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Hi,
Basically, the data is stored as HDFS blocks on these disks and only the NameNode is aware of these blocks (stores these blocks details as metadata)
Hypothetically, even if you were able to re-attach the EBS volumes to another cluster, the newer or other cluster Namenode is unaware of these HDFS blocks. Please note each data block(HDFS) is tied to a hadoop cluster and has its own unique block id and block location on disks differs. (HDFS blocks != OS blocks)
Because of the above framework limitation, it is not possible to switch EBS volumes since EBS is not a persistent store in EMR, meaning it is deleted once the EMR cluster is terminated. Even if we can attach additional EBS volumes to a node in EMR cluster, it is not possible to reuse them with another cluster. Please refer this document for details. I hope this answers your question.
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