Make sure action buttons look like buttons. Style them in a way that they lift (thus, indicates that it is possible to click).
Designing More Efficient Forms: Structure, Inputs, Labels and Actions
Nick Babich

Buttons should absolutely look like buttons, but whether they appear “lifted” is a purely stylistic means to that end, not a requirement.

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