Spotify Wrapped 2024 was finally released this week, sparking excitement among users eager to see their musical year in review. However, dissatisfaction quickly followed as some users felt their results didn’t align with their listening habits. Upon further investigation, these users stumbled upon something unusual.
Spotify Wrapped: Was It Fake?
It all began on X (formerly Twitter) when a Spanish-speaking user, José Javier Gálvez, shared a detailed thread explaining why he believed Spotify Wrapped 2024 might not be entirely accurate.
While Spotify Wrapped is always a source of entertainment and, of course, memes, José’s deep dive took a more serious turn. After an impressive analysis—one that could rival an FBI investigation—he uncovered something unexpected.

Was Spotify Wrapped 2024 Tampered With?
José explained that his Spotify Wrapped results showed Taylor Swift as his most-listened-to artist of the year. However, he felt something was off, as he was certain he had spent more time listening to other artists. Determined to uncover the truth, he got to work.
Using tools like Spotistats and Last.fm, José retrieved comprehensive data on his music activity throughout the year. He then uploaded the datasets to R Studio, where he performed a custom analysis of his listening habits.
The results were surprising: Kendrick Lamar, not Taylor Swift, turned out to be his true top artist. While his most-played songs matched those in the official Spotify Wrapped, the discrepancy in his top artist raised serious questions. This revelation sparked widespread debate online, with many others beginning to question whether their own Wrapped results had been manipulated.

Was It Rigged?
José’s theory isn’t an isolated one. For years, there have been debates about the algorithms Spotify uses to generate Wrapped summaries. Some users even speculate that certain artists might be paying to secure top spots—a claim that remains unverified.
The controversy highlights a broader issue: Spotify has not provided detailed explanations about how its Wrapped models work or the data behind them.
So, what do you think? Did your Wrapped accurately reflect your listening habits this year, or did it leave you scratching your head?
This article was originally written in Spanish by Mariana Martell in Cultura Colectiva

