DX Platform
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A clear look into engineering health and team success for continuous improvement
What do you like best about the product?
I love the DX platform because it gives me a real-time, holistic view of our engineering health and the underlying dynamics that shape how our teams build. It surfaces meaningful signals — not just metrics — that help me understand where friction exists, where teams are thriving, and where targeted support can drive the greatest impact. With DX, I can partner more effectively with engineering leadership to make data-informed decisions, anticipate challenges before they escalate, and champion the operational and cultural changes that truly move the organization forward. Ultimately, the platform empowers me to focus our energy in the right places, improve how we work, and enable our teams to deliver with greater clarity, confidence, and momentum. We've been able to connect with new platforms we use like Amp and Firebender to track AI adoption very easily, so I'd say ease of use and implementation are also great.
What do you dislike about the product?
The snapshots and reports are very helpful. Sometimes I find it hard to sift through data and slice it by the right attributes. There are a lot of attributes and I find myself having to ask our DX support team to help me get the right comparisons of control groups, etc. They are very helpful and I can always rely on them to support.
What problems is the product solving and how is that benefiting you?
DX helps us understand where engineering teams are thriving and where they're feeling friction. As an AI Enablement program lead and champion at Underdog, I'm very interested in how teams are leveraging AI, and we've been able to adapt our quarterly snapshots to ingest that information easily and pivot our AI enablement strategy accordingly. It not just helps us understand data on org health, it also helps us action them effectively to continuously improve.
All-in-One Dashboard for Actionable Insights
What do you like best about the product?
I appreciate being able to access all the information about delivery, development performance, and various metrics in a single location. Each week, I receive helpful insights that highlight both areas of improvement and aspects that may have declined.
What do you dislike about the product?
At times, I find it difficult to determine whether I have all the necessary data stored in the warehouse.
What problems is the product solving and how is that benefiting you?
This tool helps track both the team's performance and overall mood. It also provides valuable insights into what aspects of our processes, team dynamics, and company culture are working well, as well as highlighting any pain points that need attention.
Insightful Team Metrics That Drive Results
What do you like best about the product?
I love that it gives metrics about our teams
What do you dislike about the product?
Sometimes the data around fist PR can be flakey.
What problems is the product solving and how is that benefiting you?
It’s helping me guide org strategy to help my devs be more efficient
Powerful Insights and Recommendations That Elevate Team Performance
What do you like best about the product?
Insights and recommendations. The tool itself is really powerful and has given me insights into my team that i couldnt get easily before. Team interactions and the new SLA's are two of my favourite features.
What do you dislike about the product?
Some of the reporting is rigid and requires you work for what you're looking for. For example my team pair programs almost by default and because the developer speed is measured by pr's divided by number of devs the performance of my team from a speed perspective doesnt look great. There's no clear of easy way to adjust for this right now. So i have to manually tweak reports to account for it. I have a similar thing for Lead contributions while they are active contributors there commits are far more infrequent due to the nature of their role. This isnt easily factored in. That said the custom reporting and AI tooling mean you can find ways around these things
What problems is the product solving and how is that benefiting you?
Right now its helping us address developer effectiveness and pain points that are causing lag or waste. DX score has replaced our primary success metric in engineering
Feature-Rich Product with Outstanding Support
What do you like best about the product?
The product is extremely well-featured, and the team is eager to help you get the most out of the product through customization, enablement, and training.
What do you dislike about the product?
DX does a lot of stuff, and it can be a little bit overwhelming to navigate the user experience.
What problems is the product solving and how is that benefiting you?
DX is helping us understand where our pain points are, and helps us measure the effects of our actions over time.
Great for Driving Engineering Excellence
What do you like best about the product?
DX provides us with comprehensive, actionable insights into the health and performance of our Engineering organization. From DORA/Core4 metrics to Developer Experience surveys and AI adoption impact, it helps us make informed, data-driven decisions. The team’s responsiveness and willingness to partner with us make it a truly valuable collaboration.
What do you dislike about the product?
At times, the platform’s reporting and configuration options can feel somewhat limited when we want deeper or more customized views. That said, DX is actively improving these areas, and we’ve seen continuous enhancements over time.
What problems is the product solving and how is that benefiting you?
DX gives us clear, data-driven insights into engineering performance, developer experience, and AI adoption. It helps us make better decisions, improve processes, and show progress across the organization.
DX Delivers Actionable Insights and Continuous Improvement for Developer Experience
What do you like best about the product?
DX quickly provides us with valuable and actionable insights into our developer experience challenges. By combining qualitative feedback from developer surveys with quantitative metrics like DORA and flow data, it becomes much easier to pinpoint the sources of friction.
The benchmarks offered by DX are extremely helpful—it would be nearly impossible for us to gather and interpret this kind of comparative data on our own. While we could technically conduct similar surveys ourselves, the real advantage is in how DX interprets and contextualises the results for us.
The ability to compare current and previous surveys is also a major strength, as it allows us to track our progress over time and assess the impact of our initiatives. I particularly appreciate being able to explore survey findings in greater depth through dedicated follow-up studies, which help us identify patterns and concentrate on the areas that matter most.
Lastly, DX is evolving rapidly, and I am eager to see what new features are on the horizon. After using it for over a year, we've seen significant improvements in developer experience, which gives us confidence in their long-term vision and makes the partnership feel secure for the future.
The benchmarks offered by DX are extremely helpful—it would be nearly impossible for us to gather and interpret this kind of comparative data on our own. While we could technically conduct similar surveys ourselves, the real advantage is in how DX interprets and contextualises the results for us.
The ability to compare current and previous surveys is also a major strength, as it allows us to track our progress over time and assess the impact of our initiatives. I particularly appreciate being able to explore survey findings in greater depth through dedicated follow-up studies, which help us identify patterns and concentrate on the areas that matter most.
Lastly, DX is evolving rapidly, and I am eager to see what new features are on the horizon. After using it for over a year, we've seen significant improvements in developer experience, which gives us confidence in their long-term vision and makes the partnership feel secure for the future.
What do you dislike about the product?
I don’t have any major complaints about DX — their support is consistently direct and fast, which makes working with the platform a smooth experience.
There are a few areas where enhancements could further improve things. For instance, it would be helpful if survey feedback from engineers were collected on an ongoing basis, allowing for continuous refinement of the surveys and a better overall experience.
Additionally, the triaging process could benefit from a feature that lets leads leave comments, offering more context or explanations for their decisions.
These are relatively minor suggestions, and overall, DX’s strong emphasis on team performance and developer experience is the main reason we continue to use the platform.
There are a few areas where enhancements could further improve things. For instance, it would be helpful if survey feedback from engineers were collected on an ongoing basis, allowing for continuous refinement of the surveys and a better overall experience.
Additionally, the triaging process could benefit from a feature that lets leads leave comments, offering more context or explanations for their decisions.
These are relatively minor suggestions, and overall, DX’s strong emphasis on team performance and developer experience is the main reason we continue to use the platform.
What problems is the product solving and how is that benefiting you?
Before we started using DX, we struggled with a fragmented view of developer experience and team health. Our survey results and metrics were dispersed across different sources, which made it difficult to pinpoint bottlenecks or track our progress over time. DX addresses this challenge by bringing together qualitative survey feedback and quantitative data, such as DORA and flow metrics, while also offering benchmarks and context that help turn insights into actionable steps.
Thanks to this, we are now able to prioritise improvements more effectively, monitor our progress, and make more informed decisions at both the team and leadership levels. Additionally, DX enables us to better engage our engineers by capturing their authentic experiences and using that feedback to drive meaningful change.
Thanks to this, we are now able to prioritise improvements more effectively, monitor our progress, and make more informed decisions at both the team and leadership levels. Additionally, DX enables us to better engage our engineers by capturing their authentic experiences and using that feedback to drive meaningful change.
DX Delivers Powerful Insights and Excellent Support, with Room for Improved Data Navigation
What do you like best about the product?
DX is an amazing product; it provides deep insights into the productivity and performance of our engineering teams right out of the box. And has also served as a platform to help drive several efficiency initiatives. It's easy to use and was very simple to get up and running. The customer support has been phenomenal, both the account and engineering teams have been very engaged with us throughout. We often use DX metrics reviews in our management meetings and within teams as well.
What do you dislike about the product?
While SQL support is available; I would love to see even more native tooling to help with navigating data easier. Would like the ability to unlock even more value by enabling quick/easy access regardless of skill.
What problems is the product solving and how is that benefiting you?
We monitor typical DORA and other Platform Engineering related metrics; we have also driven good DX usage within our teams so that Managers leverage it in their weekly standups with their teams to review team health metrics as well as reviewing quarterly developer experience surveys.
One of the best choices we made
What do you like best about the product?
The insights provided after taking the snapshots are both valuable and actionable. I found the information to be very helpful in running the operations of my development group. It helps tremendously to improve the sentiment of the people and improve our ways of working. Last but not least is that the response rate is always very high (100% or slightly below) - this can only be because our techies appreciate the tool and purpose.
What do you dislike about the product?
Setting up and integrating all systems to ensure data flows in properly is essential. In addition to our own work, we also depended on consultancy from DX, which, by the way, was excellent.
What problems is the product solving and how is that benefiting you?
The tool provides clear insights into where our developers encounter difficulties, highlighting factors that may reduce their motivation or make their contributions less effective within our operations. Additionally, it offers a transparent view of how our performance compares to industry standards.
Excellent support and actionable engineering insights
What do you like best about the product?
What I like most about DX is how quickly we were able to get value from it - it was up and running within weeks and gave us immediate visibility across our engineering teams. During our POC, we saw a 100% survey response rate, the highest we’ve ever seen. I also appreciate how it blends DORA metrics with real-time feedback to provide a complete view of developer experience. The built-in industry benchmarks help us understand where we stand relative to peers, and the proactive alerts with recommendations are a valuable bonus. We also had an excellent experience with the DX team - our customer success manager, account manager, and program manager were all incredibly responsive and helpful throughout the setup.
What do you dislike about the product?
While DX offers custom reporting, there’s a bit of a learning curve to fully tailor it to different stakeholder needs. As we’re still early in our adoption, we’re also building up historical data, so long-term trends will take time to develop.
What problems is the product solving and how is that benefiting you?
Before DX, I spent too much time piecing together metrics and survey feedback manually. Now, I get a unified, high-level view with actionable insights - saving time and making it easier to support our teams effectively.
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