On Factors of 2-pi in the Fourier Transform

Every physicist is exposed during his or her undergraduate degree to the Fourier Transform, defined as:

However, a source of great confusion is that of factors. Different books define the Fourier Transform using varying factors in front of the integral:

Are those definitions valid, and if so, how can we settle the conflict between them?
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