How can I change preview URL?

You can do something like this, add to functions.php

add_filter( 'preview_post_link', 'the_preview_fix' );

function the_preview_fix() {
    $slug = basename(get_permalink());
    return "http://www.mywebsite.com/blog/p/$slug";
}

More info HERE and HERE.