The following answers might be useful:
- Fourier-Mukai transform - a first exampleFourier-Mukai transform - a first example
- Intuition for Integral TransformsIntuition for Integral Transforms
- Fourier transform for dummiesFourier transform for dummies
The last one has my sketch of an answer which I'll post here once it gets better.