DatriseAI-first ETL

Day.ai Databricks SQL Warehouse

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

How Datrise loads Day.ai into Databricks SQL Warehouse

Datrise syncs Day.ai's contacts, accounts, deals, activities, and lifecycle events 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

Day.ai: AI-native CRM for relationship data, enrichment, and workflow automation.

Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.

How Day.ai entities map to Databricks SQL Warehouse

Day.ai entityDatabricks SQL Warehouse objectNotes
contactsday_ai_contactsid PK · custom fields → VARIANT or STRUCT columns
accountsday_ai_accountsid PK · linked to day_ai_contacts
dealsday_ai_dealsid PK · linked to day_ai_contacts
activitiesday_ai_activitiesTIMESTAMP events

FAQ

How does Datrise handle Day.ai'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 Day.ai 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

Early access

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