Adding your affiliate links to others' tumblr posts

I've created a new tumblr blog and plan to monetize it with adult affiliate/CPA offers eventually once I get enough followers. I have reblogged some and found a few adult tumblr blogs with over 10,000 followers and over a million views a day. my question is can you edit their pictures/posts (that have a lot of notes/reblogs etc) by adding a caption and/or your cloaked affiliate link to it, to get some good exposure to it asap? can you actually do this, like is this allowed or will the blog owners get mad and delete your link? hope this isn't a dumb question or anything but I'd like to know

Any help appreciated

I added 'follow me for more' to every post I reblogged and got banned, so I doubt they will be okay with affiliate links.

You're mistaken on how it works. Only your followers will see it with your link.

The blog owners can't delete your link, because it's your reblog.