I'm trying to trace through the codebase and figure out where exactly the
block occurs in the high level consumer?

public void run() {
     ConsumerIterator<byte[], byte[]> it = m_stream.iterator();
     while (it.hasNext())
         System.out.println("Thread " + m_threadNumber + ": " + new
String(it.next().message()));
     System.out.println("Shutting down Thread: " + m_threadNumber);
 }
Reference:
https://cwiki.apache.org/confluence/display/KAFKA/Consumer+Group+Example

So from what I understand, the while.it.hasNext() will block if there are
no new messages for this particular topic/partion correct?

Just to understand, can someone clarify where in the kafka source this
block occurs, i.e. the broker that this consumer is connected to will keep
a socket connection open to this consumer and block until a new message
that is owned by this consumer thread arrives and then pushes it to the
consumer to process.

Is it at the iterator level somewhere?
https://github.com/kafka-dev/kafka/blob/master/core/src/main/scala/kafka/consumer/ConsumerIterator.scala

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