Best Software Development Analytics Tools

How Many Software Development Analytics Tools Products Does G2 Track?

Total Products under this Category: 107

Category Stats (Sep 2026)

  • Average Rating: 4.58/5 (↑0.01 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Megaladata (+0.29%) - Among all products in this category, Megaladata recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Software Development Analytics Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 3,100+ Authentic Reviews
  • 107+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Software Development Analytics Tools

G2 Grid® for Software Development Analytics Tools plotting products by satisfaction and market presence

Highlighted products: DX, Jellyfish, Oobeya, Harness Platform, ServiceNow DevOps, SonarQube, Swarmia, and Waydev.

Underlying data: [Grid® JSON](https://www.g2.com/categories/software-development-analytics-tools/grids.json?focus%5B%5D=dx-platform&focus%5B%5D=jellyfish-2025-10-22&focus%5B%5D=oobeya&focus%5B%5D=harness-platform&focus%5B%5D=servicenow-devops&focus%5B%5D=sonarqube&focus%5B%5D=swarmia&focus%5B%5D=waydev)

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 "culture fluff" 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&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'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.

Average Rating: 4.6/5.0

Total Reviews: 338

How Do G2 Users Rate DX?

  • Data Context: 8.6/10 (Category avg: 8.8/10)
  • Productivity Updates: 8.4/10 (Category avg: 8.9/10)
  • Analytics and Trends: 9.1/10 (Category avg: 9.0/10)
  • Ease of Admin: 8.8/10 (Category avg: 8.8/10)

Who Is the Company Behind DX?

  • Seller: DX
  • Company Website:
  • Year Founded: 2020
  • HQ Location: Salt Lake City, UT
  • Twitter: @DeveloperXM
    728 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    506 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Engineering Manager, Director of Engineering
  • Top Industries: Computer Software, Financial Services
  • Company Size: 68% Medium, 26% Large

What Do G2 Reviewers Say About DX?

AI-generated summary from verified user reviews

Pros
  • Users value the actionable insights provided by DX, aiding in performance analysis and informed decision-making across teams.
  • Users value the robust metrics analysis in DX, benefiting from ease of use and excellent integration options.
  • Users value the excellent team collaboration in DX, benefiting from strong support and expert guidance throughout the process.
  • Users highlight DX's flexibility and ease of integration, along with its powerful survey tools for insightful feedback.
  • Users highlight the increase in productivity that DX fosters through insights and dedicated support for efficiency initiatives.
Cons
  • Users are concerned about metrics issues with DX, citing potential misunderstandings and outdated information affecting decision-making.
  • Users report limited features in DX, which can hinder tailored customization and deeper insights for diverse teams.
  • Users report significant integration issues in DX, leading to fragmented experiences and incomplete feature setups.
  • Users find team management complex with DX, needing more guidance and support for effective implementation and adoption.
  • Users find the complex configuration of DX challenging, particularly for custom integrations and onboarding new teams.

What Are Recent G2 Reviews of DX?

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.

Average Rating: 4.5/5.0

Total Reviews: 430

How Do G2 Users Rate Jellyfish?

  • Data Context: 8.3/10 (Category avg: 8.8/10)
  • Productivity Updates: 8.5/10 (Category avg: 8.9/10)
  • Analytics and Trends: 8.9/10 (Category avg: 9.0/10)
  • Ease of Admin: 8.3/10 (Category avg: 8.8/10)

Who Is the Company Behind Jellyfish?

  • Seller: Jellyfish
  • Company Website:
  • Year Founded: 2017
  • HQ Location: Boston, Massachusetts
  • Twitter: @_jellyfish_co
    447 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    272 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Engineering Manager, Senior Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 66% Medium, 26% Large

What Do G2 Reviewers Say About Jellyfish?

AI-generated summary from verified user reviews

Pros
  • Users find the fantastic metrics in Jellyfish invaluable for tracking time and enhancing team efficiency.
  • Users value the enhanced team collaboration offered by Jellyfish, providing visibility and facilitating effective communication within engineering teams.
  • Users value the robust metrics analysis in Jellyfish, facilitating effective tracking and optimization of team performance.
  • Users value Jellyfish for its valuable insights and intuitive UI, enhancing visibility and performance tracking in engineering teams.
  • Users value the seamless tracking integration in Jellyfish, enhancing visibility into productivity and team dynamics effectively.
Cons
  • Users note that metrics issues hinder effectiveness, calling for more flexible dashboards and improved data accuracy.
  • Users face a steep learning curve with Jellyfish's data management and experience challenges in connecting and validating data.
  • Users find the lack of customization in Jellyfish a challenge, limiting flexibility in processes and reporting.
  • Users find the limited features of Jellyfish hinder their ability to fully leverage existing processes and metrics.
  • Users find the complex configuration of Jellyfish can be time-consuming and requires significant investment to set up properly.

What Are Recent G2 Reviews of Jellyfish?

Oobeya

Oobeya is a Software Engineering Intelligence Platform that helps software teams and engineering organizations understand and improve software delivery, engineering productivity, developer experience, software quality, and AI-assisted development. Oobeya connects data across the software development lifecycle, including source control, project management, CI/CD, code quality, testing, observability, and AI coding tools. It brings engineering metrics and context into one place so teams can identify bottlenecks, understand delivery performance, improve workflows, and make better engineering decisions. The platform includes development and pull request analytics, project delivery analytics, DORA metrics, engineering benchmarks, team health and insights, code quality and test analytics, resource allocation, and AI-assisted development analytics. Oobeya helps engineering teams analyze metrics such as cycle time, code review, delivery performance, quality, developer experience, and AI adoption alongside the systems and workflows that influence those outcomes. Oobeya can be used by individual software teams and scales to engineering organizations with thousands of developers. Enterprise capabilities include organization and team-level reporting, role-based access control, cloud and on-premises deployment options, and integrations with widely used SDLC tools.

Average Rating: 4.9/5.0

Total Reviews: 31

How Do G2 Users Rate Oobeya?

  • Data Context: 9.8/10 (Category avg: 8.8/10)
  • Productivity Updates: 9.8/10 (Category avg: 8.9/10)
  • Analytics and Trends: 9.8/10 (Category avg: 9.0/10)
  • Ease of Admin: 9.7/10 (Category avg: 8.8/10)

Who Is the Company Behind Oobeya?

  • Seller: Testinium
  • Year Founded: 2010
  • HQ Location: Istanbul, Kartal
  • Twitter: @testinium
    652 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    500 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Financial Services
  • Company Size: 48% Medium, 29% Small

What Do G2 Reviewers Say About Oobeya?

AI-generated summary from verified user reviews

Pros
  • Users value Oobeya for its effective issue identification, providing actionable insights and a comprehensive view of performance.
  • Users value the clear and automated view of key DORA metrics in Oobeya, enhancing data-informed performance discussions.
  • Users value the enhanced visibility Oobeya provides, making delivery data and team dynamics clear and actionable.
  • Users value the automated tracking in Oobeya, enhancing visibility and facilitating data-informed discussions across engineering teams.
  • Users value the enhanced productivity insights from Oobeya, offering a holistic approach to team performance and priorities.
Cons
  • Users note small UI issues that affect overall user-friendliness and can complicate feature discovery for new users.
  • Users feel that limited customization restricts their ability to tailor the platform to specific needs.
  • Users report complex configuration requirements with Oobeya, necessitating adjustments for smooth integration with custom Jira workflows.
  • Users find the user interface complex, making it challenging for new users to navigate Oobeya's extensive features.
  • Users experience a difficult learning curve with Oobeya's metrics, needing alignment on definitions for effective use.

What Are Recent G2 Reviews of Oobeya?

Harness Platform

Simplify your developer experience with the world's first AI-augmented software delivery platform. Upgrade your software delivery with Harness' innovative CI/CD, Feature Flags, Infrastructure as Code Management, and Chaos Engineering tools. We are a software delivery platform that helps developers and infrastructure engineers build and ship code for cloud and on-premise projects. We automate the continuous integration and continuous delivery (CI/CD) process to help teams build faster, ship more frequently, and improve quality, efficiency, and governance. We help companies in four key areas: Number one, we accelerate innovation through DevOps modernization. We provide an approach for software delivery that automates processes, reduces manual interventions, consolidates tools, and accelerates time-to-market for new products, features, and fixes. Number two, we improve developer experience. We give you the ability to attract, retain, and onboard high-caliber engineering talent while fostering a culture of continuous innovation and improvement. Number three, we secure software delivery. We give you the ability to integrate security into every phase of the SDLC. And last but not least is, we optimize cloud costs. We give you the ability to eliminate waste and to ensure that appropriate cloud resources are allocated at the right place at the right time.

Average Rating: 4.6/5.0

Total Reviews: 326

How Do G2 Users Rate Harness Platform?

  • Data Context: 10.0/10 (Category avg: 8.8/10)
  • Productivity Updates: 9.4/10 (Category avg: 8.9/10)
  • Analytics and Trends: 9.8/10 (Category avg: 9.0/10)
  • Ease of Admin: 8.7/10 (Category avg: 8.8/10)

Who Is the Company Behind Harness Platform?

  • Seller: Harness
  • Company Website:
  • Year Founded: 2018
  • HQ Location: San Francisco
  • Twitter: @HarnessWealth
    1,389 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,701 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Senior Software Engineer
  • Top Industries: Computer Software, Financial Services
  • Company Size: 41% Large, 40% Medium

What Do G2 Reviewers Say About Harness Platform?

AI-generated summary from verified user reviews

Pros
  • Users find the ease of use of Harness Platform essential for streamlining their development projects effectively.
  • Users highlight the easy integration and comprehensive documentation of Harness Platform, streamlining project implementation and feature management.
  • Users value the ease of managing feature flags across environments, enhancing flexibility and control in deployment.
  • Users appreciate the easy setup of Harness Platform, allowing quick implementation of feature flags and A/B testing.
  • Users find the easy integrations in Harness Platform enhance their workflow and improve productivity significantly.
Cons
  • Users note the missing features in Harness Platform, particularly regarding multiple filters and flexibility compared to other tools.
  • Users find the activation and deactivation clarity lacking, causing confusion in managing feature flags effectively.
  • Users express frustration over limited features, including SDK options and difficulties with traffic splitting and flag management.
  • Users note a steep learning curve with Harness Platform, requiring time to master its extensive features and tools.
  • Users criticize the poor UI of Harness Platform, finding it difficult to manage feature flags effectively.

What Are Recent G2 Reviews of Harness Platform?

What Are G2 Users Discussing About Harness Platform?

ServiceNow DevOps

ServiceNow DevOps is a comprehensive solution designed to bridge the gap between development and operations teams, enhancing collaboration and automating processes to accelerate software delivery. By integrating seamlessly with existing DevOps toolchains, it provides real-time visibility into each stage of the development lifecycle, from planning and coding to deployment. This integration enables organizations to streamline workflows, reduce manual tasks, and ensure compliance without compromising speed or quality. Key Features and Functionality: - Automated Change Management: Automatically creates and manages change requests within the development pipeline, reducing administrative overhead and expediting approvals. - Integration with DevOps Tools: Supports out-of-the-box integrations with popular tools such as Jira, GitHub, Bitbucket, and Jenkins, facilitating a cohesive development environment. - Real-Time Insights: Offers dashboards and analytics that provide visibility into development activities, enabling teams to monitor performance metrics and identify bottlenecks. - Enhanced Collaboration: Fosters better communication between development and operations teams by providing a unified platform for tracking and managing development processes. Primary Value and User Solutions: ServiceNow DevOps addresses the common challenges of siloed teams and fragmented processes by unifying development and operations within a single platform. It automates routine tasks, such as change approvals and ticketing, allowing developers to focus on innovation while maintaining compliance and governance standards. By providing end-to-end visibility and real-time insights, it empowers organizations to deliver high-quality software faster, adapt to market changes swiftly, and achieve continuous improvement in their development practices.

Average Rating: 4.5/5.0

Total Reviews: 34

How Do G2 Users Rate ServiceNow DevOps?

  • Data Context: 8.8/10 (Category avg: 8.8/10)
  • Productivity Updates: 8.9/10 (Category avg: 8.9/10)
  • Analytics and Trends: 8.7/10 (Category avg: 9.0/10)
  • Ease of Admin: 9.1/10 (Category avg: 8.8/10)

Who Is the Company Behind ServiceNow DevOps?

  • Seller: ServiceNow
  • Year Founded: 2004
  • HQ Location: Santa Clara, CA
  • Twitter: @servicenow
    55,548 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    35,081 employees on LinkedIn®
  • Ownership: NYSE:NOW

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 60% Large, 29% Medium

What Do G2 Reviewers Say About ServiceNow DevOps?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the user-friendly interface of ServiceNow DevOps, making integration and management tasks effortless.
  • Users value the automation capabilities of ServiceNow DevOps, significantly reducing manual tasks and enhancing efficiency.
  • Users value the automation efficiency of ServiceNow DevOps, significantly reducing manual tasks and streamlining processes.
  • Users appreciate the easy integrations with tools like Jenkins and GitHub, enhancing their CI/CD workflows effortlessly.
  • Users value the easy integration with various DevOps tools, enhancing their CI/CD pipeline and overall efficiency.
Cons
  • Users find the complex setup of ServiceNow DevOps challenging, particularly for small groups and new users.
  • Users find the difficult learning curve challenging, especially for small groups and those needing customizations.
  • Users find the pricing of ServiceNow DevOps to be expensive for small organizations, complicating initial deployment and usage.
  • Users find lack of customization challenging, leading to difficulties in utilizing some features effectively.
  • Users find the pricing issues challenging, particularly for smaller organizations with limited budgets and resources.

What Are Recent G2 Reviews of ServiceNow DevOps?

What Are G2 Users Discussing About ServiceNow DevOps?

SonarQube

Sonar, the industry standard for code verification and automated code review, helps reduce outages, improve security, and lower risks associated with AI and agentic coding. As an independent verification platform, Sonar enables organizations to securely develop at the speed of AI. Sonar is the foundation for high-performance software engineering, analyzing over 750 billion lines of code daily to ensure applications are secure, reliable, and maintainable. Rooted in the open source community, Sonar is trusted by 7M+ developers globally, including teams at ServiceNow, Booking.com, Deutsche Bank, AstraZeneca, and Ford Motor Company.

Average Rating: 4.4/5.0

Total Reviews: 150

How Do G2 Users Rate SonarQube?

  • Data Context: 7.5/10 (Category avg: 8.8/10)
  • Productivity Updates: 8.2/10 (Category avg: 8.9/10)
  • Analytics and Trends: 8.5/10 (Category avg: 9.0/10)
  • Ease of Admin: 8.5/10 (Category avg: 8.8/10)

Who Is the Company Behind SonarQube?

  • Seller: SonarSource Sàrl
  • Company Website:
  • Year Founded: 2008
  • HQ Location: Geneva, Switzerland
  • Twitter: @SonarSource
    10,913 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    973 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: DevOps Engineer, Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 42% Large, 40% Medium

What Do G2 Reviewers Say About SonarQube?

AI-generated summary from verified user reviews

Pros
  • Users value SonarQube for its ability to quickly flag code quality and security issues, ensuring a reliable codebase.
  • Users value the flexible issue filtering and prioritization features of SonarQube, enhancing team productivity and focus.
  • Users appreciate how SonarQube quickly flags code quality and security issues, ensuring a clean and reliable codebase.
  • Users appreciate the ease of use of SonarQube, finding integration and actionable feedback simple and effective.
  • Users appreciate the easy integrations with CI/CD tools, enhancing their workflow and improving code quality effectively.
Cons
  • Users face software bugs that lead to false positives, complicating the experience and requiring significant knowledge to manage.
  • Users find the complex configuration of SonarQube challenging, especially for beginners needing extensive knowledge.
  • Users encounter false positives that complicate usage, despite helpful tools for review and customization of analysis.
  • Users find SonarQube's complexity in configuration and excessive warnings can make it cumbersome to use.
  • Users find the complex setup of SonarQube time-consuming, requiring significant effort to configure and tune effectively.

What Are Recent G2 Reviews of SonarQube?

What Are G2 Users Discussing About SonarQube?

Swarmia

Swarmia is the software engineering intelligence platform that gives product and engineering leaders one place to see how their teams work, how they feel, and where the investment goes — and the tools to act on what they find. The platform is trusted by industry-leading companies of all sizes, including Lovable, Honeycomb, Engine, Bolt, and Miro. You’d never run production without monitoring. But for years, plenty of organizations ran engineering on gut feel and a few good-enough dashboards. That worked when you could keep the whole picture in your head. When AI tools are writing code faster than anyone can track by intuition, it doesn’t anymore. Swarmia brings four things together on one org structure and one data model: engineering metrics, AI adoption and impact, developer experience surveys, and software capitalization. One source of truth instead of a productivity tool, a survey tool, and a capitalization spreadsheet that never talk to each other. Most teams have rolled out Copilot, Cursor, Codex, and Claude Code, but far fewer can say what they’re getting for it. Swarmia brings every AI tool into one view — who has access, who’s using it and how, and what it costs — so you can spot unused licenses, find the teams getting real value, and connect AI spend to the work it supported. Adoption is only half the story, though. Swarmia also measures how effectively your teams turn ideas into working software with research-backed metrics, including DORA. Working agreements, automated signals, and Slack and Teams notifications turn metrics into real behavior change — not dashboards nobody checks. From there, Swarmia keeps a clear line from effort to value. You can see where engineering time is actually going, and whether your biggest projects are on track early enough to do something about it. It also makes software capitalization a few clicks instead of a quarterly fire drill, with audit-ready reports in minutes and an FTE model defensible enough for Big Four auditors. And because numbers don't tell you what it's like to work in your organization, developer experience surveys ask the questions only engineers can answer, then hand back a heatmap by team and a prioritized action plan. We believe engineering improvement happens when you fix the system people work in, not when you measure individuals harder. Most tools in this space are built top-down, for leadership reporting. Swarmia’s roots are in helping teams get better, so it's built for the people doing the work as much as the people reporting on it. Because it's transparent by design — most of the data is visible to everyone, from ICs to the CTO — engineers see it as a tool to improve their own work, not a way to be watched. The result is cross-domain insights no single-purpose tool can offer, on one platform with one setup. Your gut feeling had a good run. Swarmia is engineering intelligence you can trust.

Average Rating: 4.4/5.0

Total Reviews: 311

How Do G2 Users Rate Swarmia?

  • Data Context: 8.3/10 (Category avg: 8.8/10)
  • Productivity Updates: 8.6/10 (Category avg: 8.9/10)
  • Analytics and Trends: 8.8/10 (Category avg: 9.0/10)
  • Ease of Admin: 8.8/10 (Category avg: 8.8/10)

Who Is the Company Behind Swarmia?

  • Seller: Swarmia
  • Company Website:
  • Year Founded: 2019
  • HQ Location: New York, NY
  • Twitter: @SwarmiaHQ
    271 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    63 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, CTO
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 50% Small, 41% Medium

What Do G2 Reviewers Say About Swarmia?

AI-generated summary from verified user reviews

Pros
  • Users value the rich metrics and integrations Swarmia offers, enhancing productivity and team collaboration seamlessly.
  • Users value the metrics analysis in Swarmia, enabling effective team performance tracking and insightful dashboards.
  • Users value Swarmia for its ability to provide comprehensive insights into team collaboration and performance metrics.
  • Users praise the ease of use of Swarmia, finding it intuitive for tracking progress and onboarding quickly.
  • Users praise Swarmia's easy setup, allowing seamless integration with GitHub and Jira for quick performance insights.
Cons
  • Users find metrics issues in Swarmia, highlighting the need for better separation and customization of performance metrics.
  • Users find the lack of customization in Swarmia limits their ability to set specific team targets effectively.
  • Users note the limited features of Swarmia, particularly around integrations and documentation, impacting usability and flexibility.
  • Users highlight missing features in Swarmia, seeking better metric separation, enhanced notifications, and improved integrations.
  • Users face integration issues with Swarmia, complicating workflows and limiting the system's overall adaptability.

What Are Recent G2 Reviews of Swarmia?

What Are G2 Users Discussing About Swarmia?

Waydev

Waydev is the leading Software Engineering Intelligence platform, trusted by Fortune 500 companies to measure engineering performance and accelerate delivery. We go beyond basic DORA metrics by providing over 130+ actionable insights across productivity, quality, DevOps performance, process hygiene, and team health. Our platform integrates seamlessly with Git, Jira, and CI/CD tools, giving engineering leaders full visibility into how their teams deliver software. With predictive analytics, benchmarking, and AI-powered recommendations, Waydev helps organizations improve velocity, reduce bottlenecks, and align engineering with business outcomes. Founded in 2017 and backed by Y Combinator, Waydev is the only scalable solution built for enterprises that need reliable, data-driven insights into software delivery. Companies like American Express, Dropbox, and Citibank trust Waydev to turn engineering data into business impact.

Average Rating: 4.7/5.0

Total Reviews: 61

How Do G2 Users Rate Waydev?

  • Data Context: 9.3/10 (Category avg: 8.8/10)
  • Productivity Updates: 9.4/10 (Category avg: 8.9/10)
  • Analytics and Trends: 9.2/10 (Category avg: 9.0/10)
  • Ease of Admin: 9.1/10 (Category avg: 8.8/10)

Who Is the Company Behind Waydev?

  • Seller: Waydev
  • Company Website:
  • Year Founded: 2017
  • HQ Location: San Francisco, California
  • Twitter: @waydevco
    194 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    40 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CTO
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 67% Small, 26% Medium

What Do G2 Reviewers Say About Waydev?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the smoother integration process of Waydev with existing tools, enhancing team performance insights.
  • Users value the seamless team collaboration facilitated by Waydev for enhanced visibility and insights into performance.
  • Users value the comprehensive metrics analysis of Waydev, enhancing visibility into engineering performance and operations.
  • Users value Waydev for its clear visibility into engineering performance, offering actionable insights and easy integration.
  • Users value Waydev for its clear visibility into engineering performance, enhancing productivity and decision-making efficiency.
Cons
  • Users find the metrics issues in Waydev overwhelming, leading to a cluttered interface and less useful insights.
  • Users find the individual developer metrics clutter the interface and are deemed not very useful for their needs.
  • Users feel that access control needs improvement, especially requiring updates and better adherence to industry standards.
  • Users find that dashboard issues hinder flexibility and complicate the overall Developer Experience with overwhelming metrics.
  • Users find that the difficult learning curve with Waydev can hinder efficient usage and productivity.

What Are Recent G2 Reviews of Waydev?

What Are G2 Users Discussing About Waydev?

LinearB

LinearB is the pioneer and leader in Software Engineering Intelligence (SEI) platforms for the modern enterprise. Over 3,000 engineering leaders worldwide trust LinearB to boost team productivity, improve developer experience, and predictably deliver mission-critical projects. LinearB’s SEI+ platform enables teams to translate insights from engineering data into powerful workflow automations. The result is scalable, change-resilient engineering operations with full visibility into business impact. To learn more, visit www.linearb.io

Average Rating: 4.6/5.0

Total Reviews: 79

How Do G2 Users Rate LinearB?

  • Data Context: 8.6/10 (Category avg: 8.8/10)
  • Productivity Updates: 8.5/10 (Category avg: 8.9/10)
  • Analytics and Trends: 9.0/10 (Category avg: 9.0/10)
  • Ease of Admin: 8.2/10 (Category avg: 8.8/10)

Who Is the Company Behind LinearB?

  • Seller: LinearB
  • Year Founded: 2018
  • HQ Location: Los Angeles , California
  • Twitter: @LinearB_Inc
    798 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    116 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CTO
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 60% Medium, 30% Small

What Do G2 Reviewers Say About LinearB?

AI-generated summary from verified user reviews

Pros
  • Users value the exceptional customer support from LinearB, which guarantees smooth implementation and ongoing optimization.
  • Users value the detailed statistics provided by LinearB, enabling deep insights and informed decision-making.
  • Users appreciate the comprehensive SEI platforms of LinearB, providing unmatched insights that drive productivity and innovation.
  • Users highly value the in-depth insights from LinearB, which greatly enhance productivity and drive innovation.
  • Users value the unparalleled insights from LinearB, greatly enhancing productivity and optimizing software engineering processes.
Cons
  • Users experience occasional visual bugs in LinearB, which can disrupt their overall experience despite its effectiveness.
  • Users experience occasional visual issues in LinearB, which can detract from the overall user experience.

What Are Recent G2 Reviews of LinearB?

What Are G2 Users Discussing About LinearB?

Port

Port is the Agentic SDLC Platform helping industry leaders like GitHub, Visa, and PwC move to autonomous engineering. Developers and agents collaborate on a shared foundation of unified data and centralized visibility across existing tools. The platform provides the context lake, workflow orchestration, agent management, and governance that teams need to enable AI-SDLC - improving software delivery without losing control.

Average Rating: 4.4/5.0

Total Reviews: 40

How Do G2 Users Rate Port?

  • Data Context: 8.0/10 (Category avg: 8.8/10)
  • Productivity Updates: 8.0/10 (Category avg: 8.9/10)
  • Analytics and Trends: 7.1/10 (Category avg: 9.0/10)
  • Ease of Admin: 8.4/10 (Category avg: 8.8/10)

Who Is the Company Behind Port?

  • Seller: Port
  • Company Website:
  • Year Founded: 2022
  • HQ Location: Tel Aviv, Israel
  • LinkedIn® Page: www.linkedin.com
    546 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Financial Services
  • Company Size: 63% Medium, 33% Large

What Do G2 Reviewers Say About Port?

AI-generated summary from verified user reviews

Pros
  • Users praise the simple and intuitive user interface of Port, enhancing teamwork and facilitating seamless onboarding.
  • Users appreciate the flexibility of Port, enabling tailored data models and seamless AWS integration.
  • Users value the easy and complete customization of Port, enabling tailored solutions for their organizations' needs.
  • Users love the ease of use of Port, benefiting from its intuitive UI and simple self-service actions.
  • Users appreciate the easy integrations with AWS and other features that enhance flexibility and user-friendliness.
Cons
  • Users face integration issues, citing bugs, missing features, and lack of intuitive UI, complicating their experience.
  • Users struggle with poor documentation, making features difficult to use and increasing time spent on setup.
  • Users experience slow performance with Port, affecting scalability and overall efficiency during usage.
  • Users find the complex configuration frustrating, especially with limited documentation and excessive options leading to confusion.
  • Users find the limited customization options frustrating, as it restricts their ability to personalize the UI.

What Are Recent G2 Reviews of Port?

Typo

Typo is an AI-powered software engineering intelligence platform that gives engineering leaders real-time visibility into what's actually happening across their SDLC — and what to do about it. From a single platform, engineering teams can track DORA metrics and delivery health, measure the real impact of AI coding tools like Cursor, and Claude Code, run AI code reviews on every pull request, monitor R&D investment allocation, and measure developer experience through anonymous surveys. Typo connects to your existing stack — GitHub, GitLab, Bitbucket, Jira, Linear, and CI/CD tools — in 60 seconds. No complex onboarding. Used by 1,000+ engineering teams globally. 15M+ pull requests processed. Featured in Gartner's Market Guide for Software Engineering Intelligence Platforms.

Average Rating: 4.6/5.0

Total Reviews: 150

How Do G2 Users Rate Typo?

  • Data Context: 8.5/10 (Category avg: 8.8/10)
  • Productivity Updates: 8.6/10 (Category avg: 8.9/10)
  • Analytics and Trends: 8.8/10 (Category avg: 9.0/10)
  • Ease of Admin: 8.8/10 (Category avg: 8.8/10)

Who Is the Company Behind Typo?

  • Seller: Typo
  • Year Founded: 2020
  • HQ Location: Dover, US
  • Twitter: @Typoapp_
    66 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    76 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Senior Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 47% Medium, 43% Small

What Do G2 Reviewers Say About Typo?

AI-generated summary from verified user reviews

Pros
  • Users value the insightful productivity metrics of Typo, enhancing team performance and streamlining workflows effectively.
  • Users value the easy-to-use metrics analysis in Typo, enabling quick learning and effective team performance tracking.
  • Users appreciate the powerful AI-driven features of Typo for managing productivity and improving code quality effortlessly.
  • Users value Typo for its highly valid recommendations that enhance code readability and simplify review processes.
  • Users value the clear, actionable insights from Typo that enhance team performance and improve code quality efficiently.
Cons
  • Users find the complex configuration process frustrating, especially during onboarding and due to quality issues.
  • Users experience bug issues with Typo, but the team is responsive and quick to resolve them.
  • Users express frustration with the lack of customization options in Typo, limiting adaptability to unique team workflows.
  • Users note the limited features of Typo, particularly in customization and mobile access, impacting usability for diverse teams.
  • Users express concerns about the lack of customization and mobile app functionality, limiting effectiveness for their unique workflows.

What Are Recent G2 Reviews of Typo?

Hivel

Hivel is the only AI-native Software Engineering Intelligence platform built for the AI+human era. Trusted by 750+ engineering teams across public listed companies, high-growth startups and unicorns, Hivel transforms how engineering leaders measure, optimize, and scale their organizations. With AI-powered insights into productivity, quality, and AI tool adoption & ROI, Hivel makes decision-making effortless—helping leaders unlock their teams’ full potential while proving the business value of every investment. Unlike traditional analytics, Hivel correlates data across all your development tools, from code to deployment, eliminating manual inputs and surfacing outcome-driven, team-based metrics that matter. Recognized as the “Software Development Analytics Platform of the Year 2025” by CIO Review magazine, Hivel is also the easiest-to-use platform in its category, designed by and for engineering leaders to deliver tangible ROI, process excellence, and flawless execution at scale.

Average Rating: 4.7/5.0

Total Reviews: 118

How Do G2 Users Rate Hivel?

  • Data Context: 9.1/10 (Category avg: 8.8/10)
  • Productivity Updates: 9.3/10 (Category avg: 8.9/10)
  • Analytics and Trends: 9.4/10 (Category avg: 9.0/10)
  • Ease of Admin: 9.4/10 (Category avg: 8.8/10)

Who Is the Company Behind Hivel?

  • Seller: Hivel
  • Year Founded: 2021
  • HQ Location: San Francisco, US
  • Twitter: @hivelai
    30 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    44 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Financial Services
  • Company Size: 36% Small, 32% Medium

What Do G2 Reviewers Say About Hivel?

AI-generated summary from verified user reviews

Pros
  • Users value the enhanced team collaboration features of Hivel, enabling insightful metrics and effective conversations.
  • Users find Hivel's metrics analysis capabilities invaluable, offering deep insights and bridging team conversations effectively.
  • Users value Hivel's insightful dashboards for effectively tracking code review metrics and improving team engagement.
  • Users find Hivel's intuitive design outstanding, enhancing productivity with seamless integrations and a clean interface.
  • Users value the clarity and insights Hivel provides, greatly enhancing team productivity and streamlining workflows.
Cons
  • Users experience limited customization in Hivel, affecting adaptability and the ability to tailor workflows effectively.
  • Users face metrics issues in Hivel, making it challenging to efficiently compare employees and provide meaningful feedback.
  • Users note a difficult learning curve for new users, with overwhelming metrics and a need for better onboarding.
  • Users find the lack of customization options in Hivel limits their ability to tailor the tool to their needs.
  • Users report encountering occasional bugs with Hivel, but timely fixes help mitigate their impact.

What Are Recent G2 Reviews of Hivel?

DevDynamics

DevDynamics is a Software Engineering Intelligence Platform that boosts team performance with advanced analytics, smart reporting and workflows. DevDynamics integrates with your existing tech-stack to provide real-time insights into code quality, project velocity, and team dynamics, enabling engineering leaders to ship faster,optimise workflows and reduce technical debt.

Average Rating: 4.7/5.0

Total Reviews: 75

How Do G2 Users Rate DevDynamics?

  • Data Context: 9.1/10 (Category avg: 8.8/10)
  • Productivity Updates: 9.2/10 (Category avg: 8.9/10)
  • Analytics and Trends: 9.1/10 (Category avg: 9.0/10)
  • Ease of Admin: 9.7/10 (Category avg: 8.8/10)

Who Is the Company Behind DevDynamics?

Who Uses This Product?

  • Who Uses This: Senior Software Engineer
  • Top Industries: Computer Software, Financial Services
  • Company Size: 53% Medium, 37% Small

What Do G2 Reviewers Say About DevDynamics?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the real-time visibility into engineering metrics, enhancing performance tracking and insights effectively.
  • Users appreciate the easy tracking and insights from DevDynamics, streamlining performance management without added complexity.
  • Users value the issue lifecycle feature of DevDynamics, enhancing clarity in identifying bottlenecks efficiently.
  • Users value the real-time visibility into engineering metrics, enhancing project management and productivity with ease.
  • Users value the real-time visibility DevDynamics provides, enabling quick insights into engineering metrics and team efficiency.
Cons
  • Users find that the metrics issues increase cognitive load, hindering new user exploration and managing user information effectively.
  • Users find the complex configuration challenging, especially during setup and customization of dashboards for workflows.
  • Users find the UI complex initially, suggesting improvements for easier navigation and onboarding experience.
  • Users find dashboard issues arise from complex designs and setup challenges, hindering ease of use for new users.
  • Users struggle with a difficult learning curve due to the cluttered UI and onboarding challenges, especially for newcomers.

What Are Recent G2 Reviews of DevDynamics?

Faros.ai

Faros helps improve engineering productivity and the developer experience. We provide solutions for AI Copilot Impact, Engineering Productivity, DORA Metrics, Developer Experience, and more. With no prerequisites to refactor or standardize data in advance, Faros AI analyzes task, deployment, quality, incident, security, org structure, and developer survey data from over 100 SaaS tools and custom data sources. The platform’s Lighthouse AI features leverage statistical analysis, machine learning, and GenAI to deliver critical insights, identify friction and root causes, and suggest team-tailored recommendations. Faros users can build custom metrics, dashboards, and reports to support unique needs, recurring operational cadences, and impromptu business analysis.

Average Rating: 4.8/5.0

Total Reviews: 11

How Do G2 Users Rate Faros.ai?

  • Data Context: 8.7/10 (Category avg: 8.8/10)
  • Productivity Updates: 9.3/10 (Category avg: 8.9/10)
  • Analytics and Trends: 10.0/10 (Category avg: 9.0/10)
  • Ease of Admin: 9.2/10 (Category avg: 8.8/10)

Who Is the Company Behind Faros.ai?

  • Seller: Faros.ai
  • Company Website:
  • Year Founded: 2019
  • HQ Location: San Francisco Bay Area
  • LinkedIn® Page: www.linkedin.com
    58 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 45% Medium, 36% Large

What Do G2 Reviewers Say About Faros.ai?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the centralized data analytics of Faros.ai, simplifying productivity tracking and report creation.
  • Users praise the amazing customer support of Faros.ai, highlighting how it effectively resolves issues and aids setup.
  • Users appreciate the extensive customization options of Faros.ai, allowing tailored solutions for their specific needs.
  • Users enjoy the impressive variety of data visualizations in Faros.ai, enhancing their analysis and reporting capabilities.
  • Users commend the management efficiency of Faros.ai, enabling streamlined insights and data-driven decision-making across teams.
Cons
  • Users find Faros configuration complex, especially in representing organizational structures, but support is helpful in resolving issues.
  • Users find the difficult learning aspect of Faros.ai challenging, especially with its moderate learning curve and load times.
  • Users find the learning curve steep, requiring significant time to become proficient with Faros.ai.
  • Users find the steep learning curve of Faros.ai to be challenging, requiring significant time for effective adaptation.

What Are Recent G2 Reviews of Faros.ai?

Allstacks

Allstacks is the product definition and intelligence layer for product and engineering teams to plan, manage, measure, and optimize their software factories. The platform creates rich context from your customer voice, codebase, and delivery history and provides purpose-built product and engineering agents to turn ideas into dev-ready specs, faster and cheaper. THE PROBLEM AI made producing output cheap, which moved the constraint onto the judgment calls around it. Those calls decide what to build, whether it will land, and what it costs, and they run on the causal links between strategy, requirements, tickets, commits, and the sprint that ships them. No tool in your stack stores those links. Connect your tools, point an LLM at them, and you get the data in one place without the connective tissue. Agents burn tokens circling it, hallucinate to fill the gaps, and build the wrong thing you then have to rework. The costs: Product managers piece together scattered context and cannot define work fast enough. Delivery leaders run on lagging signals and get blindsided after it's more expensive to fix. Finance estimates capitalizable work from data nobody trusts. WHAT ALLSTACKS OFFERS Allstacks consists of three core products that operate on one Context Graph. Product Studio serves as a collaborative workspace where teams can refine ideas and break them down into actionable tasks, supported by adversarial AI reviewers that assess readiness across multiple disciplines. Software Engineering Intelligence acts as a delivery layer, continuously monitoring and analyzing delivery risks, team performance, and the impact of AI coding tools. Lastly, Software Cost Capitalization automates the classification of development activities, generating finance-ready reports that align with capitalization rules without requiring timesheets. This comprehensive approach ensures that every score, recommendation, and report is backed by verifiable work items, enhancing accountability during leadership reviews and audits. Every score, recommendation, and report cites the work items, commits, and documents behind it, so the answer holds up in a leadership review or an audit. What customers have measured: - PACT creates sharper product plans 4x faster than a Claude and MCP setup - Progress Software cut cycle time by a third across 40 teams and pull-request response time by 25%. - ndustrial tripled developer velocity and saved 120 hours a quarter on reporting. - Enverus cut capitalization prep time by 70% and removed 90% of the manual effort behind the reports. The result is one account of AI-accelerated development that product, engineering, and finance can all work from. KEY USE CASES - Take an idea to a dev-ready spec: Stress-test and iterate on an idea, then decompose it into scoped epics and tickets grounded in your codebase, customer voice, and delivery history. - Score work for engineering readiness: Adversarial reviewers surface feasibility, security, and scope questions ahead of refinement rather than during it. - Manage all aspects of delivery risk: Surface delays, blocked dependencies, and readiness gaps before they escalate into missed commitments or production incidents. - Improve engineering performance: Measure against industry-standard benchmarks and get recommended optimizations from workflow analysis. - Measure AI coding impact: Track adoption and the real delivery effect of tools like GitHub Copilot and Cursor across engineering teams. - Align engineering investment and focus to initiatives: Compare the initiatives you planned against where engineering time actually went. - Automate software R&D capitalization reporting: Generate audit-ready documentation from actual engineering activity, removing timesheet overhead. - Measure developer productivity and experience: Team-level flow, quality, and survey data. Allstacks measures how work moves through your system, not how individuals spend their day. ALLSTACKS CORRELATES DATA ACROSS YOUR STACK 30+ tools across the PDLC and SDLC: - Project and work management: Jira, Jira Align, Azure Boards, Linear, ServiceNow - Source control: GitHub, GitLab, Bitbucket, Azure DevOps - CI/CD: Jenkins, CircleCI, GitHub Actions, Azure Pipelines, GitLab CI/CD, Bitbucket Pipelines, plus hundreds more via webhooks - Documentation: Confluence - Collaboration: Slack, Microsoft Teams, Google Calendar - AI coding tools: GitHub Copilot, Cursor - Spec export targets: Jira, Linear, Azure DevOps, GitHub, GitLab, Cursor, Claude Code, GitHub Copilot Most teams connect their tools and normalize data, with first insights within 48 hours. The platform is SOC 2 Type II certified and offers both multi-tenant (US/EU) and single-tenant deployment options with SSO/SAML support. Allstacks keeps no parallel store of your code and does not train on your data. Trusted by product and engineering organizations including NatWest, Progress Software, RealPage, Bright Horizons, Cribl, Intapp, Alkami, CloudPay, iCIMS, and Enverus.

Average Rating: 4.5/5.0

Total Reviews: 57

How Do G2 Users Rate Allstacks?

  • Data Context: 8.6/10 (Category avg: 8.8/10)
  • Productivity Updates: 8.9/10 (Category avg: 8.9/10)
  • Analytics and Trends: 8.7/10 (Category avg: 9.0/10)
  • Ease of Admin: 8.8/10 (Category avg: 8.8/10)

Who Is the Company Behind Allstacks?

  • Seller: Allstacks
  • Company Website:
  • Year Founded: 2017
  • HQ Location: Raleigh, NC
  • LinkedIn® Page: www.linkedin.com
    48 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 53% Medium, 28% Large

What Do G2 Reviewers Say About Allstacks?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the quick and helpful customer support from Allstacks, enhancing their overall user experience.
  • Users value the intuitive dashboards of Allstacks, which simplify project tracking and enhance team performance insights.
  • Users highly value the actionable insights from Allstacks, enhancing software delivery and team performance effectively.
  • Users find Allstacks to be easy to use and intuitive, streamlining project management in one unified platform.
  • Users value the clear insights and integrations of Allstacks that enhance understanding of software delivery.
Cons
  • Users find the complex configuration challenging during initial setup, affecting their ability to quickly utilize Allstacks.
  • The difficult setup of Allstacks can complicate initial use despite helpful customer support during the process.
  • Users find the complex user interface overwhelming during setup, with too many integrations and metrics to navigate.
  • Users find connectivity issues frustrating, as daily data syncing delays accuracy in tracking changes effectively.
  • Users find the dashboard setup overwhelming, needing more clarity and customization for optimal use and efficiency.

What Are Recent G2 Reviews of Allstacks?

What Are G2 Users Discussing About Allstacks?

Adam Crivello
AC
Researched and written by Adam Crivello
Updated October 3, 2024