Map Clustering Is Not My Favorite

Why map fans are fed up with mystery bubbles that hide the good stuff

TLDR: The article says map apps still use numbered bubble clusters that hide locations, even though the original reason was old hardware struggling with too many points. In the comments, people split hard between “clustering is lazy and misleading” and “try that on a phone and watch it melt,” turning a map gripe into a proper tech fight.

A longtime map nerd has finally unleashed a 20-year grudge: those numbered circles on online maps that hide places until you keep zooming in. His complaint is simple and instantly relatable even if you’ve never built a map in your life: if a map is supposed to show you where things are, why is it constantly making you play a little treasure hunt first? In his telling, map clustering started as an old-school survival trick back when computers choked on too many dots. But now, he argues, the habit stuck around long after the original excuse faded — and users are still stuck clicking mystery bubbles like they’re opening a chocolate egg, hoping there’s actually something useful inside.

The comments? Absolutely not calm. One of the loudest hot takes came from a user who declared clustering is only requested by people with “no interest in or understanding of the data,” which is the kind of line that starts fights at dinner parties and in developer forums. But the backlash arrived fast: others said that idealism dies the second you try loading hundreds of points on a phone, where maps can still lag, crash, or just fall apart. One app maker even jumped in to say the built-in clustering from Apple is so bad they wrote their own. Meanwhile, another commenter compared some map effects to being nauseating, and suddenly this wasn’t just a design debate — it was a full-on referendum on whether modern maps are helpful guides or chaotic, blobby gremlins. Even the book nerds showed up, waving Edward Tufte like sacred scripture.

Key Points

  • The article says map clustering emerged largely because early web maps, including mid-2000s Google Maps, struggled to render large numbers of marker DOM elements.
  • keyPoints: Historical alternatives mentioned in the article include paginated map results, heatmaps, and image-based rendering such as WMS.
  • Atlas Obscura is used as the article’s main example of a modern clustered map, with more than 30,000 places shown on one map.
  • The article states that clusters hide underlying items and require users to zoom in before they can inspect what is inside a group.
  • The article says some clustered points may remain unresolved when locations are extremely close together or identical, and that cluster expansion can appear spatially misleading.

Hottest takes

"only asked for by someone that has no interest in or understanding of the data" — phillipseamore
"the built-in AM clustering truly sucks, so I wrote my own" — ChrisMarshallNY
"Decimate it or face consequences" — well_ackshually
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