Github user baluchicken commented on the issue:

    https://github.com/apache/spark/pull/21260
  
    Nice work, only one thing I would consider including a StorageClass name 
option for the PersistentVolumeClaim volume type which defaults to an empty 
string. Without that the PVC will always use the default StorageClass which may 
not exists in all scenarios. Thus the pod will remain in pending state 
indefinitely.


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