New research released finds 75% of cloud native developers use AI coding tools, compared to 55% of non-cloud native developer peers

Key Highlights:

• CNCF and SlashData released the State of Cloud Native Development Q3 2026 report during KubeCon + CloudNativeCon North America 2026.
• The report notes that the global cloud native developer population reached an estimated 21.2 million, representing approximately 41% of developers worldwide.
• Cloud native developers are significantly more likely to use AI coding tools than their non-cloud native counterparts (75% vs. 55%) and integrate AI into their services (67% vs. 38%), reinforcing the relationship between cloud native maturity and AI adoption.
• The report finds North America is now home to approximately 4 million cloud native developers.

SALT LAKE CITY, Nov. 10, 2026 /PRNewswire/ — KubeCon + CloudNativeCon North America – The Cloud Native Computing Foundation® (CNCF®), which builds sustainable ecosystems for cloud native software, today released new findings from its State of Cloud Native Development Q3 2026 report, developed in collaboration with SlashData. As AI adoption accelerates, the report findings highlight the growing relationship between cloud native infrastructure, platform engineering and the development of production-ready AI and agentic systems.

“Cloud native is foundational to how the industry builds and operates modern software, and AI is accelerating that evolution,” said Chris Aniszczyk, CTO, CNCF. “This report reinforces how cloud native technologies are supporting AI workloads. As organizations move to scale AI workloads, the need for reliable, scalable and observable infrastructure will grow. Open source technologies like Kubernetes and OpenTelemetry are helping provide the foundation for that transition.”

Cloud native developers lead AI adoption as agentic systems move toward production

As AI becomes deeply integrated into software development, the report finds that cloud native developers are significantly more likely to adopt AI tools and integrate AI capabilities into their applications. However, the distinction is less about how developers use AI and more about whether they adopt it in the first place.

• 75% of cloud native developers use AI coding tools, compared to 55% of non-cloud native developers.
• 67% of cloud native developers are integrating AI into their services, compared to 38% of non-cloud native developers.
• 49% of developers integrating AI into their services report having agentic systems in production, including internal and external-facing applications.
• 55% of developers building agentic services are cloud native, while the remaining 45% demonstrate that developers can integrate agentic capabilities without directly managing cloud native infrastructure.

These findings suggest that cloud native developers are embracing AI while maintaining established engineering practices around oversight, reliability and control.

In North America, this preference for supervised AI development is pronounced. Among cloud native developers in the region, 21% use AI to draft code before reviewing and editing it themselves, while just 12% report using autonomous agents for coding tasks.

“Our research shows that cloud native maturity is becoming an important indicator of how actively developers engage with AI,” said Liam Bollmann-Dodd, principal market research consultant at SlashData. “Cloud native developers are more likely to adopt AI tools and integrate AI into their services, but once developers begin using these technologies, their approaches are remarkably similar. This highlights the importance of cloud native infrastructure in supporting AI at scale, even when the developers building AI-powered applications aren’t directly interacting with the underlying infrastructure.”

Global cloud native developer community surpasses 21 million

The report estimates that the global cloud native developer population reached 21.2 million in Q3 2026, up from 15.6 million in Q3 2025 and 19.9 million in Q1 2026. Cloud native developers now account for approximately 41% of the global developer population, reflecting the continued expansion of cloud native technologies beyond traditional backend infrastructure and into a wider range of development disciplines.

Key findings include:

• 21.2 million developers worldwide are cloud native, marking the first time the population has surpassed 20 million.
• North America is home to approximately 4 million cloud native developers, reinforcing the region’s vital role in the global cloud native ecosystem.
• More than 80% of professional backend services and web backend developers engage in cloud native practices and approaches.
• Approximately 7.5 million AI developers are cloud native, underscoring the growing intersection between AI development and cloud native technologies.

While the pace of cloud native developer growth has moderated over the past six months, the report suggests that increased adoption of managed services and internal developer platforms may be making underlying cloud native technologies less visible to developers. As organizations standardize their infrastructure, developers may rely on Kubernetes and other cloud native technologies without directly interacting with or identifying the underlying platforms.

Platform engineering becomes standard as AI infrastructure matures

Platform engineering and DevOps standardization continue to reshape how organizations build, deploy and manage applications. The report finds that 93% of developers now work at organizations using some form of DevOps standardization or internal developer platform, up from 77% in Q3 2025.

This shift reflects the growing maturity of cloud native infrastructure as organizations centralize tooling, improve developer productivity and streamline operations. At the same time, greater abstraction can make the underlying infrastructure less visible to developers, even as its importance to production applications increases.

The report also examines the adoption of infrastructure technologies among backend developers:

• 40% use API gateways, making them the most widely adopted technology surveyed.
• 30% use microservices, reflecting their continued importance in modern application architectures.
• 21% use observability tools, highlighting the role of visibility into complex systems.
• 19% report using Kubernetes, although platform abstraction may contribute to underreporting of underlying infrastructure technologies.
• 8% use immutable infrastructure practices and 7% use chaos engineering, suggesting continued opportunities for advanced infrastructure practices to mature.

As AI workloads grow in complexity, these underlying capabilities are highly relevant to production environments. AI inference and agentic systems introduce new demands around compute scheduling, resource efficiency, observability and reliable distributed operations, areas where cloud native technologies already provide established approaches.

The report also identifies cost, data privacy and security as leading concerns among developers who have not yet integrated AI functionality into their services. As a result, infrastructure capable of supporting reliable operations, cost management and scalability will likely become more important.

The findings reinforce cloud native’s expanding role in the AI ecosystem, not only for developers building and operating infrastructure directly, but also for the growing number of developers consuming managed AI services built on cloud native foundations.

To learn more, download the full State of Cloud Native Development Q3 2026 report.

About Cloud Native Computing Foundation

Cloud native computing empowers organizations to build and run scalable applications with an open source software stack in public, private and hybrid clouds. The Cloud Native Computing Foundation (CNCF) hosts critical components of the global technology infrastructure, including Kubernetes, Prometheus and Envoy. CNCF brings together the industry’s top developers, end users and vendors and runs the largest open source developer conferences in the world. Supported by nearly 800 members, including the world’s largest cloud computing and software companies, as well as over 200 innovative startups, CNCF is part of the nonprofit Linux Foundation. For more information, please visit www.cncf.io.

About SlashData

SlashData helps product, platform, and engineering leaders understand how software development is changing in the AI era. For over 20 years, they have helped many of the world’s leading technology companies make sense of developers, developer ecosystems, and the tools and workflows shaping the future of software. Their work shows clients how the developer ecosystem and software engineering teams are evolving, so they can build better products, platforms, and go-to-market strategies for the AI era and make smarter decisions about the tools, practices, and investments ahead.

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SOURCE Cloud Native Computing Foundation