From this operations engineer's perspective, there are only 3 main things that bring a site down: new code, disk space, and 'outages'. If you don't push new code, your apps will be pretty stable. If you don't run out of disk space, your apps will keep running. And if your network/power/etc doesn't mysteriously disappear, your apps will keep running. And running, and running, and running. The biggest thing that brings…
For a social media / user-generated content application, the macro storage concerns are a lot more important than the micro ones. By this I mean, care more about overall fleet-wide capacity for product DBs and media storage, instead of caring about a single server filling up its disk with logs.
With UGC applications, product data just grows and grows, forever, never shrinking. Even if the app becomes less popular over time, the data set will still keep growing -- just more slowly than before.
Even if your database infrastructure has fully automated sharding, with bare metal hosting you still need to keep doing capacity planning and acquiring new database hardware. If no one is doing this, it's game over, there's simply nowhere to store new tweets (or new photos, or whichever infra tier runs out of hardware first...)
Staffing problems in other eng areas can exacerbate this. For example, if automated bot detection becomes inadequate, bot posting volume goes way up and takes up an increasing amount of storage space.