise syncs Trustpilot's reviews, business units, consumers, star ratings, replies, and invitations 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

Trustpilot: Consumer reviews and business reputation data.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Trustpilot entities map to Azure Synapse

Trustpilot entityAzure Synapse objectNotes
reviewstrustpilot_reviewsid PK · custom fields → NVARCHAR(MAX) JSON columns
business unitstrustpilot_business_unitsid PK · linked to trustpilot_reviews
consumerstrustpilot_consumersid PK · linked to trustpilot_reviews
star ratingstrustpilot_star_ratingsid PK · linked to trustpilot_reviews

FAQ

How does Datrise handle Trustpilot'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 Trustpilot 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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