There are lots of things under the carpet on your Performance test strategy.
Could you please let us know the below:
1. What tool are you using for Performance test? LR / VSTS etc...
2. Are you using any application to invoke the query or directly from SSMS(I doubt this)? Former case, its includes the time taken at application layer also, it makes sense on your request. You need to do profiling to identify the time taken for each layer. There are couple of products in the market for the same like Dottrace, Dynatrace etc.
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