There's a simple rule I follow to solve that problem: If it goes in the sidebar (or a toolbar) it should be an SVG. It's the only way to ensure it will fit and scale no matter the screen size or device. With media queries you can even ensure that they get spaced properly (need more space between icons on smaller screens).

Pictures are they only problem that needs to be solved at this point.