We do exactly what you mentioned. However, it's not that simple
unfortunately. Our services don't have a predictable performance as traffic
varies a lot during the day. 

As I've explained above increase source parallelism to 2 was enough to tip
over our services and reducing parallelism of the async operator to 2 is not
an option. 



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