Removing Labels from Prescription Bottles?

I want to reuse plastic jars, prescription, Pepcid bottles. I need to remove the existing label, clean, sterilize, and print new labels for Milk-Bone Brand MaroSnacks.

How do I remove the label? It kind of peels off by fingernail. Is there an easier way.

By M. C. from Phoenix, AZ