78% plan platform engineering. Only 25% reached self-service. 42% cognitive load increase. Four stages: tribal knowledge, documented, automated, self-service. Document before automating. Retire replaced tools. Measure developer experience. Maturity compounds annually.
78% plan platform engineering. Only 45% satisfied with internal tooling. 42% cognitive load increase. Golden paths provide fast opinionated workflows. Self-service reduces wait from days to minutes. Invisible governance embeds compliance without friction. Measure voluntary adoption.
32% of cloud spending wasted. Only 41% have formal FinOps. 20-35% waste reduction when engineers own costs. Cost dashboards, CI/CD guardrails, unit economics, and rightsizing automation are the pillars. AI workloads demand GPU cost governance extending traditional FinOps.
Shift-left alone misses runtime threats. Shift-everywhere embeds security across design, development, pre-production, and production. 30-40% SAST false positives. $4.45M breach cost. ASPM consolidates fragmented tools. AI-generated code needs specific governance. Mature orgs use SAST, DAST, IAST, SCA, and RASP together.
Open source governance is the new battleground. Vulnerabilities doubled to 581 per codebase. 68% have license conflicts. 95% of vulnerabilities in transitive dependencies. 85% use AI assistants. 17% of components bypass package managers. EU CRA imposes legal liability. Maintainer burnout threatens critical projects.
Software supply chain faces $60B in losses with vulnerabilities doubling to 581 per codebase. 70%+ experienced incidents. 30% of breaches involve third parties. 48% fall behind SBOM mandates. EU CRA requires 24-hour reporting from September 2026. SBOM and DevSecOps must converge into unified pipelines with curation-first models.
