Software Development Lifecycle Analytics Tools – Top 7 Tools For Modern Teams
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Software Development Lifecycle Analytics Tools – Top 7 Tools For Modern Teams

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Software development analytics tools are something every modern team needs. They serve a wide array of functions. On the one hand, they help teams stay on track with their work, making sure they deliver on schedule. On the other hand they help with raising the visibility of the work they do. It’s one thing for people inside your team know you deliver. It’s another for people outside to know how much you do exactly.  

This holds true for engineering managers as well. It’s one thing for you to know how well your team is performing, it’s another for you to showcase how effective your team is to your peers and to the executive team.

Perhaps the most useful feature of software analytics tools is the ability to more accurately predict how long a process will take your team to complete. Often, predictions are based on little to no data; solely on a gut feeling. Needless to say, such forecasts are usually quite inaccurate.

The best aspect of all of these tools is that they all work pretty much without any manual action. You set up the integration, you set up the analytics tool, and it’s done.

Below, you will find a list of 7 tools for better visibility into your software development processes.

Code Climate Velocity

Code Climate Velocity is a development analytics tool that combines the data from your DevOps workflows and your issue tracking software repositories to gain insights “that drive engineering operations from standups to board meetings.” The tool allows you to refine workflows, set concrete goals, and identify development opportunities.

Crucially, one of the aspects of the tool is the better management of your distributed teams. You will be able to “track progress” and “spot bottlenecked work”, “[g]ain end-to-end visibility into your entire development pipeline”, and “enable professional development with data-driven coaching.“

Lastly, the company claims you will be able to ship software 30% faster.

Code Climate Velocity Pros

  • Custom trends and dashboards
  • Utilization of industry benchmarks
  • Risk alerts in real-time
  • Compile data about code quality and development velocity
  • Functionality for hybrid teams

Code Climate Velocity Cons

  • Pricey
  • No GitLab integration
  • Harder to set up
  • Relatively few integrations


LinearB is a tool for tracking your development team’s performance. It allows you to analyze the system to track your developer's performance, identify bottlenecks, and notify members of the team whether they are delivering on their goals and their commitments. The team leaders also get a hand when planning – by improving the accuracy of the process.

Interestingly, LinearB clearly outlines, that their tool is not for everyone – they even have a dedicated “Anti-FAQ.”

Crucially, it integrates with a number of tools wherever your team is already using, such as Jira, Slack, Microsoft Teams, but also GitHub, Bitbucket, and GitLab.

LinearB Pros

  • Integrates with other tracking platforms
  • Freemium version up to 8 developers
  • Detects high-risk engineering problems
  • Rich integrations
  • Automating continuous improvement workflows

LinearB Cons


Codacy is an automated code analysis and quality tool that runs through several programming languages and multiple tools to analyze software quality comprehensively. The tool helps identify security, duplication, complexity, coverage, and code style issues. recognized the solution as a High Perfomer in the summer of 2022.

Codacy Pros

  • Automatic update of code ratings
  • Multiple languages supported (more than 40)
  • Nice user interface and dashboard
  • High rating
  • Great GitHub integration

Codacy Cons

  • Lacks code quality customization in some instances
  • False positives
  • No Monorepos support
  • It’s not possible to ignore some rules, which is helpful when using the tool in tandem with another one


Jellyfish is a tool designed to provide you with a complete understanding of the value your product provides. It gives you full visibility of how your engineering work aligns with your business goals, and not only that. It helps to showcase how your engineering team create value and deliver business results.

Jellyfish Pros

  • Integration with Google Sheets
  • Plug and Play
  • Tracking spend on e.g. technical debt
  • Does not require any self-reported data
  • Provides an overall perspective of engineering activity
  • Creates visualizations of data for management and leadership
  • Allows an organization to monitor investment across maintenance, commits and growth

Jellyfish Cons

  • Lacks reports for Engineering Managers
  • It does not allow custom reporting
  • Cluttered UI
  • Possesses a steep learning curve which requires some personal study
  • More focused on project management than DevOps and coding activities
  • No Custom Reports  


Allstacks provides insight into team performance and project status, helping prioritize development efforts. The tool offers intelligent forecasting, analyzing the whole system development life cycle (SDLC) and identifying risks. It can provide comprehensive analytics for reports, covering over 100+ engineering metrics, and also includes many shareable dashboards.

Allstacks Pros

  • Emphasizes security
  • Aggregates data
  • Easy to integrate with other tools
  • The portfolio view
  • A superb customer support team

Allstacks Cons

  • Starts at $400 per contributor
  • Integration with Jira needs more love


With some of the biggest companies using Haystack, you can’t go wrong with picking it. The tool is an easy one with a simple configuration. It lets your teams measure performance based on a git integration.

The tool reports on the DORA metrics:

  • Software Delivery Lead Time
  • Deployment Frequency
  • Mean Time To Restore
  • Change Failure Percentage

Haystack Pros

  • Accessible pricing
  • Simple configuration
  • Customers report great Slack customer support

Haystack Cons

  • Not comprehensive enough for those needing laser-precision
  • Slow interface
  • Few integrations


Waydev is a tool that impresses with the number of features and use cases. It lets modern Managers to manage their teams in a modern, data-driven way. If the impressive number of features was not enough, there are constantly new ones getting added to the site: making the tool a solid recommendation from us.

Waydev Pros

  • A huge number of features
  • Many use cases
  • Easy set up
  • Reviewers of the tool sometimes report no dislikes
  • Does not require any additional effort from users

Waydev Cons

  • Pricey, the tool starts at $449 with 50 repositories, and 6 months of data availability
  • Complex interface


Software engineering analytics, and software development analytics are serious products bringing real value. Whether you use them as an software engineering manager or as a software engineer, you are bound to get better visibility, appreciation of your work, and better estimates for the future to help keep executives’ expectations realistic.  

Above, we have showcased 7 different tools, from comprehensive and pricey, to simple and cheaper. Which one are you using? Which one do you want to try? Let us know!  

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