On wikipedia, we see the Fourier transformation examples in the case of the ordinary frequency and angular frequency scenario
https://en.wikipedia.org/wiki/Fourier_transform
But what is the transformation in the "k space" ? (with $k=2\pi/\lambda$) Is it given somewhere ?
It's the angular frequency case. Whether you want it to be unitary or not is your decision.
A physicist would write $e^{-i\omega t}$ or $e^{-kx}$ for the factors in the time and angular frequency case, and the space and space and angular wave number cases, respectively.