Spotify is rolling out new features to let users choose how random their shuffle experience is—either fully random or with fewer repeats. In a recent Android beta, strings in the app suggest a “Fewer repeats” shuffle mode that deprioritizes recently played tracks, giving fans more control over how often a song resurfaces. Meanwhile, reports from users suggest Spotify’s older shuffle behavior (which often favored repeating popular or recent tracks) has improved over time, though complaints still persist.
Sources: Android Authority, Android Police
Key Takeaways
– Spotify is introducing a “Fewer repeats” shuffle option that gives listeners the choice between fully random play or a mode that reduces immediate repetition.
– Users have long complained that Spotify’s shuffle tends to recycle a small subset of tracks (often the most played or recent ones), rather than truly mixing across the entire library.
– While some users report better results turning off “Smart Shuffle” or recommendation-based mixing, technical issues like cache corruption, queue glitches, and app bugs still affect shuffle behavior for many.
In-Depth
If you’re like me, you’ve probably hit “Shuffle” on Spotify hoping for a fresh mix, only to find the same handful of songs cycling through again and again. That’s been a major gripe among longtime users: Spotify’s shuffle doesn’t always feel random. Instead, it often leans heavily on tracks you’ve played a lot or recently, which gives the illusion (or reality) of repetition rather than variety. Android Police reports that many users observed exactly that: in huge playlists, only a small set of tracks ever made it into rotation, regardless of how many songs were in the queue. Spotify’s algorithm seemed to undervalue deep cuts or older favorites. (Android Police)
Adding to that frustration, technical issues in Spotify clients further complicate things. In the official Spotify community forums, many users say they’ve encountered persistent shuffle problems like the same songs replaying, queue loops, or inconsistent behavior when toggling Smart Shuffle. Some users note that clearing the cache or doing a fresh install helps temporarily, suggesting corrupted stored data plays a part too. (Spotify Community threads)
In response, Spotify is apparently working on giving users control over shuffle behavior, instead of enforcing one black-box algorithm. In a recent Android beta build (version 9.0.84.1313), engineers included strings referencing a “settings item shuffle algorithm” menu. One mode is titled “Fewer repeats,” described as “randomizes while remembering recent plays, making songs you just heard less likely to repeat soon.” The alternative mode, “Standard,” treats every track equally, meaning full randomness with no memory. (Android Authority)
This approach acknowledges the tension: pure randomness sometimes feels unbalanced (you might hear the same song twice in a short span), but weighted randomness that factors in listening history can feel stale or repetitive. Letting users pick which balance suits them may be Spotify’s way to satisfy both camps.
There are signs that changes have already improved things for some. In a recent Android Authority article, users report that Spotify seems to be surfacing older, long-neglected songs again when shuffling their “Liked Songs” lists, especially after disabling Smart Shuffle. (Android Authority) Still, others remain skeptical that the change is universal or fully rolled out.
Going forward, execution will matter. Spotify will need to ensure the different shuffle modes are clearly labeled and accessible across platforms (mobile, desktop, web). It will need to guard against bugs (queue duplication, hidden caches, inconsistent UI states) that have plagued shuffle for years. Most of all, it will need to preserve user trust: “shuffle” should feel like a fair mix, not a narrow pigeonhole of your most-played tracks. If Spotify gets this right, it’ll be a quiet but meaningful upgrade for how people listen to music day to day.

