---
title: "Spark SQL to BigQuery ETL Migration | SmartMigrate"
description: "Move Spark SQL pipelines to BigQuery with parity for incremental loads, dedupe rules, late-data windows, and orchestration with reconciliation gates."
canonical: https://www.smartmigrate.ai/migrations/spark-sql-to-bigquery/etl-pipeline-migration
htmlPath: /migrations/spark-sql-to-bigquery/etl-pipeline-migration
markdownPath: /migrations/spark-sql-to-bigquery/etl-pipeline-migration.md
schema: Service
updatedAt: 2026-02-23T00:00:00.000Z
---
# Spark SQL to BigQuery ETL Migration | SmartMigrate
Move Spark SQL pipelines to BigQuery with parity for incremental loads, dedupe rules, late-data windows, and orchestration with reconciliation gates.
Canonical: https://www.smartmigrate.ai/migrations/spark-sql-to-bigquery/etl-pipeline-migration
Public path: /migrations/spark-sql-to-bigquery/etl-pipeline-migration
Markdown resource: /migrations/spark-sql-to-bigquery/etl-pipeline-migration.md
Move Spark SQL pipelines to BigQuery with parity for incremental loads, dedupe rules, late-data windows, and orchestration with reconciliation gates.

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Intent: