topic Real-Time SQL Server to Databricks Pipeline Using Debezium, Kafka, and Delta Lake in Community Articles https://community.databricks.com/t5/community-articles/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka/m-p/140466#M809 <P>Check this medium article</P><P>&nbsp;<A href="https://medium.com/@bijumathewt/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka-and-delta-lake-26c3e191ce51?postPublishedType=initial" target="_blank">https://medium.com/@bijumathewt/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka-and-delta-lake-26c3e191ce51?postPublishedType=initial</A></P> Thu, 27 Nov 2025 01:54:17 GMT BijuThottathil 2025-11-27T01:54:17Z Real-Time SQL Server to Databricks Pipeline Using Debezium, Kafka, and Delta Lake https://community.databricks.com/t5/community-articles/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka/m-p/140466#M809 <P>Check this medium article</P><P>&nbsp;<A href="https://medium.com/@bijumathewt/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka-and-delta-lake-26c3e191ce51?postPublishedType=initial" target="_blank">https://medium.com/@bijumathewt/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka-and-delta-lake-26c3e191ce51?postPublishedType=initial</A></P> Thu, 27 Nov 2025 01:54:17 GMT https://community.databricks.com/t5/community-articles/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka/m-p/140466#M809 BijuThottathil 2025-11-27T01:54:17Z Re: Real-Time SQL Server to Databricks Pipeline Using Debezium, Kafka, and Delta Lake https://community.databricks.com/t5/community-articles/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka/m-p/140525#M813 <P>would you not be able to use Lakeflow Managed connector for SQL Server in this case?</P> Thu, 27 Nov 2025 15:39:44 GMT https://community.databricks.com/t5/community-articles/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka/m-p/140525#M813 Raman_Unifeye 2025-11-27T15:39:44Z Re: Real-Time SQL Server to Databricks Pipeline Using Debezium, Kafka, and Delta Lake https://community.databricks.com/t5/community-articles/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka/m-p/140532#M814 <P>Yes. As per my understanding architecture will be simpler and cheaper with Lakeflow, but Debezium with Kafka &nbsp;is faster with second latency . Hope someone tried both options will clarify it&nbsp;</P> Thu, 27 Nov 2025 16:39:04 GMT https://community.databricks.com/t5/community-articles/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka/m-p/140532#M814 BijuThottathil 2025-11-27T16:39:04Z Re: Real-Time SQL Server to Databricks Pipeline Using Debezium, Kafka, and Delta Lake https://community.databricks.com/t5/community-articles/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka/m-p/140540#M815 <P>BTW, are you referring&nbsp;<SPAN>Lakeflow Connect Pipeline using Ingestion Gateway?</SPAN></P> Thu, 27 Nov 2025 17:39:49 GMT https://community.databricks.com/t5/community-articles/real-time-sql-server-to-databricks-pipeline-using-debezium-kafka/m-p/140540#M815 BijuThottathil 2025-11-27T17:39:49Z