stats.fm (formerly Spotistats) positions itself as the definitive analytics companion for Spotify users seeking deeper insights into their music consumption patterns. The application processes extensive listening data from Spotify's API, compiling statistics across 115 million tracks, 18 million albums, and 8 million artists to deliver personalized analytics. With over 15 million global users, the platform has established itself as a market leader in music data visualization. The core functionality revolves around importing complete Spotify listening history, enabling users to track their most-played songs, artists, and albums across customizable timeframes. The application provides lifetime streaming statistics, real-time listening tracking, and detailed historical data that surpasses Spotify's native Wrapped feature in both depth and frequency. Advanced features include listening trend analysis, custom date range comparisons, and social sharing capabilities for music statistics. User experience is characterized by a clean, intuitive interface with a dashboard that organizes complex data into visually accessible formats. The design employs clear data visualization principles with charts, graphs, and color-coded metrics that make navigation straightforward even for non-technical users. Real-world usage patterns show particularly strong engagement among users who check their statistics daily or weekly rather than waiting for annual summaries. User feedback consistently highlights satisfaction with data accuracy and interface design, though some note the premium paywall. Reviewer Spitzyx (September 2, 2025) praised the 'clean dashboard' and 'consistent stats,' while danialloser (September 2, 2025) acknowledged the app's quality while noting the 'small paywall separating you from its full potential.' Multiple reviewers including Io9506 (September 5, 2025) found the premium upgrade 'definitely worth it' for enhanced functionality. The application's primary strength lies in its comprehensive data analysis capabilities that exceed Spotify's native offerings, though the requirement for a paid subscription to access historical data and advanced features may limit accessibility for casual users. Ideal use cases include music enthusiasts seeking detailed analytics, artists tracking their own performance metrics, and users who want ongoing access to their listening history beyond Spotify's annual Wrapped feature.