I have noticed that arduino official shields, such as wifi and wireless shields, have mismatched ISCP header height with male pins. Both point down, but the male pins are 2mm or 0.1" longer. My first picture shows me holding a PCB over a MEGA, showing that the female headers and at the same height …

Arduino shield pins and ICSP header mismatched height

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