Personalized contextual text and recommendations in home Hero and Featured Playlist #9

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opened 2026-09-23 21:28:09 +00:00 by NotS1mp · 0 comments
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Summary

The home Hero and the Featured Playlist sections show static content. They should adapt to the user's listening habits.

Expected behavior

  • Analyze the user's listening history (what, when and how often they listen).
  • Detect patterns, e.g. the user frequently listens to playlist X at night around a certain time.
  • During that time window, recommend that playlist in the Hero / Featured Playlist with a tailored message (e.g. "Your late-night favorites are ready").
  • Fall back to the current generic content when there is not enough data.

Considerations

  • Store listening events with timestamps to compute these patterns.
  • Keep the recommendation logic on the backend and cache results to avoid heavy computation on every page load.
  • Respect the user's timezone.
## Summary The home Hero and the Featured Playlist sections show static content. They should adapt to the user's listening habits. ## Expected behavior - Analyze the user's listening history (what, when and how often they listen). - Detect patterns, e.g. the user frequently listens to playlist X at night around a certain time. - During that time window, recommend that playlist in the Hero / Featured Playlist with a tailored message (e.g. *"Your late-night favorites are ready"*). - Fall back to the current generic content when there is not enough data. ## Considerations - Store listening events with timestamps to compute these patterns. - Keep the recommendation logic on the backend and cache results to avoid heavy computation on every page load. - Respect the user's timezone.
NotS1mp added the
Priority
Low
4
Kind/Feature
labels 2026-09-23 21:28:09 +00:00
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