Trading

Spotify scrubs 500,000 streams after Kalshi chart bets flagged

Published Jul 2, 2026Updated 43d ago

Spotify removed more than 500,000 fake streams of Malcolm Todd's song 'Earrings' after suspicious betting activity on Kalshi raised concerns about chart manipulation. The track had reached No. 1 on Spotify's daily chart before the deletion. A Kalshi trader flagged suspicious streaming numbers for Todd, prompting Spotify to confirm fraud and add extra chart checks. The incident exposed how streaming manipulation can distort event-contract outcomes tied to platform-generated data.

Why this matters?

Spotify can retroactively delete streams and rewrite the chart positions that determine payouts. That makes every entertainment event contract on Kalshi vulnerable to settlement failure after the fact. Traders who won on Todd's chart position before Spotify's correction kept their gains, while the platform absorbed the loss.

Now Kalshi must rebuild trust in data sources it does not control. Competitors eyeing music or social-media verticals face the same risk: a data provider's post-hoc revision can nullify a contract's outcome. Platforms must negotiate explicit revision protocols and audit rights before launching culture markets, or watch trader confidence erode with every chart restatement.

The bigger picture

Spotify's logo takedown demand against Kalshi and Polymarket two days ago now escalates into confirmed chart fraud, as the platform cracks down on streaming manipulation tied to event contracts that it can retroactively delete.

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