DatriseAI-first ETL

Microsoft Dynamics 365 Databricks SQL Warehouse

AI-first ETL from Microsoft Dynamics 365 into Databricks SQL Warehouse. Governed entities, incremental sync, typed landing tables.

How Datrise loads Microsoft Dynamics 365 into Databricks SQL Warehouse

Datrise syncs Microsoft Dynamics 365's accounts, opportunities, activities, and enterprise CRM process data into Databricks SQL Warehouse as a Delta Lake table per source entity. Flexible or custom fields land in VARIANT or STRUCT columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMP.

Sync is incremental: Datrise uses a Delta MERGE on stable id, with change history available via time travel, so re-runs update only what changed. Delta partitioning by load date with OPTIMIZE/Z-ORDER on query keys. Datrise writes Unity Catalog–governed Delta tables, so lineage and permissions are managed centrally rather than per-notebook.

Ideal for lakehouse analytics and ML feature tables on Databricks.

Endpoints

Microsoft Dynamics 365: Microsoft enterprise CRM and ERP suite.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Microsoft Dynamics 365 entities map to Databricks SQL Warehouse

Microsoft Dynamics 365 entityDatabricks SQL Warehouse objectNotes
accountsmicrosoft_dynamics_accountsid PK · custom fields → VARIANT or STRUCT columns
opportunitiesmicrosoft_dynamics_opportunitiesid PK · linked to microsoft_dynamics_accounts
activitiesmicrosoft_dynamics_activitiesTIMESTAMP 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 Databricks SQL Warehouse?

Flexible values are stored as VARIANT or STRUCT columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Databricks SQL Warehouse types.

How does the Microsoft Dynamics 365 to Databricks SQL Warehouse sync stay up to date?

It runs incrementally — Datrise uses a Delta MERGE on stable id, with change history available via time travel.

Related pipelines

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