Github user zsxwing commented on a diff in the pull request:

    https://github.com/apache/spark/pull/16166#discussion_r91147605
  
    --- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/execution/streaming/ProgressReporter.scala
 ---
    @@ -78,6 +79,8 @@ trait ProgressReporter extends Logging {
       // The timestamp we report an event that has no input data
       private var lastNoDataProgressEventTime = Long.MinValue
     
    +  private val timestampFormat = new 
SimpleDateFormat("yyyy-MM-dd'T'HH:mm:ss.SSS'Z'") // ISO8601
    --- End diff --
    
    You need to set the timezone before using this format. Otherwise, the time 
is based on your timezone. E.g.,
    
    ```
    scala> new java.util.Date()
    res7: java.util.Date = Tue Dec 06 10:48:00 PST 2016
    
    scala> val timestampFormat = new 
java.text.SimpleDateFormat("yyyy-MM-dd'T'HH:mm:ss.SSS'Z'") 
    timestampFormat: java.text.SimpleDateFormat = 
java.text.SimpleDateFormat@5af7aed5
    
    scala> timestampFormat.format(new java.util.Date())
    res8: String = 2016-12-06T10:48:09.342Z
    
    scala> val timestampFormat = new 
java.text.SimpleDateFormat("yyyy-MM-dd'T'HH:mm:ss.SSS'Z'") 
    timestampFormat: java.text.SimpleDateFormat = 
java.text.SimpleDateFormat@5af7aed5
    
    scala> timestampFormat.setTimeZone(java.util.TimeZone.getTimeZone("UTC"))
    
    scala> timestampFormat.format(new java.util.Date())
    res10: String = 2016-12-06T18:48:20.048Z
    ```


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