I've used Ghostery for a while now but I've read some pretty negative things recently
Could you elaborate? I do use Ghostery and I like it a lot. On top of that, I use AdBlock.
I mainly browse using Chrome and Firefox on Linux and Windows. I usually use additional protection techniques and hardening, though they are mainly against malware rather than just ads.