DatriseAI-first ETL

Vantage to Snowflake Integration

AI-first ETL from Vantage into Snowflake. Governed entities, incremental sync, typed landing tables.

How Datrise loads Vantage into Snowflake

Datrise syncs Vantage's costs, resources, providers, cost reports, tags, and budget alerts into Snowflake as a typed table per source entity. Flexible or custom fields land in VARIANT columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMP_TZ.

Sync is incremental: Datrise uses staged loads merged on stable id with MERGE, so credits scale with change volume, not table size, so re-runs update only what changed. Automatic micro-partitioning, with optional clustering keys on high-cardinality ids. Snowflake upper-cases unquoted identifiers, so Datrise standardizes on lower-case quoted names to keep column references stable.

Ideal for central analytics warehouses feeding BI and AI workloads.

Endpoints

Vantage: Cloud cost visibility and spend allocation.

Snowflake: Cloud data warehouse with separated compute and storage.

How Vantage entities map to Snowflake

Vantage entitySnowflake objectNotes
costsvantage_costsid PK · custom fields → VARIANT columns
resourcesvantage_resourcesid PK · linked to vantage_costs
providersvantage_providersid PK · linked to vantage_costs
cost reportsvantage_cost_reportsid PK · linked to vantage_costs

FAQ

How does Datrise handle Vantage's custom fields in Snowflake?

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

How does the Vantage to Snowflake sync stay up to date?

It runs incrementally — Datrise uses staged loads merged on stable id with MERGE, so credits scale with change volume, not table size.

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