The "quality" of a padlock genuinely does not matter. You should know this if you watch LPL! An experienced picker can get into any lock. And a determined but less dexterous enemy can trivially cut any lock you paid less that $100 for. And even then it won't take someone with the right tool more than a minute or two to cut through any padlock.
It's the same way with bike locks, or really any lock. They are a deterrent against the unwashed masses, but they never actually stop a determined actor.
And that is never actually the point. Most theft is not personally targeted. Sure there are the times that someone cuts a hole through a storage unit into a neighboring unit they know has expensive stuff, but mostly it's opportunistic. If you have a weaker lock, you have greater risk. Especially if your lock is so weak that it is trivial to make it look like it wasn't broken until you try to open it.
This happened to me once. I bought my lock from the storage company, but someone broke and then visibly reassembled the lock. Lost all the early prototypes from my startup, plus thousands in replaceable equipment.
I think this is only true in limited circumstances. Someone went to the storage facility with the intention of stealing, and had the opportunity to window shop for the weakest looking lock.
The more nuanced problem, I think, is the fact that it can create a feedback loop. Something can be popular simply because it's cheap, but "Amazon's Choice" implies quality, which makes people think they're getting a deal because it's also cheap. What sprung to mind for me was LockpickingLawyer's[1] series on Amazon's Choice for things like "padlock", lock, and safe, all of which were of fairly low quality, or at least lower quality than "Amazon's Choice" would suggest.
The problem is that, most of the time, people aren't going to know that what they have is low quality because it will almost never get tested and most people don't know anything about lock security. So they trust Amazon to tell them, when really it's the blind leading the blind
[1]: https://www.youtube.com/channel/UCm9K6rby98W8JigLoZOh6FQ
[2]: https://youtu.be/kJ1_P5oqf6Y