reference guides
guides
reference guides and technical production notes for independent artists
reference guide12 min read
spotify release strategies
A guide to the waterfall release strategy, singles sequencing, ISRC accumulation and building compounding streaming momentum on Spotify.
- waterfall release timeline and its 4–6 week cadence
- preserving stream counts and metadata across packages
- maximizing editorial playlist pitches in Spotify for Artists
technical deep dive8 min read
how spotify recommends music
A guide to listener taste clusters, collaborative filtering, skip rate penalties and algorithmic health.
- Voyager nearest-neighbour search and audio feature vectors
- active audience intent vs. programmed background streams
- metadata and the 30-second skip penalty
practical guide8 min read
spotify release mistakes
Common traps, algorithmic pitfalls and practical do's and don'ts.
- volume myths vs. release curation and the "algo panic" trap
- genre dilution, pop mis-tagging and remix placement rules
- how to fix a damaged release and when to reset an ISRC
in preparation
vocal tracking at home
Practical acoustic treatment, microphone selection and setup essentials for tracking album-ready vocals outside a commercial studio.
- taming small room reflections
- headphone monitoring setup
- remote session workflows and comp preparation