Implementing SCD Type 2 Data Acquisition Pipelines to BigQuery Using GCP Datastream & dbt

Yi Ai
8 min readJan 27, 2024

Introduction

In today’s data-driven landscape, managing and analyzing vast amounts of data efficiently is crucial for businesses. The implementation of Slowly Changing Dimensions (SCD) Type 2 in data warehouses is a common practice to track historical changes in data over time. This article explores a practical approach to building SCD Type 2 data acquisition pipelines from multiple external PostgreSQL databases to Google BigQuery using GCP Datastream and dbt (data build…

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Yi Ai

AWS Community Builder | AWS AZURE GCP Certified Engineer | A Cloud Technology Enthusiast | AWS Certified Security/Machine Learning/Database Analytics Specialty