Hi Dawid,

My team's Flink application's primary purpose is not to count the number of SQS 
messages received or the number of successful or failed S3 downloads. The 
application's primary purpose is to process events and the corresponding data, 
and for each event, create or update a new entry in our database with the 
result of this processing. (I can't really go into too much detail on what is 
processed and what results are produced because that is proprietary 
information.)

As you suggest, the counters for SQS messages and successful or unsuccessful 
downloads from S3 are just for the purposes of monitoring. We use these metrics 
to have an idea of how healthy our application is, and to help indicate which 
components may have faults. We are not using these counters to calculate 
results.

My team is trying to understand why we see inaccurate values for our metrics, 
with the intention of fixing the inaccuracies so we can better monitor our 
application.

I hope this helps to clarify the context of my inquiry.

Best,
Shane

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