Most statistics pages in this industry quote each other in a circle until nobody remembers where a number came from. This one doesn't: 55+ figures on cloud spend, FinOps, DevOps performance, Kubernetes, reliability, AI infrastructure, rates and security — each linked to the primary source that produced it, labeled with its report edition. Cite anything here freely with attribution: link this page or the primary source, per our content provenance policy.
Key takeaways
- 85% of organizations call managing cloud spend a top challenge, and reported waste rose in 2026 for the first time in five years (Flexera).
- 98% of FinOps teams now manage AI spend — up from 31% just two years earlier (State of FinOps 2026).
- 82% of container users run Kubernetes in production (CNCF), while most containers use under half their requested memory (Datadog).
- 57% of operators' last major outage cost over $100K, and 1 in 5 crossed $1M (Uptime Institute 2026).
Cloud spend and waste in 2026
- 85% of organizations cite managing cloud spend as a top challenge — Flexera 2026 State of the Cloud
- 29% of organizations reported increased wasted cloud spend — the first rise in five years — Flexera 2026
- 76% of large enterprises spend more than $5 million per month on cloud — Flexera 2026
- 73% of organizations operate hybrid (public + private) cloud environments; 83% run active workloads on AWS and 79% on Azure — Flexera 2026
- Worldwide public cloud end-user spending was forecast to reach $723.4 billion in 2025, up from $595.7B in 2024 — Gartner, Nov 2024
- Sovereign cloud IaaS spending is forecast to total $80 billion in 2026 — Gartner, Feb 2026
- India's public cloud spending is forecast to grow 28.1% to $17.5 billion in 2026 — Gartner, Jun 2026
- Worldwide IT spending is forecast to grow 14.2% in 2026 to $6.37 trillion, led by AI-driven data center and IaaS investment — Gartner, Jul 2026
FinOps practice
- 1,192 practitioners representing $83bn+ in annual cloud spend answered the sixth annual survey — State of FinOps 2026, FinOps Foundation
- 98% of FinOps teams now manage AI spend — up from 63% in 2025 and 31% in 2024 — State of FinOps 2026
- 90% of FinOps teams manage SaaS spend or plan to within a year; 57% manage private cloud and 48% data center spend — State of FinOps 2026
- 78% of FinOps teams report to the CTO or CIO; only 8% report to the CFO — State of FinOps 2026
- Organizations managing $100M+ in cloud spend average 8–10 FinOps practitioners plus 3–10 contractors — State of FinOps 2026
- 63% of organizations have established FinOps teams and 71% run a Cloud Center of Excellence — Flexera 2026
What these numbers mean in practice — and how a FinOps function actually gets built — is covered in What is FinOps? and our cloud billing consulting page.
DevOps performance and AI (DORA)
- 90% of respondents report using AI at work; more than 80% say it increased their productivity — DORA State of AI-assisted Software Development, 2025
- 30% of respondents report little or no trust in AI-generated code (down from 39% in the 2024 report) — DORA 2025
- The 2025 DORA research draws on nearly 5,000 technology professionals and 100+ hours of qualitative data — dora.dev
- In the 2024 report, a 25% increase in AI adoption was associated with an estimated 1.5% decrease in delivery throughput and 7.2% reduction in delivery stability — DORA Accelerate State of DevOps, 2024
- The same 25% AI-adoption increase was associated with +7.5% documentation quality, +3.4% code quality and +3.1% review speed — DORA 2024
Kubernetes and cloud-native adoption
- 82% of container users run Kubernetes in production — CNCF Annual Cloud Native Survey, Jan 2026
- In the 2024 survey: 80% of organizations ran Kubernetes in production (up from 66% in 2023), 93% were using, piloting or evaluating it, and cloud-native adoption hit 89% — CNCF Annual Survey 2024
- 77% of organizations have adopted GitOps principles; 60% use CI/CD for most or all applications (adoption up 31% YoY) — CNCF 2024
- Service mesh adoption declined from 50% to 42% between 2023 and 2024 — CNCF 2024
- Almost two-thirds of Kubernetes containers run for under 10 minutes; about one-third finish in under a minute — Datadog State of Containers and Serverless, 2025
- Most container and serverless workloads use less than half of requested memory and under 25% of requested CPU — Datadog 2025
- ARM-based instance adoption rose from 9% to 15% of organizations in two years — Datadog 2025
The requested-vs-used gap is exactly what our Kubernetes cost calculator prices out, and what Kubernetes consulting engagements fix.
Reliability and incident costs
- 57% of operators said their most recent major outage cost more than $100,000; 1 in 5 crossed $1 million for the second year running — Uptime Institute Annual Outage Analysis 2026
- Per-site outage rates declined for the fifth consecutive year; power remains the leading cause — Uptime Institute 2026
- Third-party IT and data center providers account for about two-thirds of publicly reported outages over nine years — Uptime Institute 2025
- Nearly 40% of organizations suffered a major human-error outage in three years; 85% of those traced to procedures not followed or flawed — Uptime Institute 2025
- 44% of organizations had incidents tied to suppressed or ignored alerts; 78% had at least one incident no alert caught — customers found it first — NeuBird State of Production Reliability, 2026
- 40% of engineering time goes to incident management instead of product; 34% report downtime costs of $100K+ per hour — NeuBird 2026
Convert any uptime target into its real downtime budget with the SLA calculator; the alert-suppression trap has its own teardown.
AI infrastructure and GPU spend
- AI cost management is the #1 most-needed skillset among FinOps practitioners — State of FinOps 2026
- 81% of organizations use generative AI (up from 72% in 2025 and 47% in 2024); 47% of large enterprises are standing up AI governance teams — Flexera 2026
- GPU-running organizations increased average GPU spending 40% year over year, reaching 14% of EC2 compute costs — Datadog State of Cloud Costs, 2024
- 83% of container costs are associated with idle resources (54% cluster idle, 29% workload idle) — Datadog 2024
- Organizations running GPUs grew from ~4.5% to just over 6% (Oct 2023–Oct 2025), with GPU instance hours roughly tripling — Datadog 2025
- OpenAI's share of LLM usage fell to 63% (from ~75% a year earlier); 70%+ of organizations now use three or more models — Datadog State of AI Engineering, 2026
- Only 28% of LLM call spans used cached-read input tokens, and 69% of all input tokens went to system prompts — Datadog 2026
- 84% of developers use or plan to use AI tools; 51% of professionals use them daily — Stack Overflow Developer Survey 2025
GPU cost mechanics — MIG, Spot, batching, quantization — are covered in our GPU cost guide and DevOps for AI startups.
Salaries and rates
- DevOps engineers report a global median salary of $87,011; the US median is $165,000 — Stack Overflow Developer Survey 2025
- Cloud infrastructure engineers report a global median of $103,112 ($189,000 in the US) — Stack Overflow 2025
- UK DevOps contractor median day rate: £525 (P10 £385, P90 £700) across 5,698 contract ads, as of August 2026 — ITJobsWatch
- UK permanent DevOps median salary: £70,000, flat year over year, cited in 5.08% of all UK permanent job ads — ITJobsWatch, Aug 2026
Consulting rates are a different market from salaries: the full region × seniority × engagement-model picture is in DevOps consulting rates 2026, priced against your own numbers by the DevOps cost calculator.
DevSecOps and AI code security
- 45% of AI-generated code samples failed security tests and introduced OWASP Top 10 vulnerabilities — Veracode GenAI Code Security Report, 2025
- AI-generated Java failed 72% of the time vs 45% for C#, 43% for JavaScript, 38% for Python; XSS defenses failed in 86% of relevant samples — Veracode 2025
- Security performance of AI-generated code was flat regardless of model size or training sophistication — Veracode 2025
- 28.6 million new secrets were detected in public GitHub commits in 2025, up 34% YoY; leaked secrets have grown 152% since 2021 — GitGuardian State of Secrets Sprawl 2026
- 5.6% of public repositories contain at least one secret; internal repos are 6x worse at 32.2% — GitGuardian 2026
- 64% of secrets detected in 2022 remained active four years later; AI-service secrets exposed rose 81% YoY to 1.27 million — GitGuardian 2026
Why AI-assisted code fails security review at these rates — and the pipeline controls that catch it — is the subject of our vibe-coding security teardown and What is DevSecOps?
Citation policy and update cadence
Quote any figure with attribution to its primary source (preferred) or to this page. Report editions matter: Datadog's cloud-cost figures are the 2024 edition, CNCF's 80/89/93% figures are the 2024 survey while the 82% production figure is the January 2026 survey, and DORA's 2024 and 2025 findings are kept separate above because the numbers moved. ITJobsWatch rates are rolling six-month data quoted as of August 2026. We refresh quarterly and replace superseded figures in place; unverifiable numbers — however popular — don't get in.
Related: Cloud billing & FinOps consulting · DevOps consulting rates 2026 · Best cloud cost optimization firms · Cloud waste calculator · Cloud bill audit checklist