Home Engineering Performance Tips for implementing DORA metrics and how Pulse can help

Tips for implementing DORA metrics and how Pulse can help




DORA (DevOps Research and Assessment) metrics are a powerful way to measure the performance of software delivery organizations. By tracking key metrics such as deployment frequency, lead time for changes, time to recover, and change failure rate, organizations can identify areas for improvement, set goals, and drive continuous improvement.

But implementing DORA metrics can be a complex process. To be effective, organizations need to ensure that they’re collecting accurate and reliable data and using it to inform decision-making. This post will explore tips for implementing DORA metrics in your organization and how Codacy Pulse can help.

What are the 4 DORA metrics?

The purpose of DORA metrics is to help organizations improve the efficiency and effectiveness of their software delivery processes. Engineering leaders commonly use the four key DORA metrics to measure engineering performance:

  • Deployment frequency: how often your organization completes a deployment to production; it’s a measure of how often you release new code.
  • Lead time for changes: how long it takes for a commit to get into production; it’s a measure of how quickly you can deliver changes to customers.
  • Time to recover: how long does it take your organization to recover from a failure or outage; it’s a measure of how resilient your systems are.
  • Change failure rate: percentage of deployments causing a failure or outage; it’s a measure of the reliability of your software.

It all starts with good data collection and analysis

Accurate and reliable data is the foundation of any successful DORA metrics implementation. Without it, you won’t be able to make informed decisions or measure progress accurately. 

There are a number of tools and systems available to help automate data collection for DORA metrics. These include monitoring and log analysis tools, as well as integrations with popular project management and version control systems. It’s important to choose the right tools for your organization’s needs, and to ensure that they are properly configured and maintained.

Collect reliable data with Codacy Pulse

Codacy Pulse supports the continuous improvement of your engineering teams with data-driven insights on delivering quality faster.

To get reliable data and calculate all the DORA metrics, you just need to complete the following main steps to set up Pulse and collect information from key events of your particular software development workflow:

  1. Create your organization on Pulse. Your organization on Pulse will aggregate and present all information relevant to your software development workflow.
  2. Push data to Pulse. Send data about the key events in your software delivery workflow to feed the Pulse dashboards in real-time.
  3. Share access with teammates. Invite your teammates to your Pulse organization to share access to the dashboards and metrics.
Pulse add organization
Codacy Pulse – Create your organization

And that’s it! With our one-click integration, you’re ready to start collecting data in no time.

Analyze your data with dashboards and visualization tools

Once you have your data, it’s crucial to analyze it in a meaningful and actionable way. 

Dashboards and visualization tools can be helpful for this purpose, as they allow you to see trends and patterns over time. It’s also important to set up alerts or notifications for key metrics, so you can quickly identify and address any issues as they arise.

Pulse dashboard
Codacy Pulse’s dashboard

Overall, effective data collection and analysis is a key factor in the success of DORA metrics. You can drive continuous improvement by ensuring that you are collecting accurate and reliable data and using it to inform decision-making.

Track the impact of changes with Notes (new feature 🎉)

Changes in your organization’s internal or external environment can impact your software delivery process. For example, changes in the team structure, adoption of new working processes, or major events affecting the system stability might impact your teams’ performance.

That’s why we’re introducing Notes to Codacy Pulse. Notes are an easy way to annotate actions or events that took place on a specific date and correlate them with Engineering productivity metrics. All the Notes will be visible on your organization’s dashboards.

Pulse Notes card
Codacy Pulse – Notes card

How can your Engineering team use Notes?

  • To keep track of your continuous improvement journey, visualize actions and their impact.
  • In a retrospective meeting, you can review recent actions and evaluate if they meet the expected outcome.
  • Engineering Managers can use Notes in their 1:1s to share with team members the impact of their work.

Using DORA metrics to inform decision-making

One way to use DORA metrics to inform decision-making is by setting targets for improvement. For example, if your organization’s lead time is a key metric, you might set a target to reduce lead time by 25% over the next six months. By tracking lead time regularly, you can see how you’re progressing toward your goal and make adjustments as needed.

Another way to use DORA metrics to inform decision-making is by identifying bottlenecks and inefficiencies in your process. By tracking metrics such as deployment frequency and time to recover, you can see where you’re spending the most time and effort and look for ways to streamline your process. This could involve making changes to your tools and workflow or investing in automation to help speed up delivery.

It’s also important to consider the context in which your DORA metrics are collected. Organizations may have different priorities and goals, so it’s important to ensure that your metrics align with your specific needs. For example, if your organization is focused on improving customer satisfaction, you might prioritize metrics such as time to recover and change failure rate, which are directly related to the availability and stability of your software.


DORA metrics are state-of-the-art for measuring engineering performance and driving continuous improvement. By following the best data collection, analysis, and decision-making practices, you can effectively implement DORA metrics and achieve your engineering goals.

If you’re interested in using DORA metrics to drive improvement within your organization, consider starting with the four key metrics of deployment frequency, lead time for changes, time to recover, and change failure rate. 

With the help of tools like Pulse, you can use DORA metrics to drive meaningful change in your team. Start a free 14-day trial of Codacy Pulse today!

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