Pull request cycle time trendline and breakdown by stage

Identify bottlenecks with pull request cycle time

A software team’s velocity is a combination of many factors. Looking into pull request pipeline by stage is a great starting point to identify bottlenecks and get pull requests through faster. With the new cycle time breakdown it is easy to see whether review, merge, or WIP time takes longer than expected.

You can also use Swarmia’s filters to look at cycle time and throughput metrics for bot-created, cross-team, and other PRs separately.

The chart below cycle time shows how your pull request queue trends over time. When multiple pull requests are left open for long, it trends up. When pull requests are merged timely, it trends down. Many teams will notice that Christmas bump on longer timeframes where cycle time increases during holiday time 🎅.

Pull request age now includes the time since the first commit

Previously, pull request age was calculated from the moment a pull request was created, and earlier commits would not get reflected in cycle time insights. Including time since the first commit allows better comparison between pull requests and makes pull request insights more accurate.

Other improvements

  • Throughput (pull requests merged per day) chart got updated, and now includes the total number of pull requests merged in the selected timeframe in addition to the daily average.
  • Cycle time and throughput metrics now include a comparison to the previous time period

Subscribe to our newsletter

Get the latest product updates and #goodreads delivered to your inbox once a month.

More changelog updates
· Oct 19, 2026

Take action in Swarmia from the MCP

We recently introduced actions in Swarmia AI , making it easier to turn insights into concrete next steps. Now, you can take those same actions from the MCP, too. Swarmia’s MCP server already lets you explore and analyze your engineering data using your preferred AI tools. With this update, you can…
Read more→
· Oct 14, 2026

Connect Claude Code via the Enterprise Analytics API

If your teams use Claude Code on a Claude Enterprise plan, you can now connect it to Swarmia with a single Analytics API key from claude.ai. Swarmia fetches up to a year of historical data as soon as you connect. Once connected, you’ll see your Claude Enterprise data across Swarmia’s AI views: -…
Read more→