Github user pnowojski commented on the issue:

    https://github.com/apache/flink/pull/4239
  
    Indeed it seems like you are right. `read_committed` doesn't play along 
with long `max.transaction.timeout.ms`. I'm not sure about Beam, but in Flink 
we can not use one single `transactional.id`, because our checkpoints are 
asynchronous - `notifyCheckpointComplete` (which triggers 
`KafkaProducer#commit`) can come long after `preCommit`. In that time we can 
not use the same `transactional.id` for new transactions. 
    
    We can walk around this issue by implementing a pool of 
`transactional.id`s, which we can save on the state. This will allows on 
restoring state to not only `recoverAndCommit` all pending transactions, but to 
abort all other unknown "lingering" transactions


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