are Aluminum Electrolytic Capacitor - General Purpose - Capacitors the same as In-line capacitors you find on Amazon... I am interested in this because I want to know if I can use them to build guitar pedals with....
Probably an axial lead package. My guess is that he is working with documentation of an old design, and the pc board (or perf-board) construction has a layout for axial lead caps.
I've seen a bit of this. Guitar people revere the old pedal designs, combing the innergoogle for germanium transistors and ancient opamps. uA709 or LM301, anyone?
Random image from the internet of radial and axial electrolytic capacitors:
I wouldn't recommend buying electronic components on Amazon. They might be okay, but you're more likely to get genuine components from an authorized reseller (Mouser, Newark, Jameco, DigiKey, etc).