So, if I start to find that my PCs are having too easy of a time what is the proper way to make my game more challenging? Should I just pump CR or do I beef monsters individually? What are some of the better techniques out there?
If you want to increase difficulty without increasing CR abuse terrain. Put 50ft of difficult terrain between the PCs and a couple of archers and casters. Underwater incorporeal creatures are complete agony.