DatriseAI-first ETL

Taboola to Snowflake Integration

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

How Datrise loads Taboola into Snowflake

Datrise syncs Taboola's campaigns, campaign items, sites, spend, clicks, and conversions 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

Taboola: Content recommendation and native advertising.

Snowflake: Cloud data warehouse with separated compute and storage.

How Taboola entities map to Snowflake

Taboola entitySnowflake objectNotes
campaignstaboola_campaignsid PK · custom fields → VARIANT columns
campaign itemstaboola_campaign_itemsid PK · linked to taboola_campaigns
sitestaboola_sitesid PK · linked to taboola_campaigns
spendtaboola_spendid PK · linked to taboola_campaigns

FAQ

How does Datrise handle Taboola'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 Taboola 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.

Related pipelines

Early access

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