CNCF Technology Radar: Platform Engineering Ownership Shapes AI Infrastructure Strategies
SALT LAKE CITY -- The Cloud Native Computing Foundation (CNCF) and SlashData released the Q3 2026 CNCF Technology Radar report at KubeCon + CloudNativeCon North America 2026. The research examines developer perceptions of observability, infrastructure as code (IaC) and storage technologies, and finds that how organizations structure platform engineering is The post CNCF Technology Radar: Platform…
The Cloud Native Computing Foundation (CNCF) and SlashData published their Q3 2026 Technology Radar report at KubeCon + CloudNativeCon North America 2026, examining developer perceptions of observability, infrastructure as code (IaC), and storage technologies. The findings reveal a strong correlation between how organizations structure platform engineering and their approach to AI infrastructure.
A significant 54% of developers at organizations where teams manage their own tooling opt for hybrid approaches when handling AI workflows, compared to 43% at organizations where multiple teams collaboratively provide platform capabilities, and a mere 5% at institutions creating custom internal developer platforms. Among those building custom platforms, a substantial 38% employ a separate, dedicated AI platform, while 33% extend their existing developer platform.
Conversely, at organizations where platform teams curate third-party tools, 25% rely primarily on AI vendor platforms.
According to Liam Bollmann-Dodd, a principal market research consultant at SlashData, centralized teams typically make deliberate decisions about extending existing platforms or constructing dedicated AI environments, whereas distributed teams are more likely to adopt hybrid strategies.
Observability tools Prometheus and OpenTelemetry have earned "Adopt" positions, with 80% of developers rating Prometheus four or five stars for maturity, and 92% of current and former OpenTelemetry users expressing their intent to recommend it. Fluent Bit emerged as the most recommended observability tool, with 99% of developers expressing their endorsement.
In the realm of infrastructure as code (IaC), OpenTofu and OpenFeature secured "Adopt" ratings, with 96% of OpenTofu users likely to recommend it. Meanwhile, Crossplane, Atlantis, and cdk8s received the "Trial" designation.
In storage, Carina received an "Adopt" rating, while Rook and Longhorn also garnered strong endorsements.
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