--- title: Jellyfish Reviews meta_title: 'Jellyfish Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 435 reviews by the users' company size, role or industry to find out how Jellyfish works for a business like yours. aggregate_rating: rating_value: 4.5 review_count: 435 scale: '5' date_modified: '2026-07-31' parent_category: name: Development url: https://www.g2.com/categories/development --- # Jellyfish Reviews **Vendor:** Jellyfish **Category:** [Software Development Analytics Tools](https://www.g2.com/categories/software-development-analytics-tools) **Average Rating:** 4.5/5.0 **Total Reviews:** 435 ## About Jellyfish Jellyfish is the leading intelligence platform for AI-Integrated engineering, helping more than 1,000 companies including DraftKings, Keller Williams and Blue Yonder, leverage AI to transform how they build software. By combining the industry’s deepest engineering dataset with context-rich intelligence, Jellyfish helps R&D organizations understand what’s driving impact, adopt proven industry best practices, and make smarter decisions across AI adoption, planning, delivery, and engineering performance. Learn more at jellyfish.co. ## Jellyfish Pros & Cons **What users like:** - Users appreciate Jellyfish's **detailed metrics** , which provide valuable insights for optimizing team performance and efficiency. (66 reviews) - Users value **team collaboration features** in Jellyfish for enhancing visibility and insights into engineering team dynamics. (62 reviews) - Users appreciate the **comprehensive metrics analysis** in Jellyfish, facilitating better team and individual performance tracking. (54 reviews) - Users value the **insights provided by Jellyfish** , enhancing visibility and team performance with user-friendly metrics and integration. (50 reviews) - Users value the **seamless tracking integration** of Jellyfish, enhancing visibility and optimizing team performance across projects. (41 reviews) - Users find Jellyfish to be extremely easy to use, appreciating its **intuitive interface** and effortless tracking features. (39 reviews) - Features (38 reviews) - Visibility (37 reviews) - Overview (36 reviews) - Productivity Improvement (34 reviews) **What users dislike:** - Users report **metrics issues** in Jellyfish, citing data bugs and a need for more flexible dashboard customization. (35 reviews) - Users face challenges with **data management** due to complex setup and integration issues, impacting overall efficiency. (20 reviews) - Users find the **lack of customization** in Jellyfish limiting, as it requires adapting processes instead of tailoring the tool. (19 reviews) - Users find a **limited number of buckets for allocations** , hindering better process management and tracking capabilities. (19 reviews) - Users find the **complex configuration** daunting, requiring significant time and effort for proper setup and integration. (18 reviews) - Learning Difficulty (17 reviews) - Users find the **difficult learning** curve challenging, often requiring time and training to fully utilize Jellyfish's features. (15 reviews) - Limited Customization (13 reviews) - Reporting Issues (12 reviews) - Complex User Interface (11 reviews) ## Jellyfish Reviews ### 1. Good metrics to improve the analyse the engineers **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** December 21, 2022 **What do you like best about Jellyfish?** It gives metrics like 1. Number of coding days in a week. 2. Total time spent on code review These metrics helps the managers to analyze the performance of a candidate. **What do you dislike about Jellyfish?** I would like to see the following improvements 1. The UI can be improved 2. It can tell the manager if an engineer is overburden or not. 3. It should also do an analysis of figma too. **What problems is Jellyfish solving and how is that benefiting you?** It gives metrics like 1. Number of coding days in a week. 2. Total time spent on code review These metrics helps the managers to analyze the performance of a candidate. ### 2. Exciting opportunities **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Leisure, Travel & Tourism | Mid-Market (51-1000 emp.) **Reviewed Date:** October 27, 2022 **What do you like best about Jellyfish?** Dashboards give a quick view into how our teams and individuals are performing. It also provides insight into where we can and need to make improvements. We've started using individualized data in 1-1s and performance reviews, we've begun using it in sprint retros and we've begun using it at the organizational level to help with capacity planning and project prioritization. The potential is phenomenal. Figuring out where to start using it is the biggest challenge :) **What do you dislike about Jellyfish?** We really need to do a better job of standardizing how we are using JIRA and GIT. It would be great if there were some best practices and playbooks on the first/prioritized steps to take to transform a heavily confederated operation with disparate, team-level practices into a federated operation, with common standards for JIRA and GIT usage. Not sure this is a problem to be laid at the feet of Jellyfish, but it would be useful to us as a customer. **What problems is Jellyfish solving and how is that benefiting you?** measuring progress and efficiency in a tech org is difficult. JF is giving us a clean look at data across all teams, which allows us to use it in evaluation, analysis and improvement measurement ### 3. Data that you cant get from anywhere else **Rating:** 5.0/5.0 stars **Reviewed by:** Yaniv H. | DevOps Group Leader, Mid-Market (51-1000 emp.) **Reviewed Date:** August 10, 2022 **What do you like best about Jellyfish?** The easiness of use. JF integrates with the enitre workflow with great inputs and visualization. You get data and information about your teams that you just cant get from a different tool. The customer support and our point of contact (Lane Cronin) is just amazing with an answer to every question that we have either in a zoom conversation or slack message. **What do you dislike about Jellyfish?** Requires adjustments that only JF can do, not real time integration with Jira. **What problems is Jellyfish solving and how is that benefiting you?** It lets me understand where the teams invest their time, provides KPIs and measurements and is just a great tool to overview the engineering process and allows better planning. ### 4. Jellyfish **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Accounting | Enterprise (> 1000 emp.) **Reviewed Date:** June 15, 2023 **What do you like best about Jellyfish?** great metrics for team and engineering management. **What do you dislike about Jellyfish?** there is not much to dislike about Jellyfish. It **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish is great for reporting metrics. ### 5. Engineering Metrics in steroids **Rating:** 5.0/5.0 stars **Reviewed by:** Samiul H. | Manager, Technical Program Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** October 12, 2022 **What do you like best about Jellyfish?** My team has used this tool for a good part of a year; it has been very helpful in providing very important metrics and helping us do better AOP planning. I have not seen a similar tool so far. **What do you dislike about Jellyfish?** I would love to see more customization for users. For now, it is an almost out-of-box solution; more minor requests are through support desk requests. Not to say, the box solution does not work. **What problems is Jellyfish solving and how is that benefiting you?** JF and the support team have been very helpful in resolving and taking on all support requests. I think the tool is very flexible and ideal for medium to large enterprises. ### 6. Great tool to align engineering operations with strategic business strategy **Rating:** 4.5/5.0 stars **Reviewed by:** Roosevelt L. | Senior Technical Program Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** August 16, 2022 **What do you like best about Jellyfish?** The platform provides visibility and measures of business alignment, engineering execution, and performance management, with insights from multiple perspectives. Jellyfish integration with Jira, Github, Gitlab, and other utilities allows us to gather operational data and expose it in a meaningful way at a level above Jira. Thus, drilling-down capabilities via a number of dimensions to expose granular detail. **What do you dislike about Jellyfish?** There is little I dislike about JellyFish; however, a lot of the rules have to be done by JellyFish. In other words, there is little self-service in terms of configuration **What problems is Jellyfish solving and how is that benefiting you?** • Detailed progress on initiatives, status of epics and stories, work attribution of engineering capacity • Insights and views are available for specific team allocation, sprint performance, and progress and composition of in progress or completed releases • Much more… ### 7. Great tool for Engineering Management **Rating:** 5.0/5.0 stars **Reviewed by:** Bob A. | VP, Program Management & Software Operations, Enterprise (> 1000 emp.) **Reviewed Date:** August 12, 2022 **What do you like best about Jellyfish?** We are still implementing Jellyfish, but so far it has given us really good visibility into engineering team cost allocations as well as performance. We are very excited to expand the usage of Jellyfish to get the most out of it. The team at Jellyfish has also been great to work with. They are knowledgeable and very responsive to requests and questions. It has been a pleasure to work with them. **What do you dislike about Jellyfish?** To get the most out of Jellyfish implementation, we needed to do a good amount of Jira project clean-up. While this took some effort, our Jira instance has improved hygiene because of it. **What problems is Jellyfish solving and how is that benefiting you?** As we implement Jellyfish, it gives Engineering management improved visibility into metrics and also reduces manual work that traditionally was done in Excel sheets. ### 8. Wonderful tool for implementing agile with technology teams **Rating:** 5.0/5.0 stars **Reviewed by:** Maryann E. | Project Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** December 19, 2022 **What do you like best about Jellyfish?** Jellyfish is a great tool that has helped me immensely in getting our development teams to adopt agile, follow sprints, and improve predictability. **What do you dislike about Jellyfish?** There is nothing I dislike about the tool so far! **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish is helping us keep the integrity of the sprint; we've gone from 50-60% predictability to 80-90% predictability after only a few sprints. ### 9. Amazing tool to help demystify your engineering operations **Rating:** 5.0/5.0 stars **Reviewed by:** Jeff S. | Director of Engineering, Mid-Market (51-1000 emp.) **Reviewed Date:** August 08, 2022 **What do you like best about Jellyfish?** How well it integrates into our entire workflow. It's amazing how much information we can glean from Jellyfish, everything from high-level metrics, to cost cap. **What do you dislike about Jellyfish?** Some of the DevOps metrics are still a bit unrefined. UX and nav can be tricky and wish we could get some of the views from the top level down to the team view. **What problems is Jellyfish solving and how is that benefiting you?** It reports on everything from where our engineering resources are being spent, cost capitalization, engineering efficiency and effectiveness and overall operational health. ### 10. Very useful for tracking and communicating engineering metrics at all levels **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Health, Wellness and Fitness | Enterprise (> 1000 emp.) **Reviewed Date:** August 17, 2022 **What do you like best about Jellyfish?** Many things: - The ability to communicate investment metrics to csuite - The ability to track effort across objectives - The ability to review team metrics and spot trends over time (good or bad) - The ability to flag contributor outliers and generate useful conversations on collaboration - The out-of-the-box "accelerate" metrics - The customer success team is outstanding (helpful and super responsive) **What do you dislike about Jellyfish?** Switching from OKR to EOS was more difficult than I thought it would be. Jellyfish has been great about supporting the transition, but it's still not a straightforward process. **What problems is Jellyfish solving and how is that benefiting you?** All the things I mentioned in "what do you like best". ### 11. Jellyfish is great at showing you how efficiently your organization is using Jira **Rating:** 4.0/5.0 stars **Reviewed by:** Tate S. | Product Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** November 22, 2022 **What do you like best about Jellyfish?** The best part of Jellyfish is how it highlights how you could improve Jira practices **What do you dislike about Jellyfish?** It takes a while to understand how to make Jellyfish useful to your team **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish solves the problem of inefficient Jira project implementations ### 12. Loooove this application so much! **Rating:** 5.0/5.0 stars **Reviewed by:** Jess D. | Project Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** April 04, 2022 **What do you like best about Jellyfish?** I have had the absolute pleasure of working closely with Jellyfish as we continue to shape our personalized dashboard. Not only have I learned new skills while aiding in the Jellyfish onboarding process, but now I am the champion of Jellyfish for our company and I get to nerd out on all the intricate metrics Jellyfish reports on for us. It's a really great tool for high-level view of our dev team work but simultaneously helps us be mindful of our data hygiene and it has helped aid in better work habits. **What do you dislike about Jellyfish?** It's truly difficult to say that I dislike anything about Jellyfish at this point. It's still a very new product and there are lots of iterations happening, which is exciting. But if there is one thing I currently dislike, is the lack of an "admin" role for our company, within Jellyfish. So we cannot meddle around with thing, or invite folks or... a number of things YET. But I am very optimistic! **Recommendations to others considering Jellyfish:** If your company heavily uses Jira and Github for your dev work, Jellyfish has been an amazing addition to our tool belt for the detailed view of what work is actually being done on our team. 10/10 recommend. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish is giving us detailed and current metrics for our development org, by the team, by the individual, and even on a more granular level if we're looking at work by issues from Jira or GitHub. It's helping us show the real reasons why we need to hire more people for our team. Jellyfish gives us exactly where our engineers are spending their time working and it becomes logical after that, as to whether or not we need to hire more or not. That's just one of the main benefits, but there are more! ### 13. Great tool for high-level insight into team performance **Rating:** 4.0/5.0 stars **Reviewed by:** Jeff L. | Director of Engineering, Mid-Market (51-1000 emp.) **Reviewed Date:** May 18, 2022 **What do you like best about Jellyfish?** Offers visibility into general team performance and behavior through aggregate views with a fair amount of dimensionality, that can be reasonably well-catered to your own organization's processes and conventions for accounting/reporting. It also provides some drill-down capabilities that are easier to navigate than leveraging JIRA and github independently, which can be helpful in understanding how a given team's work might have progressed within a given timeframe. **What do you dislike about Jellyfish?** There's very little self-service in terms of configuration, but likely that it's only a matter of time before those capabilities are expanded. **What problems is Jellyfish solving and how is that benefiting you?** See above. ### 14. White glove treatment for a robust product! **Rating:** 5.0/5.0 stars **Reviewed by:** Barrett M. | Senior Project Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** August 09, 2022 **What do you like best about Jellyfish?** The software provides robust data and I have received "white glove" attention during not only the introduction and overview but also ongoing weekly support sessions from Jevin. **What do you dislike about Jellyfish?** I haven't identified anything that I dislike. **What problems is Jellyfish solving and how is that benefiting you?** Currently, we haven't identified any problems that need to be resolved. ### 15. Operational efficiency **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** December 27, 2022 **What do you like best about Jellyfish?** Jellyfish helps to understand engineering work. **What do you dislike about Jellyfish?** You cannot do a bulk upload to update missing information. **What problems is Jellyfish solving and how is that benefiting you?** Understand engineering work, Manage Tech Budget, Identify pain points and where to focus. Helps increase efficiency and productivity of the engineering Team. ### 16. Powerful data graphics for Jira. **Rating:** 4.5/5.0 stars **Reviewed by:** Paula S. | Agile Coach, Mid-Market (51-1000 emp.) **Reviewed Date:** October 12, 2022 **What do you like best about Jellyfish?** Graphic display of data is very helpful. **What do you dislike about Jellyfish?** I can't see the underlying data set used or the filter criteria along with the data graphics. **What problems is Jellyfish solving and how is that benefiting you?** The activity of work on our priorities. ### 17. UI I love **Rating:** 4.5/5.0 stars **Reviewed by:** Tanuj N. | Software Development Engineer II, Small-Business (50 or fewer emp.) **Reviewed Date:** October 01, 2022 **What do you like best about Jellyfish?** It seamlessly syncs with Jira and helps to get deeper insights on sprint progress. **What do you dislike about Jellyfish?** I like everything about jellyfish, it is best tool **What problems is Jellyfish solving and how is that benefiting you?** It is helping to get the most output from our engineering team ### 18. Jellyfish helps you keep on top of your team metrics with ease **Rating:** 4.0/5.0 stars **Reviewed by:** Alexis R. | Engineering Manager, Small-Business (50 or fewer emp.) **Reviewed Date:** May 18, 2022 **What do you like best about Jellyfish?** I love how easy it is to see cycle time, allocation, and many other engineering metrics at a glance. Jellyfish integrates with Jira to collect and display all of the metrics and graphs you care about in one dashboard, and it's very easy to trace individual cards and increments of interest and drill down for more clarity. **What do you dislike about Jellyfish?** Changes made in Jira aren't reflected in Jellyfish quickly. I would love to see changes refelected in Jira with less delay. **What problems is Jellyfish solving and how is that benefiting you?** I've been able to track cycle time more closely and get ahead of problems that may have taken longer to identify without Jellyfish. ### 19. Way more than just an app or product. **Rating:** 5.0/5.0 stars **Reviewed by:** Carson P. | Agile Coach, Small-Business (50 or fewer emp.) **Reviewed Date:** May 17, 2022 **What do you like best about Jellyfish?** I love that you're basically buying a team to help you understand your metrics and how to approach changes. **What do you dislike about Jellyfish?** I can't wait to see more user examples of dashboards and metrics options. **What problems is Jellyfish solving and how is that benefiting you?** Knowing where our engineering dollars are going. Seeing real costs of product development. Better future predictions. ### 20. JellyFish helps me drive performance of multiple teams **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** May 06, 2022 **What do you like best about Jellyfish?** The single system view of software delivery is great for managing performance. Without JellyFish, I'd need to analyze issues in Jira and contributions in Github separately myself. **What do you dislike about Jellyfish?** The page load speed can be frustrating at times. **What problems is Jellyfish solving and how is that benefiting you?** JellyFish helps me drive software delivery by watching KPIs around shipping software to production every day. The metrics JellyFish provides allows me to see when teams are slowing down so that I can investigate and help remove friction for those teams. ### 21. Engineering Program Management **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer & Network Security | Mid-Market (51-1000 emp.) **Reviewed Date:** August 08, 2022 **What do you like best about Jellyfish?** Provides visualizations sliced and diced in many different ways. Provides evidence for Software Capitalization. **What do you dislike about Jellyfish?** There are no downsides to using Jellyfish - but it does require that engineering maintain good jira hygiene. **What problems is Jellyfish solving and how is that benefiting you?** Provides the ability to see what teams are working on and the progress that features are making. Visualizations are the key! Getting the information and evidence Software Capitalization is huge for the engineering managers. ### 22. easy to use application with not enough customization options **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Telecommunications | Mid-Market (51-1000 emp.) **Reviewed Date:** August 14, 2022 **What do you like best about Jellyfish?** The most useful feature of JF is the allocation for both develop and defects (per group, team, etc) **What do you dislike about Jellyfish?** no way to specify the duration of the statistics (for instance, there are views in months only). no API to retrieve the data and to use it outside of JF **What problems is Jellyfish solving and how is that benefiting you?** JF shows you the FTEs spent on a specific activities ### 23. Jellyfish review **Rating:** 4.5/5.0 stars **Reviewed by:** Swarup A. | Project Manager, Enterprise (> 1000 emp.) **Reviewed Date:** April 22, 2022 **What do you like best about Jellyfish?** Overall user experience and productivity-enhancing experience that the tool offers is simply best-in-class and deserves a commendable applause from the user community **What do you dislike about Jellyfish?** Nothing as such...Though the performance can be improved with higher intuitive UI and more multi-threaded applications that run in parallel and deliver more workloads **What problems is Jellyfish solving and how is that benefiting you?** Customer and in-house product management and program management aspects do get well covered. In the early stages of experimentation on the outcomes and benefits. ### 24. Account Manager **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** April 21, 2022 **What do you like best about Jellyfish?** I like how our team was able to keep track of deliverables and confidently predict our planned delivery timeline to inform our partners in coordinated projects. **What do you dislike about Jellyfish?** At times, I found it difficult to utilize the product are our organization dramatically grew in scope and overall personnel on our team. I found it difficult to internalize the metrics in an easy format. **What problems is Jellyfish solving and how is that benefiting you?** As our team grew in size, it also grew dramatically in scope. As we took on more projects, we needed a way to manage our projects within. We needed a way to measure the work of each engineer and team. ### 25. Helpful **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Internet | Mid-Market (51-1000 emp.) **Reviewed Date:** April 21, 2022 **What do you like best about Jellyfish?** It's a super clear interface and helps us keep track of our efficiency. Seems easy to integrate too. **What do you dislike about Jellyfish?** I don't have any dislikes. I use only a core set of features, maybe there are more to use. **What problems is Jellyfish solving and how is that benefiting you?** We're able to easily track how much work is done each week and how much work is carried over ### 26. Strong Insights & Excellent Support **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** May 18, 2022 **What do you like best about Jellyfish?** The flexibility of Jellyfish in how they can couple their BI solution to your specific jira setup and your specific organization is great. They really partner with you to answer the questions every engineering org looks to work through as they grow. **What do you dislike about Jellyfish?** Loading times can be slow especially as you do a large query. **What problems is Jellyfish solving and how is that benefiting you?** Where are we spending our time? Are we distracted as an engineering org? Are we going to reach milestones at the desired pace? ### 27. Still new to this tool. Learning all the cool stuff it has to offer and it looks promising! **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** May 18, 2022 **What do you like best about Jellyfish?** Being able to track where the teams are focused and how we are spending engineering time. Gives insights into teams and individual metrics. **What do you dislike about Jellyfish?** There seems to be some learning curve and requires a lot of setup and clean-up before getting some value out of this tool. **What problems is Jellyfish solving and how is that benefiting you?** Need to understand if the teams are working on the right things. Also, help with one of the big pain points for the teams - Time tracking. ### 28. Usability **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Logistics and Supply Chain | Mid-Market (51-1000 emp.) **Reviewed Date:** May 17, 2022 **What do you like best about Jellyfish?** I really liked the look and feel of the interface. Very intuitive to drill down. **What do you dislike about Jellyfish?** Not much information about non coders that's those who work outside of GIT and JIRA. **Recommendations to others considering Jellyfish:** Nice tool for reviewing relative allocation of the team's bandwidth **What problems is Jellyfish solving and how is that benefiting you?** Resource allocations metrics. ### 29. Great tool for viewing Github stats **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Real Estate | Enterprise (> 1000 emp.) **Reviewed Date:** March 23, 2022 **What do you like best about Jellyfish?** It makes it easy to view Github statistics. **What do you dislike about Jellyfish?** I wish the charts and stats are generated more quickly. **What problems is Jellyfish solving and how is that benefiting you?** I am trying to reduce the time between an open PR and how long it takes for it to be merged. ### 30. Review from a long time, two company user of Jellyfish **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** December 16, 2020 **What do you like best about Jellyfish?** For me, I love the product/deliverables dashboards, which provide insight into all associated Jira work to the primary mission. Being able to see the whole picture allows me to see status, trends, while also pointing out Jira hygiene issues if/when we have them. In addition to those, I like the ability to view our investments across maintenance, customer commits, growth, etc. **What do you dislike about Jellyfish?** I'd like more self-service capabilities, including more flexibility to slice and present the data. In addition, configuration with Jira (mapping fields) would be beneficial for us as we make changes. Finally, the ability to embed Jellyfish in other tools (Confluence, Domo, etc.) would benefit the entire team as we want to centralize our locations for where data is accessible within the org. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish shines a light on gaps or weakness in our configuration and setup, whether thats Jira hygiene, resource allocation, etc. In addition, JF provides executive level clarity around our investment in KTLO, which helps us to make annual decisions around investments. ### 31. Jellyfish is a great entry in a new and important engineering leadership tool category. **Rating:** 5.0/5.0 stars **Reviewed by:** Bill B. | VP Engineering, Small-Business (50 or fewer emp.) **Reviewed Date:** September 23, 2020 **What do you like best about Jellyfish?** I've used a number of similar products in this space, Jellyfish was the only one that had both very complete metrics but also focused on what value the organization is delivering. I found the latter especially important, as many of the competitors felt like they are more focused on tracking which employees are doing work on which days. With Jellyfish, I was able to up-level from just individual metrics to true organization metrics that show where our investments are going along side productivity statistics. That view allows me to make more strategic decisions than other data I've used in the past, and getting it is very easy. **What do you dislike about Jellyfish?** The UI took a little getting used to, it's clear that they focused on a strong data model and excellent data ingest over a clean UI. Once I spent a day or two in the product I got the basics, and after a week or two I was able to understand where to go to answer different questions but it's definitely an area that took some getting used to. **What problems is Jellyfish solving and how is that benefiting you?** I believe that modern engineering organizations need to rely on metrics both in evaluating the health of their org and communicating status to peers and upward. Compiling those statistics is not easy though, all of the data is there but it's locked in disparate ticking and source code systems. Jellyfish solves the hard problem of mapping the data into those systems into key metrics and a view as to where engineering investments are going. The immediate benefits I realized was an ability to better communicate status of my org and our projects outside of my organization. The clear time series data helped convey where the company's engineering headcount was working every month and quarter. I've also had some good success bringing those some metrics back to the team, so that we have some objective measures to see how process and innovation experiments change the way we work. ### 32. Once you have this level of visibility, hard to imagine making do without it **Rating:** 4.5/5.0 stars **Reviewed by:** Jack W. | SVP of Product & Engineering, Mid-Market (51-1000 emp.) **Reviewed Date:** November 24, 2020 **What do you like best about Jellyfish?** Provides multiple, valuable perspectives on how we're allocating resources across different projects and initiatives. Provides a great summary for executive briefings, but also allows me to dig into individual projects, teams, and engineers. Provides the type of analysis and overview that Jira / Github never prioritized. Those tools are great for developers and PMs, but Jellyfish transforms that data into powerful insights for leadership / management. **What do you dislike about Jellyfish?** Eventually Jellyfish has an opportunity to not just provide analysis at a point-in-time, but become the system of record for month-over-month, quarter-over-quarter, year-over-year performance. As tickets and PRs get shuffled or reclassified after the fact, this changes the narrative. Excited to someday offload all of my historical performance tracking to Jellyfish. **What problems is Jellyfish solving and how is that benefiting you?** See above ### 33. Fantastic tool for product leaders to monitor and review R&D progress **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** October 12, 2020 **What do you like best about Jellyfish?** Integration with Jira and custom data via CSV file imports are seamless. Data can be updated on demand and available in minutes. Analysis of data is very easy and I can incorporate the data into executive and board decks to help explain the areas of product investment. For our engineering leadership, having outputs that show the impact of our various squads can help identify teams that are crushing it or provide an early warning to squads that may be struggling. **What do you dislike about Jellyfish?** Overall the tool is fantastic. I do wish that there was some more consistency in the data visuals. I also have trouble remembering where to find things in the tool. Because I am not in the tool every day, I just bookmark the key pages so I can ensure I am consistent when generating reports. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish helps me, as a product leader, validate how our work is getting accomplished to achieve desired business outcomes. ### 34. Jellyfish is an awesome tool **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Marketing and Advertising | Small-Business (50 or fewer emp.) **Reviewed Date:** October 09, 2020 **What do you like best about Jellyfish?** Jellyfish saves a ton of time in pulling together metrics and creating charts as we work to provide data on where our engineering time goes. It helps our engineering managers understand the amount of time they spend on infrastructure and burning down their technical debt and our product managers ensure they're reinvesting enough in fast-follow features. **What do you dislike about Jellyfish?** Jellyfish isn't ad configurable as building charting and analysis myself when we used excel, but what we lack in flexibility we make up in ease of use and in time saved in the analysis. **What problems is Jellyfish solving and how is that benefiting you?** We need to understand where our engineering time is going, and whether we're spending the right balance on roadmap, on product reinvestment, on support and on product infrastructure. We've been able to confirm we're in balance, and help the teams refocus as needed to ensure we're investing in the product in the right proportions. ### 35. Strong Engineering Management tool **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** October 17, 2020 **What do you like best about Jellyfish?** I love that Jellyfish lets me zoom out to an overall view of Engineering org metrics and just as easily drill into performance along a particular metric, team or individual engineer. By far the most comprehensive tool I looked at in this regard. **What do you dislike about Jellyfish?** Not much to dislike, UI takes a little getting used to. **What problems is Jellyfish solving and how is that benefiting you?** As the Engineering leader, Jellyfish allows me to efficiently understand the health and performance of the Engineering org and communicate that to external stakeholders. - [View Jellyfish pricing details and edition comparison](https://www.g2.com/products/jellyfish-2025-10-22/reviews?page=9§ion=pricing&secure%5Bexpires_at%5D=2026-07-31+11%3A59%3A46+-0500&secure%5Bsession_id%5D=3446afef-b4f5-41ab-950f-4df106243cc4&secure%5Btoken%5D=01933b70c2b1fd1bc98dff8e3e3a720b1eec6d3af5275e3cc64b51f2cced9d8b&format=llm_user) ## Jellyfish Integrations - [Amazon Q Developer](https://www.g2.com/products/amazon-q-developer/reviews) - [Azure Pipelines](https://www.g2.com/products/azure-pipelines/reviews) - [Bitbucket](https://www.g2.com/products/bitbucket/reviews) - [Claude](https://www.g2.com/products/claude-2025-12-11/reviews) - [Claude Code](https://www.g2.com/products/claude-code/reviews) - [Claude Code](https://www.g2.com/products/anthropic-claude-code/reviews) - [CodeRabbit](https://www.g2.com/products/coderabbit/reviews) - [Confluence](https://www.g2.com/products/confluence/reviews) - [Cursor](https://www.g2.com/products/cursor/reviews) - [Cursor.sh](https://www.g2.com/products/cursor-sh/reviews) - [Gemini Code Assist](https://www.g2.com/products/gemini-code-assist/reviews) - [Git](https://www.g2.com/products/git/reviews) - [GitHub](https://www.g2.com/products/github/reviews) - [GitHub Copilot](https://www.g2.com/products/github-copilot/reviews) - [GitLab](https://www.g2.com/products/gitlab/reviews) - [Jira](https://www.g2.com/products/jira/reviews) - [Jira Service Management](https://www.g2.com/products/jira-service-management/reviews) - [Slack](https://www.g2.com/products/slack/reviews) - [Windsurf](https://www.g2.com/products/exafunction-windsurf/reviews) - [Workday Recruiting](https://www.g2.com/products/workday-recruiting/reviews) ## Jellyfish Features **Functionality** - Repository Integration - Analytics and Trends - Productivity Updates **Management** - Historical Data Consolidation - Data Context - Testing Integration **Value Analysis** - Metric Relevance - Insight - Impact Predictions - Report Generation **Value Management** - Planning Tools - Communication Tools - Control ## Top Jellyfish Alternatives - [Swarmia](https://www.g2.com/products/swarmia/reviews) - 4.4/5.0 (304 reviews) - [Flow](https://www.g2.com/products/appfire-flow/reviews) - 4.1/5.0 (90 reviews) - [LinearB](https://www.g2.com/products/linearb/reviews) - 4.6/5.0 (79 reviews)