danny0405 commented on code in PR #14320:
URL: https://github.com/apache/hudi/pull/14320#discussion_r2553802966


##########
website/docs/ingestion_flink.md:
##########
@@ -1,179 +1,361 @@
 ---
 title: Using Flink
 keywords: [hudi, flink, streamer, ingestion]
+last_modified_at: 2025-11-22T12:53:57+08:00
 ---
 
-### CDC Ingestion
-CDC(change data capture) keep track of the data changes evolving in a source 
system so a downstream process or system can action that change.
+## CDC Ingestion
+
+CDC (change data capture) keeps track of data changes evolving in a source 
system so a downstream process or system can act on those changes.
 We recommend two ways for syncing CDC data into Hudi:
 
 ![slide1 title](/assets/images/cdc-2-hudi.png)
 
-1. Using the Ververica 
[flink-cdc-connectors](https://github.com/ververica/flink-cdc-connectors) 
directly connect to DB Server to sync the binlog data into Hudi.
-   The advantage is that it does not rely on message queues, but the 
disadvantage is that it puts pressure on the db server;
-2. Consume data from a message queue (for e.g, the Kafka) using the flink cdc 
format, the advantage is that it is highly scalable,
+1. Use the Ververica 
[flink-cdc-connectors](https://github.com/ververica/flink-cdc-connectors) to 
directly connect to the database server and sync binlog data into Hudi.

Review Comment:
   it is now an Apache project, should refer it as the Apache flink-cdc with 
URL: https://github.com/apache/flink-cdc



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