DatriseAI-first ETL

Postmark to Microsoft Power BI Integration

AI-first ETL from Postmark into Microsoft Power BI. Governed entities, incremental sync, typed landing tables.

How Datrise loads Postmark into Microsoft Power BI

Datrise syncs Postmark's messages, servers, delivery events, bounces, opens, and message streams into Microsoft Power BI as star-schema-friendly tables for an Import or DirectQuery dataset. Flexible or custom fields land in flattened columns (nested fields expanded), and timestamps such as created, updated, and status changes are typed as date/time columns with a date table.

Sync is incremental: Datrise uses incremental-refresh windows aligned to Power BI's RangeStart/RangeEnd, so re-runs update only what changed. Date-partitioned fact tables matching incremental-refresh policies. Power BI measures and relationships live in the .pbix model, so Datrise keeps the underlying tables stable and star-schema-shaped.

Ideal for Microsoft-stack self-serve reporting.

Endpoints

Postmark: Transactional email delivery with detailed events.

Microsoft Power BI: Microsoft business intelligence with datasets, reports, and semantic models.

How Postmark entities map to Microsoft Power BI

Postmark entityMicrosoft Power BI objectNotes
messagespostmark_app_messagesid PK · custom fields → flattened columns (nested fields expanded)
serverspostmark_app_serversid PK · linked to postmark_app_messages
delivery eventspostmark_app_delivery_eventsdate/time columns with a date table events
bouncespostmark_app_bouncesid PK · linked to postmark_app_messages

FAQ

How does Datrise handle Postmark's custom fields in Microsoft Power BI?

Flexible values are stored as flattened columns (nested fields expanded), so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Microsoft Power BI types.

How does the Postmark to Microsoft Power BI sync stay up to date?

It runs incrementally — Datrise uses incremental-refresh windows aligned to Power BI's RangeStart/RangeEnd.

Related pipelines

Early access

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