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Data EngineeringTools & Automation

Replacing a Managed ETL Connector with a Custom CDC Sync

by Marc 15 January 2026
written by Marc

We had been paying roughly 400 euros a month for a managed ETL connector to sync our CRM data into BigQuery. Six tables, a few thousand records each, updated a handful of times per day. The connector worked, but it had problems: data landed in a US-region dataset (we needed EU for GDPR compliance), the CDC implementation had quirks that caused phantom duplicates, and every time we needed to debug something we were staring at a black box. So I replaced it with a custom Cloud Run service. The whole thing runs for under 5 euros a month.

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15 January 2026 0 comments
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Marc de Mas
  • Home
  • Lessons Learned
  • Data Engineering
  • Tools & Automation
  • Analytics
  • BigQuery
  • dbt
  • Python