Nice! I also found exifread very straightforward to work with. Do not know about scikit-image, did not have to look further as this worked quite well ;p

I tried downloading images from an url in python and extracting the EXIF data from the downloaded image, but could not get this to work. For some reason the EXIF data got omitted, while downloading the image manually did make it work.