The scenarioBy 2014, Spotify's "squad model" — small, autonomous cross-functional teams each owning a feature area — had become the most discussed organisational design in tech. The model was working brilliantly for speed of iteration. Individual squads shipped fast, experimented freely, and felt genuine ownership. But a systemic problem was emerging that no single squad could see: as the number of squads grew past 50, the overall product experience was becoming inconsistent. Design patterns diverged. Shared infrastructure accumulated technical debt because no squad "owned" it. Onboarding new engineers was taking longer because every squad had different tooling. The paradox was visible in the metrics: individual squad velocity was high, but platform-level reliability and coherence were declining.
How the tool appliedSpotify's engineering leadership used systems mapping exercises — including Connection Circle-style workshops — to make the feedback dynamics visible across the organisation. The elements they mapped included: squad autonomy, squad count, shared infrastructure quality, cross-squad coordination cost, engineer onboarding time, individual squad velocity, platform reliability, and user-facing consistency. The connections revealed two competing loops. A reinforcing "autonomy flywheel": squad autonomy → squad velocity → feature output → user growth → more squads → more autonomy. And a balancing loop that was slowly winning: squad count → coordination cost → shared infrastructure neglect → platform reliability decline → user experience degradation → growth slowdown.
What it surfacedThe critical insight was that "shared infrastructure quality" was a leverage point sitting in both loops but owned by neither. No squad had incentives to invest in it because their metrics were squad-level. The systems map made visible what Henrik Kniberg and Anders Ivarsson had described in their widely circulated 2012 whitepaper on the Spotify model: the need for "chapters" and "guilds" — cross-cutting structures that created ownership for shared concerns without undermining squad autonomy. The Connection Circle-style analysis showed why those structures were necessary in systemic terms, not just organisational ones.