The thing nobody tells you about a tall cabinet is how much its sound changes over the first year. New, the door clicks shut with that slightly hollow, slightly plasticky snap. Give it eight months of actual use, swelling a little in summer, settling back in winter, and that click turns into a soft, solid thud, the kind you feel in the floor more than hear. That's the wood moving the way wood is supposed to move. If it never changes at all, you probably own a very tall, very expensive box of particleboard.
Solid wood cabinets age the best by a wide margin, but they ask for something back. Wipe up spills fast, keep it out of direct sun unless you want one side a shade lighter than the other in two years, and give it an oil or wax pass once or twice a year if it's not lacquered. The payoff is that scratches and dings become character instead of damage, and you can sand and refinish the thing in a weekend decades from now. Veneer over a real wood frame is fine, genuinely, I'm not a snob about it as long as the edges are solid and the carcass doesn't flex when you lean on it. What I won't live with is a cabinet that's basically printed paper over cardboard core, because those corners chip the first time a vacuum cleaner gets ambitious, and once the print layer goes, there's no fixing it, only replacing it.
On color, I'd steer toward something closer to the wood's natural tone, or a flat matte paint in a quiet shade, charcoal, soft white, a muted green if you're feeling brave. Both age gracefully and hide the small scuffs that come with a piece this tall getting bumped by doorframes and moving boxes. High gloss finishes look sharp in a showroom and then show every fingerprint and dust mote forever, which is a strange tradeoff to sign up for voluntarily. A tall cabinet in a loud wood grain next to a lot of other loud wood grain is where rooms start looking like a furniture showroom rather than someone's home, so give it room to be the one strong piece of grain in the space, not one of four competing for attention.
Where it struggles is in a room with a low ceiling or a narrow hallway, where instead of reading as storage it reads as a wall closing in, so measure the width of your doorway before you fall in love with anything over seven feet. If you're starting from nothing, go simple: a single tall cabinet with a couple of adjustable shelves and real hinges you can tighten, nothing with built in drama, because the drama wears off fast and the storage doesn't.