I have some osteo in my knees and fingers. I was on Vioxx prior to its removal. I tried going without and the pain returned after about a week or so. The doctor recommended Aleve (I use generic from Sam's or Costco) and it works fine.
Subsequent to the Vioxx and similar removal, I learned that the pain reducing properties of those VERY high priced Rx's are virtually the same as aspirin, Aleve, Tylenol and similar, except they did provide some ability as potential less stomach upset, if one was so affected. But the drug firms marketed them to the public as enhanced pain reducers, when in fact they were not. Amazing.
Also, big difference if OA or RA.
Good wishes with yours.