If you use ntfy.sh and don't use instant delivery, ntfy uses Google's FCM for delivery, which is what everyone else does. It doesn't require a foreground service and has no battery impact.

ntfy offers you additional options with instant delivery or the selfhostable server. That requires a server connection and does impact battery a little. On my phone it doesn't show up in the list it's so low, but others have reported more consumption