Sometimes Joomla will not allow me to upload the pdf file, saying it is “not a valid image”, and then other times I can upload the file but it only appears as a pdf icon.

Solution to this issue is :

DO put “.pdf”, “” in allowed extensions.

DON’T put pdf into allowed images, DON’T put pdf into MIME types.