Sharpend
"It Just Is"
I think if you are looking for a previous short-term increase in demand, without a crystal ball or a time turner you are not going to find it with a power analyser now.
All you can achieve is to confirm the meter readings are ok and reasonably accurate during the time of your monitoring the supply.
To identify a previous increase you would have to have been monitoring it at the time and all that is going to do is confirm the increase.
You are going to have to turn detective on site and look for the loads likely to have caused the increase I think.
Yes I'm without Crystal Ball also! but you try explaining that to those with little understanding.
The thing is it is a food retail outlet so no obvious increased loads, several freezers and HVAC to consider but these are constant loads? there are obviously motors and pumps at play would a failure in one of these cause a significant change?