Hello team. Will the checkpoint ignore the data in window? If TM restarts after checkpoint but window is not triggered, data in window will loss?

No, nothing is lost. The window’s contents are saved in a variant of ListState, and are checkpointed and restored.

so this a default behavior?

It doesn’t matter which state backend you choose