DatriseAI-first ETL

Microsoft Advertising Databricks SQL Warehouse

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

How Datrise loads Microsoft Advertising into Databricks SQL Warehouse

Datrise syncs Microsoft Advertising's campaigns, ad groups, keywords, spend, and conversion metrics 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 Advertising: Paid search and audience ads on Microsoft properties.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Microsoft Advertising entities map to Databricks SQL Warehouse

Microsoft Advertising entityDatabricks SQL Warehouse objectNotes
campaignsbing_ads_campaignsid PK · custom fields → VARIANT or STRUCT columns
ad groupsbing_ads_ad_groupsid PK · linked to bing_ads_campaigns
keywordsbing_ads_keywordsid PK · linked to bing_ads_campaigns
spendbing_ads_spendid PK · linked to bing_ads_campaigns

FAQ

How does Datrise handle Microsoft Advertising'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 Advertising 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.

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