Product analytics is the core need. PMs, growth leads, and leadership need polished funnels, paths, and cohort analysis.

Lower technical lift. The team wants packaged workflows and less ongoing instrumentation ownership.

Analytics as a dedicated layer. Experimentation and release tooling already exist separately and the stack doesn't need consolidation.

Account-level B2B analysis matters. Amplitude's explicit Accounts layer fits teams tracking onboarding, health, and expansion at the account level.

Engineering-led product teams. The team wants analytics, feature flags, session replay, and experiments closer to product delivery.

Reducing tool sprawl. Fewer handoffs between insight and release is a priority. The team will actually use the full breadth.

Heavier experimentation roadmap. Feature flags and release controls need to sit next to product instrumentation — not in a separate system.

Developer comfort with stack ownership. Engineering can keep identity, event naming, and taxonomy clean on an ongoing basis.