USB supplies substantially less power. Not normally an issue for electronics. That adapter limits you to 8 watts.Possibly I'm missing something but aren't USB sockets just a newer and better version of 12v cigar lighter sockets? I get you might have a few bits of kit that have 12v socket type leads for which you can get adapters such as these:
Amazon product ASIN B0B49Q775CView attachment 687882