DatriseAI-first ETL

Vincle to Google BigQuery Integration

AI-first ETL from Vincle into Google BigQuery. Governed entities, incremental sync, typed landing tables.

How Datrise loads Vincle into Google BigQuery

Datrise syncs Vincle's customers, visits, orders, product assortments, promotions, and sales routes into Google BigQuery as a partitioned table per source entity. Flexible or custom fields land in JSON or nested/repeated (STRUCT) columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMP.

Sync is incremental: Datrise uses appends to a staging table, then MERGE on stable id into the partitioned target, so re-runs update only what changed. Partition by ingestion or event date and cluster by entity id to keep scanned bytes low. BigQuery bills by bytes scanned, so Datrise partitions and clusters every table to keep query costs predictable.

Ideal for Google-stack analytics and ML on serverless infrastructure.

Endpoints

Vincle: Field sales and trade execution for consumer goods.

Google BigQuery: Serverless analytics warehouse on GCP.

How Vincle entities map to Google BigQuery

Vincle entityGoogle BigQuery objectNotes
customersvincle_customersid PK · custom fields → JSON or nested/repeated (STRUCT) columns
visitsvincle_visitsid PK · linked to vincle_customers
ordersvincle_ordersid PK · linked to vincle_customers
product assortmentsvincle_product_assortmentsid PK · linked to vincle_customers

FAQ

How does Datrise handle Vincle's custom fields in Google BigQuery?

Flexible values are stored as JSON or nested/repeated (STRUCT) columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Google BigQuery types.

How does the Vincle to Google BigQuery sync stay up to date?

It runs incrementally — Datrise uses appends to a staging table, then MERGE on stable id into the partitioned target.

Related pipelines

Early access

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