I can just tell you about my experience. Have to admit I'm a big packer - always have been and always will
.
I've taken the AVE twice and brought on a 26" suitcase, a carry on bag that's about 21", and a daypack. I've never had a problem.
I always try to get to the platform as early as possible because some trains have limited luggage space.
Have a great trip!