The Kaleidoscope attack is an ad-fraud scheme targeting Android users by tricking them into downloading malicious versions of legitimate apps, primarily via third-party app stores. Approximately 2.5 million devices are infected each month, with notable occurrences in India, Indonesia, the Philippines, and Brazil. Users are advised to uninstall suspicious apps and avoid downloading from unverified sources to protect their devices.