The State of Cloud & Tech Certifications 2026
CertLabPro maintains practice exams for 63 active certifications across 9 providers (AWS, Azure, GCP, Kubernetes, HashiCorp, Microsoft, Anthropic, NVIDIA, and IBM). To build them we analyzed every exam's published guide — here is what that catalog of 15,201 practice questions tells us about cloud, AI, and security certification exams in 2026.
The typical exam in our catalog has 55 scored questions, runs 109 minutes, requires roughly 71% to pass, and covers 5 domains. Every figure on this page is computed live from our own catalog — see the method below.
Certifications by provider
How our coverage breaks down across all 9 providers, with the average exam shape per provider.
| Provider | Certs | Questions | Avg exam Qs | Avg minutes | Avg pass % |
|---|---|---|---|---|---|
| AWS | 12 | 3,415 | 68 | 146 | 73% |
| Azure | 16 | 3,450 | 48 | 97 | 70% |
| GCP | 13 | 2,927 | 50 | 115 | 74% |
| Kubernetes | 7 | 1,855 | 60 | 107 | 69% |
| Microsoft | 3 | 625 | 47 | 95 | 70% |
| HashiCorp | 2 | 555 | 59 | 75 | 70% |
| Anthropic | 1 | 255 | 60 | 120 | 72% |
| NVIDIA | 6 | 1,410 | 53 | 80 | 70% |
| IBM | 3 | 709 | 55 | 95 | 69% |
Certifications by level
Where the exams sit on the difficulty ladder, from foundational to expert.
Exam format at a glance
Across all 63 exams, the format varies more than most candidates expect:
- Scored questions: 55 on average (range 40–75).
- Time limit: 109 minutes on average (range 45–180).
- Passing threshold: ~71% on average (range 65–75%), normalized from each exam's scaled or percentage score.
- Domains per exam: 5 on average, up to 10 — 316 weighted domains tracked in total.
Exam changes we're tracking
Certification exams are revised constantly, and studying an outdated blueprint is a common way to fail. We track 116 exam versions across the catalog. The most recent changes:
| Released | Exam | What changed |
|---|---|---|
| 2026-04 | AI-901 (current) · Azure | Refreshed Azure AI Fundamentals exam replacing AI-900. Re-centers the outline on Microsoft Foundry: generative AI apps, single agents, multimodal models, Azure Speech and Azure Content Understanding in Foundry Tools. Two domains (concepts ~43%, Foundry implementation ~57%); assumes light Python familiarity. English version updated April 15, 2026. |
| 2026-04 | AI-103 (current) · Azure | New associate exam — Developing AI Apps and Agents on Azure — replacing AI-102. Agent-centric and built around Microsoft Foundry, with five domains spanning planning/management, generative & agentic solutions, computer vision, text analysis, and information extraction. English version updated April 16, 2026; launched as beta and moving to general availability in 2026. |
| 2026-03-15 | CCA-F v1 · Anthropic | Inaugural version. 60 MCQ, 120 minutes, 720/1000 pass, $99 USD, online-proctored. Covers Claude API (including extended thinking and tool use), Claude Code, MCP, agentic orchestration, prompt engineering, and context management. Two-year validity. |
| 2026-03 | CNPE (initial GA) · Kubernetes | Initial general availability on March 1, 2026 following a late-2025 beta. Brand-new credential — salary attribution and recruiter recognition are still developing. Validity is 2 years. |
| 2026-01-08 | 004 · HashiCorp | Replaced 003. Adds content on Terraform Stacks, no-code modules, run tasks, drift detection, and Sentinel policy-as-code. Exam delivery moved from PSI to Certiverse; $70.50 USD per attempt, online-only via Certiverse secure browser, 2-year validity with re-take available 6 months before expiration. First HashiCorp cert revision under IBM ownership (acquisition closed February 2025). |
| 2026-01 | NCP-AAI · NVIDIA | Inaugural professional-level Agentic AI exam. Approximately 70 questions delivered online via Certiverse, ~70% (700/1000) pass, $200 USD, two-year validity. Covers agent architecture and development, evaluation and tuning, deployment and scaling, cognition/planning/memory, knowledge integration, NVIDIA platform implementation (NeMo Agent Toolkit, NIM, Nemotron), operations, safety, and human oversight. |
| 2025-Q4 | AIP-C01 · AWS | Initial general availability of the professional-level Generative AI Developer credential. Replaces and extends the foundational AIF-C01 with deep Bedrock and LLM-application content. Current version as of April 2026. |
| 2025-01 | NCP-GENL · NVIDIA | Professional-tier Generative AI LLMs exam. Scenario-based multiple-choice, ~70% pass (700/1000), $200 USD, delivered online via Certiverse, two-year validity. Covers model optimization, GPU acceleration, prompt engineering, fine-tuning, data preparation, deployment (NIM/Triton/TensorRT-LLM), evaluation, production monitoring, LLM architecture, and safety/ethics/compliance. |
| 2025 | SOA-C03 · AWS | Current version. Renamed from SysOps Administrator Associate to CloudOps Engineer Associate to reflect modern cloud-operations scope. Hands-on lab section retired; refreshed coverage of Systems Manager, observability, and automation. |
| 2024-11 | Associate Data Practitioner · GCP | Initial general availability. New Associate-tier credential filling the gap between Cloud Digital Leader and the Professional Data Engineer cert. Current version as of April 2026. |
| 2024-11 | NCA-GENM · NVIDIA | Initial release of the Generative AI Multimodal associate exam, expanding NVIDIA's associate track beyond the text-only NCA-GENL to cover vision-language, diffusion, and speech. Current version as of 2026. |
| 2024-10 | AIF-C01 · AWS | Initial general availability. Beta exam ran August–October 2024 with discounted pricing. Current version as of April 2026. |
How we compiled this
Every number above is computed directly from CertLabPro's own certification catalog and per-exam editorial notes — not estimated or scraped. Exam metadata (question counts, time limits, passing scores, domain weightings) is recorded from each provider's official, publicly published exam guide; the version history comes from our editorial tracking of provider announcements. Because the page reads the live catalog, it stays current automatically as we add certifications or providers revise their exams.
Figures reflect the catalog as of 2026-06-30. Passing thresholds are normalized to a percentage for comparison; some providers use scaled scoring (e.g. 700 / 1000). Provider and product names are trademarks of their respective owners; CertLabPro is an independent study platform and is not affiliated with or endorsed by them.
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