I have a professional quality laserdisc/CD/DVD karaoke deck, and it stopped reading DVD's for some stupid reason so I had to rip it out of the rack.
I have another DVD deck that hates burned discs, or at least burned DVD's.
I have 3 DVD units in the same rack by different brands that unfortunately have some infrared programming overlaps. Even worse, this overlap are not the same function. Better than when I had two same brand yet different model units next to each other and those suckers shared the same remote. Impossible to cue since the front panels had limited functionality. Since I use that rack mainly for karaoke playback, I have to change audio channels, which can only be done via the remote. If I forget to block the IR receivers with my hand(which is unfortunately too often), chaose ensues.
I don't trust computers for playback. Too many things can go wrong, including something being mis-routed and causing some headaches(such as beeps). Crashes, glitches, drive access issues, not having a pro interface.... all sorts of issues. I like how people think they can just hand me the headphone out and then whine when it distorts. Give me a line level output!!
I've even had the rare misfortune of having a USB thumb drive fail. Despite no moving parts, these are normally robust, but people often fill them with crappy MP3's.(all MP3's are crappy, there are no exceptions)
Even CD's aren't that reliable. Even been given a CD where it looked like they rubbed it on the street to clean it off? That's what I typically get presented with by clients on-site. I have a cheap CD-R that I made years ago and in one area, the reflective layer has flaked away. It's not a loss, I made the disc so it's entirely replacable, but you can see how cheap media can fail.
Nothing is infallible. Overall, I trust CD's, but I have to have a decent CD player. I trust my Denon 620 unit for playback. It's rack mounted, it's rock solid and has been through hell and back with me and keeps plugging along like a champion. BUT: this is NOT a DJ deck. It's a fantastic unit, but it's just not well suited for DJ-type wor, especially since there is a tiny bit of a delay(around 2 seconds) between playback press and playback start.
There are many things to take into consideration when not only buying but also using a CD unit. One of the biggest design issues is compatibility with as wide a variety of CD-R media, as regular pressed CD's are almost never an issue, or never have been an issue for me. Some decks have preferences. Some may not like blue, green, gold or silver CD-R media. Much older units may not like any CD-R media, but that is rare today if not impossible to run into.
Ventilation leads to dust. Dust can end up on the lens. Lenses need to be cleaned from time to time. Improper ventilation can lead to overheating, which can lead to other issues mainly concerning electrical and mechanical failures. But, with ventilation, you have to allow the gear to ventilate or it (hope you're sitting down) won't ventilate!
Not to slam ADJ or anyone else, but not all gear works best for all people. Maybe American Audio has another product that works for you. Maybe you need to go elsewhere. The bad thing about what you're talking about is that it takes a bit of time before the problems you see crop up. Hopefully a pro audio store will help you by leaving you alone with gear for an extended bit of time so you can give a more thorough test.
I have brands I know and trust. My Denon unit, fantastic. My CD-burning deck for live use? My Tascam 222 MKII. So many good features in that unit. My MD-350 for MiniDisc. DAT? Tascam DA-30 MK II. Yes, I like Tascam, and unfortunately, all these units are also not well suited for DJ-work. For my applications, they rule, but for your application, all the decks I've mentioned would fall flat on their faces. Great gear? Yup, absolutely fantastic. Good for you? No, sadly not at all good gear for what you're trying to do.
I find myself with the need to build a DJ rig. So I do read these threads and learn. It won't be a fantastic rig, but it will be CD based with "scratch" capabilities, 2 decks with a mixer with FX on board and I will teach myself to use it all, although I never expect to be more than basically proficient in the usage of the equipment. Its mainly to ensure I have the gear in case I send out a DJ who lacks gear(unlikely) but also would fall into production gear for creativity.
I'm trying to be lazy though and make long play audio-only DVD's to get me through events. But since I focus on live bands, I don't really need this very often.