Here are some options, depending on the context:
Formal:
* Collection of albums
* Set of albums
* Discography (for a particular artist)
Informal:
* Stack of albums
* Pile of albums
* Rack of albums
You can also use a more descriptive phrase like "a treasure trove of albums" or "a library of albums."
Ultimately, the best collective noun depends on the specific situation and what you're trying to convey.