Fundamentally Bitcoin nodes need to do a lot of signature verification which is where most of the energy and compute goes. Bandwidth and network stability are the other concerns that make mobile devices less ideal. Lightning is an easier lift so perhaps the best combo is Bitcoin node on a computer and a lightning node on a phone which connects to it. That being said of you don't mind those issues then go for it but do expect any magic bullets to the signature verification cost.