Never Miss a New Release: Artist Discovery for Discogs Collectors

One of the quieter parts of collecting vinyl is just keeping up. The artists already on your shelves keep releasing things. New albums, reissues of older records, limited deluxe pressings, regional variants, the occasional split or live album you didn't know existed. Most of the time you find out about these months later, by accident, scrolling through Discogs at midnight or stumbling on a thread on r/vinyl.
There's no good reason for that to be the default experience. The information is all there in the Discogs database, and your collection itself is a pretty good signal of which artists you actually care about. The interesting question is just how to connect those two things in a useful way, without turning it into another inbox to manage.
This post is about how Shelfify approaches that, and which design choices turned out to matter most.
It starts with what you already own
The app looks at every artist in your Discogs collection. No separate list you have to maintain, no follow button you have to remember to click. Just the artists whose records are already on your shelves. Those are the people you're clearly into, so those are the ones it tracks.
From there, Shelfify scans Discogs for releases by those artists that aren't in your collection yet. Anything you don't own shows up as a discovery.
Filters so it's actually useful
Raw Discogs output is a firehose. If your favourite artist has been releasing since 1991, you'll get back hundreds of pressings, bootlegs, compilation appearances and regional variants. That's not useful. So Discovery has filters:
- Year range, for example only releases from the last 5 years.
- Format, vinyl only, or include CD and cassette.
- Exclude compilations, so best-ofs and "appears on" entries drop out.
- Exclude specific artists you've ignored, because sometimes you own one record by someone and don't need to hear about them again.
One tap to add it to your Discogs wantlist
When you spot something you actually want, you don't have to screenshot it or copy the title somewhere. One tap adds it to your Discogs wantlist, the real one, on Discogs itself. Next time you're browsing the marketplace or you're in a record store that takes Discogs pricing seriously, it's already there waiting for you.
The thing a normal "follow" button can't do
There are plenty of ways to follow an artist already. Instagram, newsletters, Bandcamp alerts, Spotify's release radar. They all work, more or less, and they all answer roughly the same question: "did this artist put something out recently?"
The question a collector tends to have is a slightly different one: "is there a release by this artist that I don't already own?" That's a harder question to answer, because it needs the collection itself as input. A follow button on its own can't tell you that you already have the original 2014 pressing, so the new repress isn't news. The collection has to be part of the picture.
That's the part Shelfify is set up to do. Your Discogs collection is the context, and discovery becomes the gap between what's on your shelves and what's in the database. Not a feed of "new stuff," just the records you don't already own.
Collecting tends to be an ongoing project rather than a finished one. The artists in your collection today are likely still releasing things in five years, and you'd probably rather hear about it sooner than later. The aim with Discovery wasn't really to invent a new feature. It was just to use the data that's already there, in your collection and on Discogs, so that remembering 150 release schedules stops being something you have to do by hand.
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