DatriseAI-first ETL

Zenefits to Google BigQuery Integration

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

How Datrise loads Zenefits into Google BigQuery

Datrise syncs Zenefits's employees, departments, employments, time off requests, benefits enrollments, and compensation records 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

Zenefits: HR, benefits, and payroll administration.

Google BigQuery: Serverless analytics warehouse on GCP.

How Zenefits entities map to Google BigQuery

Zenefits entityGoogle BigQuery objectNotes
employeeszenefits_employeesid PK · custom fields → JSON or nested/repeated (STRUCT) columns
departmentszenefits_departmentsid PK · linked to zenefits_employees
employmentszenefits_employmentsid PK · linked to zenefits_employees
time off requestszenefits_time_off_requestsid PK · linked to zenefits_employees

FAQ

How does Datrise handle Zenefits'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 Zenefits 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

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