Spotify removes 500K streams for manipulation linked to prediction markets
The platform detected artificial plays on Malcolm Todd's song 'Earrings', allegedly orchestrated by bettors on Kalshi and Polymarket.
July 5, 2026 · 4 min read
TL;DR: Spotify removed 500,000 streams from 'Earrings' by Malcolm Todd after detecting artificial manipulation. The fraudulent streams were orchestrated by users of prediction markets who bet the song would reach number one. The artist is not implicated.
What happened?
Spotify removed 500,000 streams from Malcolm Todd's song 'Earrings' after an internal investigation confirmed manipulation through artificial plays. The song had climbed to the top of the charts within 24 hours, driven by a 70% increase in streams, according to Mashable. After the purge, 'Earrings' fell to fourth place. The manipulation was initially detected by prediction market traders who analyze Spotify data and noticed suspicious activity, according to Wired. These traders shared their findings on social media, leading to a formal investigation by Spotify.
Why is this important?
This case marks the first time that Spotify stream manipulation has been directly linked to bets on prediction markets. Platforms like Kalshi and Polymarket allow users to wager on which artist will have the most streamed song in a given period. According to the Financial Times, Kalshi had assigned Todd a 2.5% probability of reaching number one by the end of June. The artificial manipulation skyrocketed that probability, generating profits for bettors. The total amount wagered on these markets for Todd's songs exceeded $2 million, according to Polymarket data cited by Bloomberg. This incident exposes a vulnerability in streaming platforms' fraud detection systems and raises questions about the integrity of popularity charts, which are fundamental to the music industry. Additionally, Spotify has asked Kalshi and Polymarket to remove Spotify logos from their sites to avoid the appearance of association, according to Bloomberg. The company is also evaluating legal action against those responsible for the manipulation, though no lawsuits have been filed yet.
This incident is not isolated. In 2024, Spotify removed hundreds of thousands of streams from several artists for manipulation, but it had never been linked to betting markets. The key difference here is the intersection between streaming and decentralized finance. Prediction markets, which operate with cryptocurrencies and smart contracts, offer direct economic incentives to manipulate streaming data. This represents a new regulatory challenge, as streaming platforms traditionally focused on bots and click farms, not organized bettors.
Consequences and reactions
Spotify stated:
'All streaming services face constantly evolving stream manipulation. Spotify has industry-leading detection and mitigation practices, and we do not pay royalties for manipulated streams.'The company has not revealed whether it will take legal action, but has intensified surveillance. Meanwhile, Kalshi and Polymarket are reviewing the allegations, according to The Hollywood Reporter. Polymarket has temporarily suspended markets related to Todd's songs while investigating. Artist Malcolm Todd is not implicated in the manipulation, according to sources close to the case cited by the Financial Times. However, his career has been affected: he lost the number one spot and faces public scrutiny. Independent record labels, which often rely on popularity charts to promote artists, have expressed concern. The Recording Industry Association of America (RIAA) has requested a meeting with Spotify to discuss preventive measures.
What should readers know?
- The manipulation was initially detected by other prediction market traders who analyze Spotify data and noticed suspicious activity, according to Wired. A trader identified as GaetenD tweeted charts showing an anomalous increase in streams of 'Earrings' during the early morning, which triggered the investigation.
- This case sets a precedent for the regulation of prediction markets and their interaction with digital platforms. The U.S. Commodity Futures Trading Commission (CFTC) has already shown interest in regulating these markets, and this incident could accelerate the enactment of rules.
- Investors in these markets should be aware that bets based on artificial manipulation may be voided and carry legal consequences. Polymarket has stated it will review suspicious transactions and may reverse payments.
- For Spotify users, this case underscores the importance of authenticity in playlists. The company has announced it will improve its fraud detection algorithms, but has not provided specific details.
In conclusion, stream manipulation linked to prediction markets represents a new frontier in the fight against digital fraud. While Spotify and other platforms strengthen their defenses, regulators are watching closely. The integrity of streaming data affects not only artists and labels, but also investors and bettors. This case may be the first of many, and the music industry must adapt quickly to maintain trust in its metrics.