Jackie-Jiang commented on issue #15036:
URL: https://github.com/apache/pinot/issues/15036#issuecomment-2657539572

   I'm not sure if I completely get the question, but I can answer from the 
perspective of how Pinot handles streaming data. Unlike a lot of other 
databases that ingest streaming data as mini batches (where the delay happens), 
Pinot directly writes the data into index row-by-row and the data immediately 
becomes queryable. The delay of streaming data arriving Pinot to it becoming 
queryable is usually below millisecond (Pinot can easily ingest thousands of 
messages per second). If you count end-to-end time from data produced to 
streaming system (e.g. Kafka) to becoming queryable in Pinot, the delay is 
usually a few seconds, and majority of the delay is from streaming system 
processing then delivering the messages to Pinot.


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