Jellyfish - 2026 Pricing, Features, Reviews & Alternatives

Leveraging data from existing tools and processes, Jellyfish automatically aggregates engineering signals along with contextual business information in order to surface the metrics necessary to maintain a data-driven approach to engineering leadership. Jellyfish is a single system of record that provides a 360 degree view of the engineering organization, measuring allocation and investment, individual and team performance, product quality, and delivery speed and productivity. It provides visibility at every level—from the productivity of a specific team to the progress or impediments of roadmap items.

Jellyfish ingests all the engineering signals that engineers create in various tools—from commits and pull requests in Git to assigned tasks or issues resolved in JIRA. From there, Jellyfish pulls in contextual business data from tools like calendars, product planning tools, and HR software. By layering these different types of signals, Jellyfish assembles a comprehensive picture of what engineering teams are working on and when, all without changing their workflows in any way. It maps the investment of work and resources to different categories (projects, themes, releases, business objectives, market segments, etc.) to understand, for example, how much work is being dedicated to product roadmap and new feature development vs. scaling the infrastructure or fixing bugs reported by customers.