---
title: DX Reviews
meta_title: 'DX Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 341 reviews by the users' company size, role or industry
  to find out how DX works for a business like yours.
aggregate_rating:
  rating_value: 4.6
  review_count: 341
  scale: '5'
date_modified: '2026-07-13'
parent_category:
  name: Development
  url: https://www.g2.com/categories/development
---

# DX Reviews
**Vendor:** DX  
**Category:** [Software Development Analytics Tools](https://www.g2.com/categories/software-development-analytics-tools)  
**Average Rating:** 4.6/5.0  
**Total Reviews:** 341
## About DX
DX is the developer intelligence platform designed by leading researchers to help engineering organizations measure productivity and navigate the shift to AI-augmented engineering. The platform provides research-backed measurement by unifying quantitative data from SDLC tools with qualitative, developer-reported friction to offer a complete view of engineering performance. By serving hundreds of the world’s most iconic companies, including Dropbox, Pfizer, and Uber, DX provides the data and insights leaders need to lead with confidence in the AI era. Measuring productivity has long been an elusive challenge, but DX anchors insights in validated signals through the DX Core 4—measuring speed, effectiveness, quality, and impact—and the Developer Experience Index (DXI). These frameworks allow organizations to see how developers work and where they get stuck to reduce friction and boost satisfaction. By using tools like Workflow Analysis, Experience Sampling, and DevSat, DX captures the conditions developers need to deliver effectively, moving beyond &quot;culture fluff&quot; to connect developer friction directly to business impact. The platform offers extensive Engineering Productivity capabilities, including SDLC Analytics, TrueThroughput™, and Engineering Allocation to align engineering with business goals. Leaders can use Team Dashboards and Custom Reporting to find bottlenecks, while R&amp;D Capitalization and Sprint Analytics provide precise evaluation of organizational performance. To understand how a company compares to the broader market, Industry Benchmarking allows for a precise evaluation of performance against specific peer companies and industry segments. To manage the transition to generative AI, DX provides a specialized AI Measurement framework. This allows leaders to track GenAI adoption and impact to guide smarter decisions at scale. Organizations use these insights for Strategic Planning, Vendor Evaluation, and AI Workflow Optimization, ensuring that AI investments result in tangible improvements to engineering velocity. Additionally, AI Enablement tools—including the Systems Catalog, Context Management, and the Internal Developer Portal—help unify context from across the SDLC to power an AI-native future. This suite also includes AI Readiness assessments, Agent Ops Tools, and Scorecards to ensure developer self-service is optimized for high output. DX AI serves as an AI Copilot for engineering leaders, acting as an analytical layer over the organization&#39;s data. Instead of static dashboards, DX AI continuously delivers insights and flags risks automatically. It helps leaders answer complex questions about their data, creates custom reports from simple prompts, and provides specific AI Recommendations on where leaders should focus next. Every insight in DX is designed to be actionable, leading toward a clearer question or a concrete next step. Through Executive Reporting and Targeted Studies, the platform provides CXOs and managers with the evidence needed to decide more effectively. By identifying measurement gaps and revealing what the data or developer voice shows, DX helps organizations optimize their engineering performance in an increasingly complex technical landscape.



## DX Pros & Cons
**What users like:**

- Users value the **deep actionable insights** from DX, enhancing decision-making and identifying strengths and opportunities for improvement. (116 reviews)
- Users value the **comprehensive metrics analysis** of DX, enjoying its ease of use and integration capabilities. (87 reviews)
- Users value the **exceptional team collaboration** in DX, enhancing feedback and support for their engineers&#39; development efforts. (72 reviews)
- Users appreciate the **insightful benchmarking data** of DX, which enhances team performance and productivity tracking. (71 reviews)
- Users appreciate the **productivity improvement** capabilities of DX, enhancing team performance and driving efficiency initiatives effortlessly. (71 reviews)
- Users praise the **amazing customer support** of GetDX for its prompt responses and helpful insights throughout their experience. (67 reviews)
- Metrics (64 reviews)
- Ease of Use (63 reviews)
- Visibility (44 reviews)
- Issue Identification (42 reviews)

**What users dislike:**

- Users find **metrics issues** frustrating, as lack of customization and clarity hinder effective data interpretation in DX. (32 reviews)
- Users find the **limited features** of DX restrict their ability to use specific integrations and customize queries effectively. (27 reviews)
- Users experience **integration issues** with DX, noting manual setups and a lack of cohesiveness affecting overall functionality. (21 reviews)
- Users express concern about the **need for contracting with procurement** , which delays the onboarding process with DX. (21 reviews)
- Users find the **complex configuration** burdensome, as manual setup and extensive report digging hinder efficiency. (16 reviews)
- Lack of Customization (16 reviews)
- UX Improvement (15 reviews)
- Difficult Configuration (13 reviews)
- Reporting Issues (13 reviews)
- Difficult Navigation (12 reviews)

## DX Reviews
  ### 1. After using 6 tools over the last several years, this one feels the best fit for how we think.

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 25, 2025

**What do you like best about DX?**

Developer Experience is at the core of what they do, not a bolt-on. We're able to drive meaningful discussions and changes backed by the aggregate experiences and voices of our entire engineering organization. We're then able to track against the commits we make to the org and then map the outcomes of those commitments to the increases in performance.

We're also able to slice data to help fine-tune areas of focus based on team/tenure/experience/level/skills etc -- that's huge in the ability for us to identify friction how we deliver value across the org.

Customer support is solid. We've found a few bugs, but they are fixed within a day of being reported. We've also made a couple of UX requests and those two were considered and then implemented.

I use it multiple times a week to check on teams, track against goals, etc. It's easy to use, especially with the new reporting tools they've implemented/revamped.

They use workdayos, so many of the integrations are very simple. And getting the implementation up and running with github/jira, etc, was quick and painless.

**What do you dislike about DX?**

I would like to see more intentional focus being able to craft. single org/team perf snapshot and display that in a way that's immediate. I do have to go through a couple of reports to get the details that I want. It's not big deal, but I do want that.

I wish there were more pre-baked reports/UIs on evaluating performances of key metrics of teams/individuals relative to their peers expressed in terms of percentiles. All of the data is there, but sometimes I have to dig more than I want to get to it.

**What problems is DX solving and how is that benefiting you?**

Helps us get to the voice of our engineering org and understand performance trends across the org to identify friction in delivering value.

  ### 2. Great tool if you are looking for software development metrics

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.)

**Reviewed Date:** May 22, 2025

**What do you like best about DX?**

I really like the different metrics DX provided to track team and individual productivity. In the past, we had to write scripts to pull statistics from GitHub and now we can just utilize DX to view the metrics in a nice UI. Meanwhile, it also gave us some more ideas on metrics to track and look into. We use the snapshot survey quarterly which is a more developer focused survey and enabled us to collect better/more data from the team.

**What do you dislike about DX?**

I think it took some time to fully understand the intent and terms of the different metrics and reports. Luckily, DX team provided some onboarding sessions and office hours to resolve them.

**What problems is DX solving and how is that benefiting you?**

To get a better picture of team productivity and areas to improve so we could speed up development and product delivery for our customers.

  ### 3. Finally, an eng productivity tool that gets it

**Rating:** 5.0/5.0 stars

**Reviewed by:** Leonard S. | Director of Engineering, Enterprise (> 1000 emp.)

**Reviewed Date:** April 17, 2025

**What do you like best about DX?**

It's a wonderful blend of qualitative and quantitative metrics that gets at the heart of how to run an efficient engineering organization. It treats engineers like humans, while also supporting an incredibly healthy bottom line and disincentivizing "gaming" the system by holding engineers accountable at the team level.

**What do you dislike about DX?**

Hard to say. It's early days; some of the UI isn't as refined as it could be, but that doesn't stop me from using it.

**What problems is DX solving and how is that benefiting you?**

It's a notoriously sticky problem to run a highly efficient engineering organization that is providing as much value as possible to users and the organization without harming morale and increasing attrition. GetDX gives you the tools to do just that.

  ### 4. Easy to use and very insightful

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 23, 2025

**What do you like best about DX?**

DX is very easy to setup an configure. It provides invaluable insights into our development org to helps us to ship more efficiently. The tool has a bunch of great integrations and our developers are engaged in the snapshots.

**What do you dislike about DX?**

There is not much to dislike about DX, it meets our needs and provides us exactly what we are looking for.

**What problems is DX solving and how is that benefiting you?**

DX solves the problem of exploring the performance of our engineering org. Through surveys and integrations we can get a holistic view of where our development org is at and where we can make improvements.

  ### 5. DX provides a unique lens into the day-to-day lived experience of the teams I support.

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Pharmaceuticals | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 28, 2025

**What do you like best about DX?**

Quantitative metrics were easy to deploy, and easy to understand. Qualitative metrics (snapshots) dovetail in quite nicely. Our account liaison is an excellent partner.

**What do you dislike about DX?**

There is a lot of data and it comes with a steep learning curve. Making sense of all of the information, learning what's applicable and what's not, takes a long time.

**What problems is DX solving and how is that benefiting you?**

I manage the Developer Experience team, and so my primary focus is ensuring that our developers are at optimal functionality. I care very much about the lived experience and well-being of our employees, as well as their output and velocity. DX gives me insight into all of this.

  ### 6. DX has been nothing short of transformational for our engineering org.

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 16, 2025

**What do you like best about DX?**

Over the past two years, since we began running quarterly DX surveys to better understand developer satisfaction across both qualitative and quantitative dimensions, we’ve seen consistent, quarter-over-quarter improvements in satisfaction scores across all teams.

For context, when we first adopted DX, our scores were just above the 50th percentile in DX's own Developer Experience industry benchmark. Two years later, we’re now above the 90th percentile!

Every time a DX survey goes out, we see a 90%+ response rate across all teams within the first week. This trend has held steady across every survey we’ve run. It speaks not only to the effectiveness of DX’s notification system but, more importantly, to the fact that our developers want to give feedback—because they’ve seen that it leads to action. Survey results are made available to everyone as soon as the survey closes, fostering a culture of transparency and accountability. Everyone knows where things stand, and that awareness motivates teams to keep improving.

That said, DX isn’t a silver bullet. It won’t solve your problems for you—but it will help you find them, track your progress in solving them, and foster a habit of continuous improvement, both across the organization and within individual teams.

If you’re adopting DX, it’s important to be ready to act on what you hear—especially at the team level. The platform gives you the tools to do this, but ultimately it’s up to the organization to empower teams to take ownership of their outcomes. Running surveys without meaningful follow-up is a fast track to developer disengagement.

The DX team has been incredible—responsive, thoughtful, and always open to feedback. They ship improvements regularly (almost every other month), and I've felt all changes and additions always useful, never bloated or unnecessary.

The dashboard is very intuitive. It’s easy to navigate, and you get clear, meaningful insights.

Onboarding and integration with our existing tools was smooth, and our account manager and support team have been consistently helpful and quick to respond whenever we had a question or had some issue.

There are very few tools I’ve seen that have had such a tangible, positive impact on an organization. DX is absolutely one of them—and it’s a tool I’ll be bringing with me to any future company I join.

**What do you dislike about DX?**

As a tool built for large enterprises, DX’s API could—and frankly should—be more robust to support custom integrations. In particular, the ability to manage certain entities programmatically (without manual intervention) would be a big improvement.

**What problems is DX solving and how is that benefiting you?**

DX is helping us identify and track the real issues affecting developer experience across our teams. Before DX, we had limited visibility into how developers actually felt about their day-to-day work or how our internal tooling and processes were impacting them. Now, with consistent quarterly surveys and transparent, team-level insights, we’re able to spot pain points early, take meaningful action, and measure the impact of those changes over time.

  ### 7. DX is _the_ definitive tool for improving Developer Experience

**Rating:** 5.0/5.0 stars

**Reviewed by:** Iain B. | Senior Engineering Manager, Mid-Market (51-1000 emp.)

**Reviewed Date:** March 28, 2025

**What do you like best about DX?**

Strong data-driven insights, and incredible partnership. DX allows us to run our Developer Experience program efficiently to derive the most impactful insights that allow us to ship faster, with higher quality and with increased engineer satisfaction in their tooling and processes.

**What do you dislike about DX?**

Nothing particularly. DX are incredibly responsive to any feature requests that we have.

**What problems is DX solving and how is that benefiting you?**

We want to run an effective DX program - DX allows us to align on the metrics that matter, dial in the measurements, and derive effective actions to take.

  ### 8. Empower Developer Experience Teams with Metrics and Benchmarks

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** July 22, 2025

**What do you like best about DX?**

The out of box reports for various stages in developer flows and development cycle. The various integrations it supports and the ease with which we can set them up.

The metrics/reports have helped us identify potential problem areas and gaps and the quarterly surveys have helped us collect valuable and actionable continuous feedback.

**What do you dislike about DX?**

Would have been nice to have out-of-box integrations into CD Tools and possibility to have anonymous feedback.

**What problems is DX solving and how is that benefiting you?**

DX is bringing visibility into what the pain points or inefficiencies are within the development cycle. The quarterly surveys help us collect feedback and iterate on the progress we make.

  ### 9. Increased visibility into code delivery and dev experience

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.)

**Reviewed Date:** May 23, 2025

**What do you like best about DX?**

DX has really helped me better understand how much code my team delivers, in a very detailed way.
Other features such as sentiment over specific areas of the dev workflows, as well as heatmaps across the company have helped highlight what we could do better.

**What do you dislike about DX?**

Some of the options are somewhat hidden, and it can be difficult to get exact metrics for specific individuals.

**What problems is DX solving and how is that benefiting you?**

DX has brought a lot more visibility into the software development cycle. Seeing what the trends are for code delivery, failures, volume of code per commit is great.

  ### 10. Great tool that combines developers' experience survey with a real-time software development metrics

**Rating:** 4.5/5.0 stars

**Reviewed by:** Dmitry D. | Заместитель руководителя отдела разработки Devexperts, Mid-Market (51-1000 emp.)

**Reviewed Date:** May 06, 2025

**What do you like best about DX?**

- Out-of-the-box developers' experience drivers that are based on scientific research
- A set of tips and tricks to improve a certain driver
- An AI engine that allows you to "talk" with a database that contains meta-info about PRs and commits
- Reasonable pricing model
- Friendly, fast, and reliable support

**What do you dislike about DX?**

I can't think of anything at the moment.

**What problems is DX solving and how is that benefiting you?**

Make software development process smoother by allowing developers to provide their pain points on a journey from requirements to production.
Also, it's possible to analyze a productivity of a certain team or developer by checking some of the metrics

  ### 11. DX will shed light on the hidden productivity challenges within your team.

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 16, 2025

**What do you like best about DX?**

Gives you the bigger picture and out of the box overview on what is going on within your team and are you on track to address those or not. with each snapshot you have the opportunity to track the progress

**What do you dislike about DX?**

Few integration has limited functionality. for instance some of Bitbucket activity/commits are not tracked.

**What problems is DX solving and how is that benefiting you?**

Productivity and collaboration bottlenecks, what makes our team frustrated and what is the most important improvement which can be applied but we have not seen it.

  ### 12. Dx is an easy to implement tool that provides a ton of valuable insight into the SE experience.

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 23, 2025

**What do you like best about DX?**

The ability to correlate usage of AI tooling to sentiment toward other areas like documentation, test coverage, domain knowledge and more.

**What do you dislike about DX?**

There's so much feedback that most of it you can't act on. You have to be mindful of the initiatives you prioritize because you can't do everything.

**What problems is DX solving and how is that benefiting you?**

It's hard to know where the most valuable opportunities are with the engineering experience. What problems exist? Where does it make sense to invest? Dx helps answer those questions in a way that gives software engineers a seat at the table.

  ### 13. As a product engineering leader, DX is the platform I would build myself

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Security and Investigations | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 09, 2025

**What do you like best about DX?**

DX was incredibly easy to set up and seamlessly integrates with the other tools we use. Having a dedicated account manager available directly in our Slack channel has been a great support. The platform offers visibility into the top four engineering metrics, supports both qualitative and quantitative insights, and includes DORA metrics as well. One of the most valuable features for us is the ability to query our own data collected from integrated tools and build custom dashboards tailored to our needs.

**What do you dislike about DX?**

So far, I haven’t found anything I dislike about DX. Everything has worked smoothly for our needs.

**What problems is DX solving and how is that benefiting you?**

DX helps us track and measure key engineering metrics with minimal setup effort. It consolidates data from various engineering tools, allowing us to create fully customized dashboards that provide meaningful insights tailored to our team’s needs. This visibility helps us make informed decisions and continuously improve our processes.

  ### 14. Feedback from customers is very valuable

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Leisure, Travel & Tourism | Enterprise (> 1000 emp.)

**Reviewed Date:** March 17, 2025

**What do you like best about DX?**

We primarily use DX Snapshots, where they've been really valuable for understanding the friction our engineers are experiencing. The fact you can use custom and self-reported attributes to segment your users is super great. We also have used Studies to dive deeper to understand more around how to improve our products for our customers, which we've then used to validate and reassess our roadmaps and priorities. DX primarily integrates with Slack and is very configurable, which makes it really easy to adopt and use.

**What do you dislike about DX?**

There are some great product features that have been added that I don't dislike but we're just yet to explore like PlatformX + Snapshot branching, but Studies is still being improved which is exciting, since it's a small agile company that's constantly evolving.

**What problems is DX solving and how is that benefiting you?**

DX helps our product owners gather feedback from my customers in a structured way that helps understand their friction points and drive priorities and improvements.

  ### 15. Useful Developer Insights

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 09, 2025

**What do you like best about DX?**

Dx has given us insight into our developer workflows and has allowed us to take actions to improve our developer experience. The customer support is very attentive and proactive, setting up our integration was smooth and easy.

**What do you dislike about DX?**

There is a ton of features that can be overwhelming to understand how best to use the platform.

**What problems is DX solving and how is that benefiting you?**

We did not have a good way to measure our developer metrics. We also did not have a good way to understand our developer workflows. DX has given us ability for our platform teams to support our engineers.

  ### 16. DX enables us to derive insights that deeply inform our product strategy

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.)

**Reviewed Date:** May 15, 2025

**What do you like best about DX?**

Easy to set up and use, industry benchmarks and tooling result in significantly higher response rates than other survey mechanisms (over 90%). Feedback captured by DX is actionable and highly relevant to both product work by platform teams and to the cultural and organizational shifts needed. The DX customer success team is fantastic and super responsive.

**What do you dislike about DX?**

Lack of free-form dashboarding tools to derive additional insights

**What problems is DX solving and how is that benefiting you?**

Understand areas of investment for platform teams based on drivers and CSAT
Organizational and cultural shifts needed to address key issues faced by technical talent

  ### 17. DX saves me so much time

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Marketing and Advertising | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 19, 2025

**What do you like best about DX?**

I used to spend spend so much time looking for reasons why certain things did not go the way I wanted them to, now I've got a data to point me in the right direction. Just hook it up to your VCS, task tracker, send out a snapshot and you should be able to find some things that are truly worth fixing.

**What do you dislike about DX?**

If I could improve one thing it would be hybrid user management, between automated and manual updates.

**What problems is DX solving and how is that benefiting you?**

Identify and improve bottlenecks in our engineering teams.

  ### 18. Productive tool for insights into Engineering experience!

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Computer & Network Security | Mid-Market (51-1000 emp.)

**Reviewed Date:** July 24, 2025

**What do you like best about DX?**

Love the dashboards with well defined metrics, also offering an integrated view of the developer productivity, pain points and collaboration. The data makes it very easy to take actionable efforts and improve efficiency across multiple areas. Also like the integration with slack!

**What do you dislike about DX?**

It is valuable to look at the employee's comments, and would be nice to have some more filters to filter by areas.

**What problems is DX solving and how is that benefiting you?**

DX is solving the most important problem of having real and very well defined metrics to improve productivity and focus among engineering and hence overall company!

  ### 19. Good UI and provides insight of what's happening in the tech industry

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.)

**Reviewed Date:** May 19, 2025

**What do you like best about DX?**

The app is very user friendly, easy for me to use it and provide feedback whenever I was requested my DX feedback to the company.

**What do you dislike about DX?**

I don't think I have anything that I don't like.

**What problems is DX solving and how is that benefiting you?**

It gives the overall insight of what is going on in the industry, my departments with others in the company in general, and also compares the developer experience from the company with the top ones and see where we are at. Allows us to focus on what to improve.

  ### 20. Developers love it, and executives need it

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Pharmaceuticals | Enterprise (> 1000 emp.)

**Reviewed Date:** March 28, 2025

**What do you like best about DX?**

As an executive sponsor for our Developer Experience program, I have high confidence in the DX products because their ideas are based in published research, by renowned authors in the industry. Further, we have thousands of developers and technical contributors who love to engage with the survey. Last few quarters we've had an engagement at well over 80%

**What do you dislike about DX?**

I would like us to apply our internal branding to the survey, like logos, domain names etc. This would further increase recognition and trust internally.

**What problems is DX solving and how is that benefiting you?**

It helps us understand developer experience and productivity. With a better understanding, we are able to drive continuous improvement in productivity and effectiveness for our company.

  ### 21. Engineering Insights made easy

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.)

**Reviewed Date:** May 21, 2025

**What do you like best about DX?**

Extremely easy to setup and get started. And, the responsiveness from their Customer Success team is one of the best I have come across.

**What do you dislike about DX?**

Some of the metrics change retroactively. So, it is not easy to keep track of progress.

**What problems is DX solving and how is that benefiting you?**

A single unified platform where developer sentiment can be measured along with the quantitative metrics from the software development tools. The quarterly review process, along with the ease of measuring progress/changes over time is extremely useful for all our engineering leaders.

  ### 22. Great tool, great insights, great support!

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Sports | Mid-Market (51-1000 emp.)

**Reviewed Date:** June 04, 2025

**What do you like best about DX?**

DX provides a myriad of metrics to inform how my team is performing, and they provide guided insights that help me learn new ways to consider where I can help my team be their best.

**What do you dislike about DX?**

With all of the vast information available, it's sometimes hard to fully understand what I have available to me and how to find it.

**What problems is DX solving and how is that benefiting you?**

Understanding pain points for my engineers and finding operational improvements to better support my team

  ### 23. I am surprised how valuable the DX process is for me

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 19, 2025

**What do you like best about DX?**

I can understand better what my employees think!
as i dont have time to ask each of them the right question to get their sense.. this is a very valuable tool to understand where the pain points in your organization.

**What do you dislike about DX?**

the over UI is great bu tit can do better in navigating between the CORE 4 measurements.

**What problems is DX solving and how is that benefiting you?**

it shows me where we are not doing great as an organization. i can now take actions and put my focus in the right spots.

  ### 24. Early adopter continually impressed with expanding developer metrics platform

**Rating:** 5.0/5.0 stars

**Reviewed by:** Chris C. | Head of Technology, Mid-Market (51-1000 emp.)

**Reviewed Date:** April 02, 2025

**What do you like best about DX?**

After five years of utilizing DX for gathering developer insights, we continue to expand our usage of the platform as a viral tool for engineering leadership. From Core4 to CapEx reporting, DX is a favorite tool of ours.

**What do you dislike about DX?**

Nothing notable at this time. We may like to see more customizable dashboards in the future.

**What problems is DX solving and how is that benefiting you?**

Understanding developer metrics and acting on that data to continuously improve.

  ### 25. Good initial experiance

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Computer & Network Security | Small-Business (50 or fewer emp.)

**Reviewed Date:** July 25, 2025

**What do you like best about DX?**

As a new user I was able to get a lay of the land pretty easily

**What do you dislike about DX?**

Trying to find a regular set of use cases to help in my job so I can be more engaged

**What problems is DX solving and how is that benefiting you?**

how to keep my team engaged, happy, motivated and productive?

  ### 26. Works great, the insights our organization receives are very valuable.

**Rating:** 5.0/5.0 stars

**Reviewed by:** Ammon T. | Software Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** May 21, 2025

**What do you like best about DX?**

It supports role- and team-specific questions while offering flexible deployment options (slack, email, etc.), reducing survey fatigue.

**What do you dislike about DX?**

There can be resistance from teams who feel over-surveyed or skeptical about the impact of their feedback.

**What problems is DX solving and how is that benefiting you?**

It helps us get actionable insights on how to improve our company. It has improved my life as it gives me a pathway to provide feedback. It also works with existing tools like Slack, GitHub, Jira, and calendar systems to enrich feedback with context.

  ### 27. Great insights; Smooth onboarding

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** July 24, 2025

**What do you like best about DX?**

DX provides deep insights into the developer experience with very little effort involved to collect the data.

**What do you dislike about DX?**

No downsides that I have run into. The team is quick to answer my questions when I have them.

**What problems is DX solving and how is that benefiting you?**

Identifies and quantifies areas for improvement in our developer experience.

  ### 28. I liked DX as it provided very valuable insights that can also be measured against our sector across

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 20, 2025

**What do you like best about DX?**

The insights of teams that are also compared against across companies of the same scale
Give a real metric of how AI impact performance to avoid the whole fuzziness of "80% performance growth" and focus on real problems.
Triaging
Ease of finding the right information

**What do you dislike about DX?**

Specific topics, i would make this grow to more topics without making it more complex.
AI specific topics maybe

**What problems is DX solving and how is that benefiting you?**

Product related delays
Developer experience through teams
Developer performances and what is blocking us

  ### 29. Transforming your engineering culture with DX

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.)

**Reviewed Date:** July 01, 2025

**What do you like best about DX?**

The product is intuitive and its truly from devs for devs but includes also non-coders. The CSMs and support is very helpful and timely.

**What do you dislike about DX?**

- There could be more features to gamify incentives for engineers (like create award categories, bonus points etc.)
- some features are limited, e.g. exporting comments from Drivers doesn't include replies

**What problems is DX solving and how is that benefiting you?**

The main goal for us is to change the engineering culture to be positive and building-focused. We also want to have a quantitative and qualitative way to define our platform roadmap and help developers across the products.

  ### 30. Positive Experience for Engineering Managers looking to have high level visibility into performance

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 23, 2025

**What do you like best about DX?**

I like that there are a lot of reports that exist that I would never think about making. Sometimes I go into DX just to explore and learn new things

**What do you dislike about DX?**

I would love for there to be places to know more about the source of "industry" data. In many reports there will be a "Industry P75" or some other external metric drawn on the graph as a baseline. I would like to know where this baseline data comes from and "why" I should be comparing my self to it.

**What problems is DX solving and how is that benefiting you?**

DX Helps me get high level visilbity into my team's performance. I primarily use it for PR review and cycle time stats

  ### 31. The most comprehensive Developer Experience tool I've used.

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.)

**Reviewed Date:** June 26, 2025

**What do you like best about DX?**

DX is super easy to integrate with, incredibly flexible in the way you use it and set it up and its survey tools are first class. Combining qualitative and quantitative data into the same tool is a game changer, and their customer support is first class.

DX are clearly thought leaders in this space and the product continues to show that.

**What do you dislike about DX?**

I honestly don't have a single gripe and they are incredibly open to feedback which they action impressively quickly.

**What problems is DX solving and how is that benefiting you?**

DX gives me a new level of visibility on our squads that is invaluable.

  ### 32. Engineering Team Lead @ Semperis

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Computer & Network Security | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 28, 2025

**What do you like best about DX?**

I really like the compression options if it is other companies or other team at your work place.

**What do you dislike about DX?**

I don't like that me as a manager don't have the option to ask specific question that related to my team and the option it will be private just for me, also some of the questions are not relevant for my team so I would like to see other questions depends on the team (Frontend, Backend for example)

**What problems is DX solving and how is that benefiting you?**

It help me figure which items we need to improve each time and focus how to solve them in the next period.

  ### 33. Really good insights

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 22, 2025

**What do you like best about DX?**

Really east to use and a really good new interface. The amount of data available gives you the capability to objectively analyse all the processes and get really precious insights

**What do you dislike about DX?**

The huge amount of data sometimes gives you too much headache because you have a lot of ways to read those data.
The key indicators are a really good indicator.

**What problems is DX solving and how is that benefiting you?**

Improve the tech team way of working, focusing on developer experience too.

  ### 34. Great tool to get the team sentiment and feedback!

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Hospital & Health Care | Small-Business (50 or fewer emp.)

**Reviewed Date:** May 18, 2025

**What do you like best about DX?**

DX helped us in getting a clear idea from our team regarding the overall sentiment and feedback so that we can prioritize improving the score before we roll out the next survey. It helped us to compare the score in each quarter with the previous score and to see the progress we have made so far. It is easy to use, and the implementation was also smooth.

**What do you dislike about DX?**

I didn't find any issues so far! The ease of implementation and usage saved us a lot of time.

**What problems is DX solving and how is that benefiting you?**

It helped us in getting the feedback and suggestions from the team so that we could prioritize and improve the areas based on these.

  ### 35. Opinionated feedback collection for improving engineering teams

**Rating:** 4.5/5.0 stars

**Reviewed by:** Charles G. | VP of Engineering, Small-Business (50 or fewer emp.)

**Reviewed Date:** March 26, 2025

**What do you like best about DX?**

I like that DX is very opinionated about what information is worth tracking. These opinions are based on solid research and allow me to get valuable feedback without having to write my own survey. There's is also better than any I would write myself and is comparable to industry benchmarks.

**What do you dislike about DX?**

Occasionally I want to ask a question that is not in their defaults, and there isn't an easy way to do it.

**What problems is DX solving and how is that benefiting you?**

Quantitative measurement of engineering productivity is a really hard problem. DX creates a really powerful feedback loop for using feedback from engineers to build that dataset.

  ### 36. An excellent product

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 29, 2025

**What do you like best about DX?**

We use DX quarterly to figure out what's causing friction in our software teams. The UI is slick and easy to use from both an admin POV and as an engineer being surveyed. One feature I really like is the daily auto nudge reminding engineers to complete the survey - this has meant we've had a very high %90+ participation rate in all of the surveys we've done. It's also great to see them incorporate useful AI features such as summaries of engineer comments.

**What do you dislike about DX?**

There's nothing I dislike about DX, it's fantastic.

**What problems is DX solving and how is that benefiting you?**

It helps us work out what's causing friction in our development processes.

  ### 37. A useful and convenient tool

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 20, 2025

**What do you like best about DX?**

The simplicity of the generated surveys and the fact that they do not deter people from filling them out by their form.

**What do you dislike about DX?**

I haven't noticed anything specific that is worth mentioning

**What problems is DX solving and how is that benefiting you?**

Allows us to measure satisfaction with various aspects of our processes used during software development. We use this to determine areas that need improvement and to assess whether the changes made during the past quarter have resulted in actual improvements.

  ### 38. DX is insightful to understand both the actual and perceived developer experiances

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.)

**Reviewed Date:** May 21, 2025

**What do you like best about DX?**

The DX snapshots provide good reflection points on how the teams productivity is going. There are many metrics to track and it is nice to have the comparison from different industry standards or your own teams previous report

**What do you dislike about DX?**

Understanding what metrics to focus on can make it difficult to prioritize how to improve the team.

**What problems is DX solving and how is that benefiting you?**

Providing questions and feedback loops to improve developer experiences and encourage reflection to self improvment.

  ### 39. A great addition to our teams tooling!

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 21, 2025

**What do you like best about DX?**

GetDX shine by allowing flexibility to generate and monitor any metrics the team would need, while providing insights it would not have thought about.

**What do you dislike about DX?**

GetDX could offer a bit more flexibility to build dashboards.

**What problems is DX solving and how is that benefiting you?**

I wanted a tool to help me generate and monitor my metrics, and help me to discuss around them. GetDX does all of this and even more, by providing insights, while not introducing any heavy processes.

  ### 40. Measuring yourself against the best

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 15, 2025

**What do you like best about DX?**

Knowing how well an Engineering team is doing on various aspects is a very difficult task.  The quarterly DX survey gives us two things, namely feedback directly from the engineers on things that are working and that are not working, and a way for us to compare ourselves to industry peers.  Those two things really help us to know where to focus improvements.

**What do you dislike about DX?**

It's not cheap for a survey, but once you understand the benefit and it is important to you, it will make the decision easier.

**What problems is DX solving and how is that benefiting you?**

It is giving us insights (from our engineers and our industry peers) where we should focus improvements in our engineering team.

  ### 41. Easy to get started, easy to use!

**Rating:** 3.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 20, 2025

**What do you like best about DX?**

- Super easy to get started
- The team is very responsive and easy to work with
- The user interface is intuitive
- The ability to create team-based alerts is useful

**What do you dislike about DX?**

- The ability to measure and look at specific examples where speed of delivery was an issue is somewhat limited
- Integration with Linear is limited

**What problems is DX solving and how is that benefiting you?**

Mainly, measurement of developer productivity (specifically cycle time)

  ### 42. The model behind the questions and categories works really well for me.

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Renewables & Environment | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 12, 2025

**What do you like best about DX?**

I was skeptical at first, but found that the model behind it all makes a difference - it's much  more than  just a survey and visualisation. The questions and categories are well thought out and are relevant to my day to day development work.

**What do you dislike about DX?**

Not sure whether it's only our configuration, but I find it nudges users over slack pretty aggressively.
I'd love to see a chart with the results over time, as opposed to only a comparison between snapshots.
Haven't found a way to visualize it like that.

**What problems is DX solving and how is that benefiting you?**

I verify whether initiatives in development practices and processes yield results and get feedback from the wider team.

  ### 43. User of Dx

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Gambling & Casinos | Enterprise (> 1000 emp.)

**Reviewed Date:** May 24, 2025

**What do you like best about DX?**

I like that I have many reports to use and I can get important info about my team's productivity and efficiency.

**What do you dislike about DX?**

I don't like that I can not set timezones and working days/time.

**What problems is DX solving and how is that benefiting you?**

More predictable deployment cycles, and improved collaboration across teams. Overall, DX is boosting our efficiency, reducing errors, and enabling us to deliver value to our users more quickly and reliably.

  ### 44. DX is the engineering management dashboard you've been waiting for.

**Rating:** 5.0/5.0 stars

**Reviewed by:** Joseph M. | Sr Dir DevOps, Security, &amp; IT Operations, Mid-Market (51-1000 emp.)

**Reviewed Date:** April 01, 2025

**What do you like best about DX?**

The rigorous research that backs all of the products they build.

**What do you dislike about DX?**

While their survey tools are best in class, they are still building out their metrics offerings.

**What problems is DX solving and how is that benefiting you?**

DX solves the problem of knowing how efficiently we are building software, and compares to benchmarks of other companies in their sample.

  ### 45. Single place to have developer voices and developer work metrics

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.)

**Reviewed Date:** May 19, 2025

**What do you like best about DX?**

- Developer experience pre-built surveys
- Ability to compare your company scoring with the industry
- Surveys and metrics in a single place

**What do you dislike about DX?**

Started using DX platform quite recently, cons not observed yet :)

**What problems is DX solving and how is that benefiting you?**

DX gathers developer voices and work metrics in a single place - so that we can collects results, compare with the industry, and compare from quarter to quarter.

  ### 46. DX helps boost software engineers productivity by helping focus on the right thing

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Insurance | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 08, 2025

**What do you like best about DX?**

DX is a comprehensive engineering insights platform that combines survey capabilities with data analytics. Its AI-generated recommendations and strong survey features are key for tracking our internal developers productivity. The platform excels at integrating with development tools like GitHub, Linear, and Incident.io, providing valuable metrics and benchmarks. The includes a team-based analytics and onboarding features.

**What do you dislike about DX?**

The UI of some features could be improved, like the Data Studio. But it's not features used daily

**What problems is DX solving and how is that benefiting you?**

Tracking developper productivity and areas of improvements

  ### 47. Easy to use, helpful metrics

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Higher Education | Mid-Market (51-1000 emp.)

**Reviewed Date:** April 28, 2025

**What do you like best about DX?**

We've been using DX for DORA metrics as well as getting feedback about developer experience. Everything has been easy to set up and use. Support has been very quick and helpful.

**What do you dislike about DX?**

We ran into some hurdles initially with data correctness, but support helped us get past them relatively quickly.

**What problems is DX solving and how is that benefiting you?**

My team works on internal tools for other developers and it helps us collect useful data on what our users want.

  ### 48. Great way to measure developer experience projects

**Rating:** 5.0/5.0 stars

**Reviewed by:** Edward S. | Architect - QA &amp; Automation, Mid-Market (51-1000 emp.)

**Reviewed Date:** May 14, 2025

**What do you like best about DX?**

Being able to run surveys easily and get results with the level of depth I need to improve our platforms.

**What do you dislike about DX?**

Hard to think of anything, but the administration of users is a little bare bones - it could be improved.

**What problems is DX solving and how is that benefiting you?**

DX helps give a developer voice to the system data, allowing us to make sure everyone has a say in technical direction.

  ### 49. DX is an invaluable tool for engineering organisations

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Internet | Mid-Market (51-1000 emp.)

**Reviewed Date:** May 07, 2025

**What do you like best about DX?**

Snapshot surveys give engineers a voice and surface clear insights on how we can improve our processes, tools, and workflows. The integrations fit our tool stack perfectly, and full, transparent access, to data to create custom reports and dashboards is just fantastic.

**What do you dislike about DX?**

Depending on the processes and tools used, some things such as capturing incident data requires custom configuration and setup.

**What problems is DX solving and how is that benefiting you?**

Uncovering bottlenecks in processes.

  ### 50. Easy and useful

**Rating:** 4.5/5.0 stars

**Reviewed by:** Alexandra B. | Internal Processes Manager, Mid-Market (51-1000 emp.)

**Reviewed Date:** July 17, 2024

**What do you like best about DX?**

Simple user-friendly interface, definitions for all of the drivers etc.

**What do you dislike about DX?**

Impossible to track progress / dynamics of particular developers

**What problems is DX solving and how is that benefiting you?**

Making developers more satisfied and eventually raising the quality of their work.



- [View DX pricing details and edition comparison](https://www.g2.com/products/dx-platform/reviews?page=6&section=pricing&secure%5Bexpires_at%5D=2026-07-14+01%3A40%3A08+-0500&secure%5Bsession_id%5D=7f2f2f6a-4949-4717-8bcb-dcb4ec2d715c&secure%5Btoken%5D=f1765849997be0e710f216907869d7c5ff8ae7b76a3b2a82c968e0afbb0abd75&format=llm_user)
## DX Integrations
  - [Amazon Q](https://www.g2.com/products/amazon-web-services-aws-amazon-q/reviews)
  - [Amazon Web Services AI](https://www.g2.com/products/amazon-web-services-ai/reviews)
  - [Amp](https://www.g2.com/products/amp-code-amp/reviews)
  - [Argo CD](https://www.g2.com/products/argo-cd/reviews)
  - [Asana](https://www.g2.com/products/asana/reviews)
  - [Azure](https://www.g2.com/products/hopem-azure/reviews)
  - [Azure DevOps Server](https://www.g2.com/products/azure-devops-server/reviews)
  - [Azure Pipelines](https://www.g2.com/products/azure-pipelines/reviews)
  - [Azure Portal](https://www.g2.com/products/azure-portal/reviews)
  - [Backstage](https://www.g2.com/products/backstage/reviews)
  - [Bitbucket](https://www.g2.com/products/bitbucket/reviews)
  - [BugSnag](https://www.g2.com/products/bugsnag/reviews)
  - [Buildkite](https://www.g2.com/products/buildkite-buildkite/reviews)
  - [Buildkite](https://www.g2.com/products/buildkite/reviews)
  - [Checkmarx](https://www.g2.com/products/checkmarx/reviews)
  - [Checkmarx Codebashing](https://www.g2.com/products/checkmarx-codebashing/reviews)
  - [CircleCI](https://www.g2.com/products/circleci/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)
  - [Claude for Slack](https://www.g2.com/products/claude-for-slack/reviews)
  - [ClickUp](https://www.g2.com/products/clickup/reviews)
  - [Codecov](https://www.g2.com/products/codecov/reviews)
  - [Confluence](https://www.g2.com/products/confluence/reviews)
  - [Confluence](https://www.g2.com/products/statpro-confluence/reviews)
  - [Copilot](https://www.g2.com/products/copilot-software-ltd-copilot/reviews)
  - [Coralogix](https://www.g2.com/products/coralogix/reviews)
  - [Cursor](https://www.g2.com/products/cursor/reviews)
  - [Datadog](https://www.g2.com/products/datadog/reviews)
  - [Dora Studio: Turn Your Ideas into Stunning Motion Graphics](https://www.g2.com/products/dora-studio-turn-your-ideas-into-stunning-motion-graphics/reviews)
  - [Dynatrace](https://www.g2.com/products/dynatrace/reviews)
  - [Firebender](https://www.g2.com/products/firebender/reviews)
  - [FireHydrant](https://www.g2.com/products/firehydrant-firehydrant/reviews)
  - [Gerrit](https://www.g2.com/products/gerrit/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)
  - [Google Calendar for Confluence](https://www.g2.com/products/google-calendar-for-confluence/reviews)
  - [Google Cloud APIs](https://www.g2.com/products/google-cloud-apis/reviews)
  - [Harness Platform](https://www.g2.com/products/harness-platform/reviews)
  - [incident.io](https://www.g2.com/products/incident-io/reviews)
  - [Jenkins](https://www.g2.com/products/jenkins/reviews)
  - [Jira](https://www.g2.com/products/jira/reviews)
  - [Jira Service Management](https://www.g2.com/products/jira-service-management/reviews)
  - [Kubernetes](https://www.g2.com/products/kubernetes/reviews)
  - [Kubernetes](https://www.g2.com/products/american-cloud-kubernetes/reviews)
  - [LaunchDarkly](https://www.g2.com/products/launchdarkly/reviews)
  - [Linear](https://www.g2.com/products/linear/reviews)
  - [Microsoft Entra ID](https://www.g2.com/products/microsoft-entra-id/reviews)
  - [Microsoft Outlook](https://www.g2.com/products/microsoft-outlook/reviews)
  - [Microsoft Teams](https://www.g2.com/products/microsoft-teams/reviews)
  - [New Relic](https://www.g2.com/products/new-relic/reviews)
  - [Opsgenie](https://www.g2.com/products/opsgenie/reviews)
  - [PagerDuty](https://www.g2.com/products/pagerduty/reviews)
  - [Rollbar](https://www.g2.com/products/rollbar/reviews)
  - [Rootly](https://www.g2.com/products/rootly/reviews)
  - [Sentry](https://www.g2.com/products/sentry/reviews)
  - [ServiceNow Cloud Management](https://www.g2.com/products/servicenow-cloud-management/reviews)
  - [ServiceNow IT Asset Management](https://www.g2.com/products/servicenow-it-asset-management/reviews)
  - [ServiceNow IT Service Management](https://www.g2.com/products/servicenow-it-service-management/reviews)
  - [Shortcut](https://www.g2.com/products/shortcut/reviews)
  - [Slack](https://www.g2.com/products/slack/reviews)
  - [Slack Connector for Jira](https://www.g2.com/products/slack-connector-for-jira/reviews)
  - [Snyk](https://www.g2.com/products/snyk/reviews)
  - [SonarQube](https://www.g2.com/products/sonarqube-2026-02-03/reviews)
  - [SonarQube](https://www.g2.com/products/kurian-sonarqube/reviews)
  - [SonarQube](https://www.g2.com/products/sonarqube/reviews)
  - [Sumo Logic](https://www.g2.com/products/sumo-logic/reviews)
  - [Vercel](https://www.g2.com/products/vercel/reviews)
  - [Windsurf](https://www.g2.com/products/exafunction-windsurf/reviews)
  - [Wiz](https://www.g2.com/products/wiz-chat-wiz/reviews)

## DX 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 DX Alternatives
  - [Jellyfish](https://www.g2.com/products/jellyfish-2025-10-22/reviews) - 4.5/5.0 (431 reviews)
  - [Swarmia](https://www.g2.com/products/swarmia/reviews) - 4.4/5.0 (301 reviews)
  - [LinearB](https://www.g2.com/products/linearb/reviews) - 4.6/5.0 (79 reviews)

