ETL/SSIS/Azure Data Factory

External Article

What’s New in SSIS 2025?

  • Article

There’s a new version of SQL Server released and we’re mainly an on-premises SQL Server shop. We’ve been using Integration Services (SSIS) for years now for all our ETL and data integration needs. With Microsoft’s focus on cloud (Azure and Fabric), does it make sense to upgrade our SSIS packages? Are there any new features?

2026-03-27

Technical Article

Real-Time SQL Server to BigQuery Streaming ETL using CDC

  • Script

CDC Changes: The script queries the CDC tables in SQL Server to retrieve the changes (inserts, updates, deletes) since the last sync. Each change is processed with a mapped operation type (INSERT, UPDATE, DELETE).
Real-Time Streaming to BigQuery: The captured changes are streamed directly to BigQuery using its real-time insert_rows_json method, avoiding the need for batch uploads via Google Cloud Storage.
Tracking Last Sync Time: The script tracks the last synchronization time and updates it after every successful sync, ensuring no data is missed.
Low Latency: By continuously querying the CDC tables and streaming the changes, the script achieves near real-time data synchronization.

(1)

You rated this post out of 5. Change rating

2024-11-13 (first published: )

700 reads

Blogs

Restore SQL Server Database to an OrbStack Container

By

In the previous post, we've built a SQL Server 2025 sandbox in an OrbStack...

Day of Data Baton Rouge Slides and Code

By

Thanks to everyone for attending my talk today at Day of data Baton Rouge...

Using Claude Code as a Database SRE Agent with the Everpure Fusion MCP Server

By

Here’s the scenario: one of my SQL Server instances migrated to the DR array....

Read the latest Blogs

Forums

PowerBI Question - Data Sources

By Brandie Tarvin

I don't see a PowerBI forum, so I'm posting here. I have a need...

SQL Server Certificates

By Steve Jones - SSC Editor

Comments posted to this topic are about the item SQL Server Certificates

Connect an Azure Function to Azure SQL database Using a Managed Identity

By Kunal Rathi

Comments posted to this topic are about the item Connect an Azure Function to...

Visit the forum

Question of the Day

SQL Server Certificates

Which of these is not true for certificates used for SQL Server connections?

See possible answers