Jellyfish
JellyfishReviews from AWS customer
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How Jellyfish Helped Me Improve as an Engineer
What do you like best about the product?
Jellyfish has truly changed the way I look at engineering performance. As the leading Engineering Management Platform, it brings together signals from Git, Jira, and other tools to provide a comprehensive view of how our engineering teams operate. What I personally love about Jellyfish is the visibility it gives — I can quickly assess not just my own performance, but also see how my teammates are doing. This fosters healthy competition and motivates me to continuously improve.
The ability to align engineering work with broader business goals makes it more than just a metrics dashboard — it’s a strategic tool. From tracking delivery timelines to understanding where effort is being spent, Jellyfish helps ensure we're building the right things, efficiently and on time.
The ability to align engineering work with broader business goals makes it more than just a metrics dashboard — it’s a strategic tool. From tracking delivery timelines to understanding where effort is being spent, Jellyfish helps ensure we're building the right things, efficiently and on time.
What do you dislike about the product?
I wish there was a comparison view between 2 employees or teams. Even a simple comment for PRs like LGTM is considered a comment.
What problems is the product solving and how is that benefiting you?
For me personally, it helps track both individual and team performance at a glance, which not only encourages healthy competition but also gives clear insight into where I can improve. It eliminates the guesswork in planning and performance reviews, and helps us focus on what truly matters. With this clarity, I can make better decisions, stay aligned with priorities, and push toward meaningful outcomes.
Game Changer for Time Tracking
What do you like best about the product?
As a member of the Accounting team, Jellyfish has made time tracking for capitalization of software development costs significantly easier and helped save us a lot of time to accumulate time spent on capitalizable work. We have also been able to customize the reporting to pull in relevant information.
What do you dislike about the product?
We have had some delays on receiving responses from customer support which has made modifications needed on reporting take longer.
What problems is the product solving and how is that benefiting you?
Simplifying capitalization of developers times for accounting
Insightful for Teams
What do you like best about the product?
Insight for teams about performance and areas of improvement.
What do you dislike about the product?
Individual metrics/feedback is a bit jarring and doesn't capture all possible work
What problems is the product solving and how is that benefiting you?
It helps me quantify my personal work and the work of my team to identify how we can improve based on metrics our company has defined.
Great insights into how your Engineering department and teams are doing!
What do you like best about the product?
The UI is very intuitive, easy to set up and the features are very comprehensive.
What do you dislike about the product?
It would be nice to have the ability to attribute certain events that can be added to a team's delivery page that have impacted delivery to build up notes over a quarter to create a narrative that's accessible in the tool.
What problems is the product solving and how is that benefiting you?
Giving me clear insights into how our Engineering department or a given team is doing and where our bottlenecks are. It's really useful to kickstart discussions based on what the data is showing us in Jellyfish.
Amazing insight into my team and project
What do you like best about the product?
I get data that I can't get otherwise and it's all in one location.
What do you dislike about the product?
I use various charts for my teams sprint review and some things would convey more meaning if there was a 2 week option instead of weekly and monthly.
What problems is the product solving and how is that benefiting you?
Insight into my team, especially around predictability
Semless integration with our existing tools
What do you like best about the product?
The platform's intuitive dashboards make it easy to track DORA metrics, sprint progress, and team allocation. I particularly appreciate how it integrates seamlessly with our existing tools like Jira and GitHub, providing a single source of truth for engineering data without adding overhead to the development team's workflow.
What do you dislike about the product?
The dashboard navigation could be more intuitive for new users, and sometimes we need support from their team to implement more complex reporting requirements. However, their responsive customer service has helped us overcome these minor challenges.
What problems is the product solving and how is that benefiting you?
The platform helps us identify bottlenecks in our workflow, balance feature development with technical debt, and make informed decisions about team capacity. This visibility has been tremendously beneficial in helping us align engineering efforts with business priorities and demonstrate the impact of our technical investments.
Incredible Tool Providing Actionable Insights
What do you like best about the product?
Jellyfish is easy to use once it is configured for your environment. Set up is easy and straightforward. If you can capture it in Jira, it can be surfaced in Jellyfish. Our primary use case was borad-level insights and reporting. It was trivial to add the necessary metadata to Jira, allowing us to slice-and-dice the data as needed to present different views of resource allocation (e.g., by functional area, business area, etc.) for board presentation. Our seconday use case was Software Cost Capitalization. Again, this was easy to set up and the resultant data was clear, concise, and able to be used directly with our financial reporting.
What do you dislike about the product?
Jellyfish's pricing model is a per-seat model for engineers making contributions to the product. This means that the annual cost increases as the team size grows. Jellyfish maintains that ALL engineers can benefit from logging into the system so, in that case,a per-seat charge might make sense. However, if your use-0case is such that only a handful of users (e.g., CTO, VPEs, Product Leaders) login to Jellyfish, a per-login model might be more palatable.
What problems is the product solving and how is that benefiting you?
Our biggest concerns were with board-level reporting and software cost capirtalization. Jellyfish is completelt meeting that need.
A Clear View of Today, with Data to Guide Tomorrow
What do you like best about the product?
Jellyfish gives me the clarity I need to focus on where I am right now—it provides a current, data-driven snapshot of team performance and delivery metrics. I really value being able to look at what's happening in real time and make informed decisions or adjustments based on those insights. It's not just about tracking; it's about aligning efforts with goals and continuously improving with confidence.
What do you dislike about the product?
The platform is powerful, but the initial onboarding can feel a bit overwhelming due to the depth of features available. It takes a little time to fully understand how to interpret all the metrics and dashboards. However, once you get past the learning curve, it becomes an indispensable part of your workflow.
What problems is the product solving and how is that benefiting you?
Jellyfish is helping solve the challenge of visibility into engineering work and team capacity. Before, it was difficult to get a unified view of how time was being spent or how well we were executing against priorities. With Jellyfish, I can spot trends, rebalance workloads, and make informed, data-backed decisions. It’s enabled better planning, more meaningful conversations with stakeholders, and a stronger focus on outcomes rather than just output.
Actionable Insights Easier In The Right Environment!
What do you like best about the product?
Once all connected and configured, Jellyfish provides easy to use and interpretable insights at every level, across a wide range of metrics & facets of software delivery. We now have reliable metrics that we're using almost daily to drive actions and continuous improvement, we have dedicated support and comms from their team, and they regularly ship new updates and enhancements!
What do you dislike about the product?
Expect a hefty setup phase to integrate your other systems, onboard and categorise users (although JF has tools to accelerate this process), and some tweaks or inclusions to your team workflows to unlock the full feature set of Jellyfish. And just like any other metrics system, it is only as good as the data it's given, so you may need to evolve your workflows and data collected!
What problems is the product solving and how is that benefiting you?
Understanding how we're allocating team and engineering capacity to maximise the creation of value for our customers, and making informed decisions on forward planning using the insights and capacity planning tools!
I love the quick visuals and dashboard to see how our team is doing
What do you like best about the product?
I like how I can quickly see the progress of work, the productivity and the main ideas that were the key themes for a given period of time.
What do you dislike about the product?
Lacking ability to integrate within existing products, but thats an issue with many other similar platforms.
What problems is the product solving and how is that benefiting you?
It gives a quick and deep view into the development work and how it ties to investments. Helps highlight areas that are not contributing to KPI and ability to quickly break them apart.
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