DatriseAI-first ETL

Microsoft Dynamics 365 Azure Synapse

AI-first ETL from Microsoft Dynamics 365 into Azure Synapse. Governed entities, incremental sync, typed landing tables.

How Datrise loads Microsoft Dynamics 365 into Azure Synapse

Datrise syncs Microsoft Dynamics 365's accounts, opportunities, activities, and enterprise CRM process data 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

Microsoft Dynamics 365: Microsoft enterprise CRM and ERP suite.

Azure Synapse: Microsoft analytics workspace with SQL pools.

How Microsoft Dynamics 365 entities map to Azure Synapse

Microsoft Dynamics 365 entityAzure Synapse objectNotes
accountsmicrosoft_dynamics_accountsid PK · custom fields → NVARCHAR(MAX) JSON columns
opportunitiesmicrosoft_dynamics_opportunitiesid PK · linked to microsoft_dynamics_accounts
activitiesmicrosoft_dynamics_activitiesdatetime2 events
enterprise CRM process datamicrosoft_dynamics_enterprise_crm_process_dataid PK · linked to microsoft_dynamics_accounts

FAQ

How does Datrise handle Microsoft Dynamics 365'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 Microsoft Dynamics 365 to Azure Synapse sync stay up to date?

It runs incrementally — Datrise uses COPY into staging, then a MERGE on stable id.

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