Pops can be lots of things. Caps rarely pop unless they are installed backwards, but when that happens there will usually be cardboard confetti all over the place. More often the pop is either a semiconductor cratering or the line fuse blowing, frequently a shorted chopper transistor. When it comes to switchmode PSUs, the root cause is frequently cracked solder joints or worn out electrolytic capacitors.