Hi,Congxian ,thanks for your replay. job run on Flink1.9 (checkpoint interval 3min) <http://apache-flink-user-mailing-list-archive.2336050.n4.nabble.com/file/t3050/6.png> job run on Flink1.12 (checkpoint interval 10min) <http://apache-flink-user-mailing-list-archive.2336050.n4.nabble.com/file/t3050/7.png> job run on Flink1.12 (checkpoint interval 3min) Pic1:Time used to complete the checkpoint in 1.12 is longer(5m32s): <http://apache-flink-user-mailing-list-archive.2336050.n4.nabble.com/file/t3050/2.png> Pic2:Start delay(4m27s): <http://apache-flink-user-mailing-list-archive.2336050.n4.nabble.com/file/t3050/1.png> Pic3:Next checkpoint failed(task141 ack n/a): <http://apache-flink-user-mailing-list-archive.2336050.n4.nabble.com/file/t3050/3.png> Pic4:Did not see back pressure and data skew: <http://apache-flink-user-mailing-list-archive.2336050.n4.nabble.com/file/t3050/4.png> Pic5:Subtask deal same data nums ,checkpoint endToEnd fast: <http://apache-flink-user-mailing-list-archive.2336050.n4.nabble.com/file/t3050/5.png> Best, Haihang
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