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Explore open-source alternatives to commercial music recommendation systems in this EuroPython 2021 conference talk. Delve into small-tech solutions for music recommendations based on GNOME's Tracker search engine and the community-powered MusicBrainz database. Learn about the potential of simple, open-source tools to compete with big names like Spotify in providing personalized music suggestions. Discover the intricacies of local search algorithms and playlist creation techniques. Compare open-source approaches with commercial streaming services and understand how the open-source world can remain relevant in the evolving landscape of music listening and recommendation systems.