The product to use is 3M VHB. That is what ships with most mounts for this type of application.
Amazon has some smaller rolls but the larger stuff can be very expensive especially when you only need a couple of square inches.
VHB stands for very high bond and is used to hold gps mounting plates etc to vehicle dashboards. They even use it to hold trailer panels to frames!
Hope that helps.
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