DSXchange

We can see the Job is running or not in Datastage Director.

Is there any other way to find out whether Job is running or not by using Administrator command query?

The dsjob command has numerous options that you can use to get this information. One would be "dsjob -jobinfo <YourProject> <YourJob>"