DatriseAI-first ETL

Nutshell Azure Synapse

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

How Datrise loads Nutshell into Azure Synapse

Datrise syncs Nutshell's pipeline records, activity history, and conversion-focused sales metrics 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

Nutshell: Sales CRM for teams that need simple reporting and pipeline velocity.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Nutshell entities map to Azure Synapse

Nutshell entityAzure Synapse objectNotes
pipeline recordsnutshell_pipeline_recordsid PK · custom fields → NVARCHAR(MAX) JSON columns
activity historynutshell_activity_historydatetime2 events
conversion-focused sales metricsnutshell_conversion_focused_sales_metricsid PK · linked to nutshell_pipeline_records

FAQ

How does Datrise handle Nutshell'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 Nutshell 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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