how-to-calculate-cycle-time-with-github-and-devstats Cycle time is a key performance indicator (KPI) that measures the amount of time it takes to complete a repeating task, unit of work, or process chain. It could refer to the amount of time it takes to read a support ticket, review code, or complete the entire continuous integration cycle. Cycle time can provide you with insights that help to identify bottlenecks, optimize your team's efficiency, and deliver tighter project delivery timelines.

In most cases, you don't have to redo or replace your entire integration and delivery system. For instance, if you're already using GitHub for code management and integration, you can add a service like DevStats to produce cycle time reports for you. The following guide will show you how to integrate DevStats with GitHub and then produce cycle reports.

Calculating Cycle Time with GitHub and DevStats

First, you'll need to register for a DevStats account (if you don't already have one) and workspace domain, which will grant you access to its fourteen-day trial.

Upon successfully registering your account, you'll be redirected to the DevStats dashboard. Before you'll be able to integrate DevStats with GitHub, you will need to create a squad.

Creating Your First Squad

Squads represent your development team (or at least a subset of it). Essentially, squads allow you to define which users have access to your GitHub repository and must be monitored. Your squad can consist of a single user—you.

Once you're presented with the dashboard, make sure the Squads tab is selected and then click the Add first squad button. DevStats will then ask you to provide a squad name, manager, and logo. Once you've defined and configured your squad, click the Save button.

Connecting GitHub to DevStats

Click View git options and then select GitHub from the drop-down menu. Next, click Authenticate with GitHub. DevStats may redirect you to the GitHub login screen. In this case, enter your credentials and log in to your account.

You'll then be asked to authorize DevStats. Make sure you read and understand the terms and conditions and then click the Authorize devstatspro button. You'll be redirected to your DevStats workspace, where you'll be asked to select which repository you'd like to integrate DevStats with.

Note: You can select multiple repositories from the repository drop-down menu.

DevStats will begin processing your data. Once it's done, it should also send you an email informing you that your reports are ready to be reviewed.

How the DevStats GitHub Integration Works

DevStats cycle time measurements are primarily based on pull request (PR) data. Pull requests go through various stages, such as issued, opened/unopened, reviewed, and merged. DevStats measures the time your pull requests take to reach each stage. How efficiently your team handles pull requests translates to how productive it is.

DevStats automatically receives your repository's pull request (PR) data (after you've authorized it to do so). The service synchronizes your data using a webhook that is triggered anytime the status or stage of one of your project's pull requests changes.

Understanding the DevStats Cycle Time Report

You can access your reports from your DevStats workspace by selecting the associated squad from your workstation. You can filter the data from the dashboard according to the date, players (your team members), and repository.

Managing Your Players

Players are the individual developers in your squad. You can add, remove, or manage players from the squad settings. Each player's activity is tracked individually, allowing you to see per-developer metrics.

Exploring the Dashboard

The dashboard provides an overview of your squad's performance. Key sections include the Flow report (PR cycle time breakdown), the Snapshot report (high-level team health), and the Activity Heatmap (when your team is most active).

Viewing and Exporting Player Data

You can drill down into individual player data to see their PR activity, cycle times, and contribution patterns. Data can be exported for further analysis or reporting.

Advanced Player Details

Advanced details include per-player PR cycle time breakdowns, review participation rates, and coding patterns. This helps identify who might need support or who is excelling.

Benchmarks

DevStats provides industry benchmarks so you can compare your team's performance against similar organizations. This helps set realistic improvement targets.

Impact, Flow, and Other Advanced Features

Beyond cycle time, DevStats offers Impact reports (business value delivered), Flow reports (throughput and velocity), and DevEx reports (developer experience metrics). These provide a comprehensive view of your engineering team's health.

Conclusion

Cycle time is one of the most valuable metrics for understanding and improving your software development process. By integrating DevStats with GitHub, you get automated, real-time cycle time reports that help you identify bottlenecks, optimize workflows, and deliver faster.

The key is to start measuring, set realistic targets, and continuously improve. With the right data, your team can ship better code, faster.