Microsoft Dynamics 365 → ClickHouse
AI-first ETL from Microsoft Dynamics 365 into ClickHouse. Governed entities, incremental sync, typed landing tables.
How Datrise loads Microsoft Dynamics 365 into ClickHouse
Datrise syncs Microsoft Dynamics 365's accounts, opportunities, activities, and enterprise CRM process data into ClickHouse as a MergeTree table per source entity. Flexible or custom fields land in JSON or Map columns, and timestamps such as created, updated, and status changes are typed as DateTime64.
Sync is incremental: Datrise uses inserts into a ReplacingMergeTree keyed on stable id, so the latest version wins on merge, so re-runs update only what changed. Partition by month and order by (entity id, updated-at) for fast range scans. ClickHouse deduplicates asynchronously on merge, so Datrise uses ReplacingMergeTree and FINAL-safe queries rather than assuming immediate upserts.
Ideal for high-volume event analytics that need sub-second aggregation.
Endpoints
Microsoft Dynamics 365: Microsoft enterprise CRM and ERP suite.
ClickHouse: Columnar OLAP engine for fast aggregations.
How Microsoft Dynamics 365 entities map to ClickHouse
| Microsoft Dynamics 365 entity | ClickHouse object | Notes |
|---|---|---|
| accounts | microsoft_dynamics_accounts | id PK · custom fields → JSON or Map columns |
| opportunities | microsoft_dynamics_opportunities | id PK · linked to microsoft_dynamics_accounts |
| activities | microsoft_dynamics_activities | DateTime64 events |
| enterprise CRM process data | microsoft_dynamics_enterprise_crm_process_data | id PK · linked to microsoft_dynamics_accounts |
FAQ
How does Datrise handle Microsoft Dynamics 365's custom fields in ClickHouse?
Flexible values are stored as JSON or Map columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native ClickHouse types.
How does the Microsoft Dynamics 365 to ClickHouse sync stay up to date?
It runs incrementally — Datrise uses inserts into a ReplacingMergeTree keyed on stable id, so the latest version wins on merge.
Related pipelines
More destinations for Microsoft Dynamics 365
- Microsoft Dynamics 365 → DuckDB
- Microsoft Dynamics 365 → Amazon Athena
- Microsoft Dynamics 365 → Amazon S3 Data Lake
- Microsoft Dynamics 365 → Azure Data Lake Storage
- Microsoft Dynamics 365 → Azure Synapse
- Microsoft Dynamics 365 → Spreadsheets
- Microsoft Dynamics 365 → Airtable
- Microsoft Dynamics 365 → CSV Files
- Microsoft Dynamics 365 → MongoDB
- Microsoft Dynamics 365 → Supabase
- Microsoft Dynamics 365 → Neon
- Microsoft Dynamics 365 → PlanetScale
More sources for ClickHouse
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