Inside Atlassian

March 2026

Article in Development

From Days to Hours: Accelerated K8s Debugging with Rovo Dev CLI

The Problem We Faced It started with a blocked Jira ticket when two of our service teams tried to onboard their services onto our Google Cloud Platform-based system. Both teams use my team provisioned self-hosted OpenSearch clusters. The cluster provisioned fine, but services hit mysterious 404 errors: same calls always worked from my laptop; our […]

Article in Development

Automating Mutation Coverage with AI: Our Journey and Key Learnings

How it all started Early last year (2025), I spent a few hours manually improving mutation coverage for one class. Fast-forward to team’s innovation week (Sept 2025), where AI was the focus. I began experimenting with Rovo Dev CLI, asking a simple question: “Can an AI assistant read a mutation report and actually write the […]

Article in Development

How We Turned Feature Flag Cleanup Into a Mostly‑Hands‑Off AI Workflow

Problem In Atlassian, we ship every new feature and code path behind a feature flag to stage rollouts safely and learn quickly about problems. As products mature, feature flags accumulate. Each successful rollout leaves behind dead code paths, stale configuration, and follow‑up tickets to “clean up the flag later”. With company‑wide requirements for feature flag […]

Article in How We Build Rovo

How Rovo helps teams start work 30% faster

After a year of our users leveraging Rovo’s AI capabilities within Jira, we analysed usage data to identify if and how users’ productivity had been impacted. We found that users who adopted Rovo’s AI capabilities within Jira started work 30% faster and ultimately get an extra day of productivity each month — time that can be […]

Article in Leadership

Strategy Collection: March 2026 Innovation Spotlight

Read the wrap-up of all of the new innovation we’ve delivered to our Strategy Collection customers since Team ’25 Europe.

Article in AI at Work Confluence

Architecting a Rovo AI Teammate: From AI ‘Magic’ to Production-Ready Forge Code

I recently set out to build my first production-ready Rovo app, and the journey from ‘hello world’ to a functional product was a deep dive into the reality of AI-assisted development. I was essentially pair programming with the platform itself, constantly negotiating between my architectural vision and the AI’s rapid-fire suggestions. Rather than a step-by-step […]

Article in AI at Work Confluence

Behind the Demo: How cross‑functional partnerships turned AI “Golden Prompts” into real customer value

How cross‑functional teams used golden prompts to turn AI hype into reliable, accountable outcomes — on stage and in everyday work.

Article in Development

Supercharge your Security Testing with Rovo Dev Skills

Hi! Giuliana and Sam from Atlassian’s Security Testing team here. The Security Testing team oversees all penetration testing at Atlassian and, as an internal team, we almost exclusively perform white-box/code-assisted security engagements. This enables us to maximize our ability to find high-quality bugs and provide strong context-driven recommendations. We’ve been exploring the capabilities of Rovo […]

Article in How We Build

Building a more resilient, multi-region Bitbucket Cloud

2025 was an impactful year for Bitbucket Cloud. As we enter 2026, Bitbucket will be continuing this momentum by making architectural improvements aimed at two goals: improving scalability and resiliency, and laying the foundation for Bitbucket Cloud data residency, starting with the European Union in December 2026 and India in June 2027. What does this […]

Article in AI at Work

How a product manager conducts 30+ customer interviews per month with AI

What if customer conversations were automatic and human-centric, not ad hoc or manual? Here’s how one Atlassian PM built an AI-powered workflow to close the feedback loop at scale.

Article in AI at Work

How to shift your mindset from “AI as a tool” to “AI as a partner”

The real advantage of using AI comes from teaming up, not just speeding up.

Article in Bitbucket

OpenTelemetry traces for Bitbucket Pipelines via webhooks

Continuous delivery is only as good as your ability to understand what’s happening inside your pipelines. When a build is slow, flaky, or burning through capacity, you need more than a green/red status and a wall of logs — you need traces. Bitbucket Pipelines now exposes pipeline execution as OpenTelemetry (OTel) traces via webhook events. […]

Article in AI at Work

Engineering at AI scale: how connected workflows unlock velocity, visibility, and governance

A pragmatic guide for tech leaders to unify tools, teams, and AI across the SDLC.

Article in Bitbucket

Split your pipelines workflows across multiple files

As part of our focus on building features around team scale and performance, we are happy to announce that Bitbucket Pipelines now supports sharing of CI/CD configurations within a repository. This feature is now available as part of our Premium plan, and expands on the already introduced capability to share pipeline workflow configurations between separate […]

Article in Development

Atlas Camp 2026: AI-First Development and Community Collaboration in Amsterdam

Atlas Camp 2026, Atlassian’s flagship conference for developers, wrapped up last month at the Anantara Grand Hotel Krasnapolsky in Amsterdam. The place was buzzing with over 320 developers from all walks of life, from software teams driving R&D at Fortune 500 companies, to Marketplace builders, to AI-savvy makers. What happens when you get hundreds of […]