You can almost always find the file in browser's developer tools (the network tab). Screenshots are terrible for this purpose because you end up with either huge PNGs of JPEGs, or JPEGs with an extra layer of compression artefacts.
Oh the engage in a lot of trickery including chopping the image up into bits and loading it as part of a thousand different <img> tags. More pain than it's worth.
