DevOps Roundup Newsletter
DEVOPS ROUNDUP · OCTOBER 2026
Count your Automation steps before Atlassian does
Starting December 3, 2026, Atlassian customers may face extra charges when Rovo and Automation usage exceeds their included allowances. ReleaseTEAM's guide explains what counts toward those limits and how admins can keep costs in check.
“
Usage pricing always looks small per unit until you count what a unit is.
Usage pricing always looks small per unit until you count what a unit is.
— Shawn Doyle
IN THIS ISSUE
AI GitLab blog
GitLab 19.4 brings new agentic automation at a lower cost
GitLab 19.4 introduces new ways to delegate development tasks to AI agents, with lower-cost model options offering up to four times more calls per credit. Expanded workflow automation and new usage controls help teams scale AI while managing costs.
CLOUD Docker blog
Introducing Docker Cloud Sandboxes
Docker’s new Cloud Sandboxes let developers move AI coding tasks from their laptop to the cloud, keeping agents running even after they close the lid.
SECURITY JFrog blog
JFrog introduces Zero-Touch Remediation
JFrog’s new Zero-Touch Remediation automatically applies partner-provided fixes to vulnerable software dependencies, helping teams strengthen supply chain security and reduce manual patching.
63 days
Now is the time to export your rules, find the expensive ones, and fix them. Wait until November, and you may not have time. Talk with one of our experts to get started.
FROM THE FIELD
Atlassian Automation:
the steps hiding in branches and loops
the steps hiding in branches and loops
Executed steps, including triggers, conditions, actions, branches, and loops, measure automation usage. A rule that branches over 20 linked work items can repeat the steps inside that branch 20 times. That makes a frequently run rule with a branch worth a closer look before extra usage billing begins on December 3.
Upload your rules export to see which rules could use the most steps and estimate their monthly impact. Your file stays in your browser.
Partner spotlight: GitLab
GitLab brings code collaboration, automated testing, security checks, and software deployment into one platform. It helps teams deliver software faster, catch issues earlier, and spend less time juggling disconnected tools.
Worth 5 minutes: GitLab Credits Planner
Runs in your browser; projects Duo credit burn and seat true-up from your own exports.
Runs in your browser; projects Duo credit burn and seat true-up from your own exports.
THIS MONTH AT RELEASETEAM
FROM OUR PARTNERS
Atlassian brings governed agent workflows to software development
Atlassian is bringing governed AI agent loops to Jira, automating work from backlog to pull request with coding standards, AI review, and human approval. The features are currently in private early access. Read more
Introducing Amazon CloudWatch Omni
AWS introduces CloudWatch Omni to help teams monitor AI agents, evaluate response quality, and troubleshoot unexpected behavior—all from their IDE or a shared web dashboard. Read more
Smart Deployments: continuous release validation with automatic rollback
CircleCI’s new Smart Deployments uses alerts from your monitoring tools to validate releases and automatically roll back failed deployments, helping teams catch problems and restore the last healthy release. Read more
Workflow execution protections in GitHub Actions generally available
GitHub Actions workflow execution protections are now generally available, giving teams control over who can trigger workflows and which events can run them, with new tools to audit and manage policies. Read more
DevOps Threats Unwrapped Report 2026: Get your free copy
GitProtect’s DevOps Threats Unwrapped 2026 report examines real incidents involving outages, secret leaks, supply chain attacks, and AI security gaps, helping teams understand emerging risks and strengthen protection across development environments.
Read more
Read more
Unify IT workflows with the new automation orchestrator
Red Hat’s new automation orchestrator for Ansible Automation Platform brings existing automations, event triggers, and AI recommendations into one visual canvas, helping teams coordinate complex IT workflows with built-in governance.
Read more
Read more
Rewind Launches the Intelligence Engine
Rewind’s new Intelligence Engine brings backup data into scripts, monitoring tools, and AI workflows through a public API and MCP server, helping teams check backup health, retrieve historical content, and automate recovery
Read more
Read more
Sonatype Automates Fixes in AI-Driven Software Development
Sonatype Guide’s new capabilities help developers and AI agents choose trusted components, track critical security events, and automate dependency fixes—delivering validated changes ready for developer review.
Read more
Read more
UPCOMING EVENTS
| OCT 1-2 | DevOps Days Philadelphia, PA |
| OCT 12-14 | HashiConf 2026 Boston, MA |
| OCT 19-20 | DevOps Days Boston, MA |
| OCT 26-29 | IBM TechXchange 2026 Atlanta, GA |
| OCT 27-28 | Build IT Together Dallas, TX |
| OCT 28-29 | GitHub Universe 2026 San Francisco, CA |
| NOV 10-13 | KubeCon + CloudNativeCon North America 2026 Atlanta, GA |
| NOV 15-16 | SC26 Chicago, IL |
| NOV 16-20 | Qcon San Francisco, CA |
| NOV 17-20 | Microsoft Ignite San Francisco, CA |
| NOV 30-DEC 4 | AWS re:Invent 2026 Las Vegas, NV |
| DEC 8-10 | CDCA Eastern Defense Summit 2026 Charleston, SC |
P.S. How many Automation rules does your site run? Reply with the number and I'll tell you whether it's worth a closer look before December 3.
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