Most entry level AI certifications still teach the subject as it looked in 2019. This one names DeepSeek in its first domain and puts nearly a third of the paper on foundation models.
HCIA-AI Certification: Inside Huawei’s H13-311 Exam
Wireless IoT Solutions Administrator Certification Exam
The most searched CWISA code is one nobody can sit any more. CWISA-102 closed on 31 December 2025, yet it still pulls more traffic than the exam that replaced it, so much of the material people find describes a syllabus that no longer exists.
Kyverno Certified Associate Exam: Six Domains, One Tool
A policy engine read the manifest on the way into the cluster and refused it, and somebody had to write the rule that did the refusing. This credential is for that somebody, and a third of it rests on the writing.
ITIL 4 Foundation Exam Format: 40 Questions, 26 to Pass
Nine topics, no weightings, and a clock that gives you ninety seconds a question. The specification for this paper is unusually plain, and almost nothing in it matches the gentle impression the word Foundation gives off.
OCI Observability Professional: 38% of 1Z0-1111-26 Is Logs
Six Oracle services hide behind seven domain titles that name outcomes rather than products, and the biggest of them has nothing to do with the three pillars everyone revises. Here is where the fifty questions actually fall, and why two separate domains both deal with logs.
Cloud Security Automation Certification: GCSA Has No Weights
Eighteen objectives, seventy five questions, and not one percentage to tell you where the marks are. GIAC leaves GCSA candidates without the arithmetic every other study plan is built on, so here is how the eighteen group into five clusters and which one usually turns out to be the gap.
Talend Administrator Certification: Not the Developer Exam
Pick the wrong Talend credential and you have paid $250 to be examined on somebody else’s job. This one is for the person who keeps the platform running rather than the person who builds the Jobs on it, and counting its objectives rather than its topics is what tells you where the paper really sits.
AppScan on Cloud Certification: One Topic Holds 62 Percent
Seven topic areas, and one of them is worth more than the other six put together. HCL’s associate credential for AppScan on Cloud is a product exam rather than a security theory exam, which makes the weighting the most useful thing a candidate can know before booking a seat.
JNCIP-SEC Certification: What JN0-637 Assumes You Know
Juniper gates JN0-637 behind JNCIS-SEC, and almost no catalogue listing says so. Past that gate sits an exam with eight unweighted objectives, five of them phrased as troubleshooting scenarios, a Junos 22.2 target version, and multinode high availability material that catches out anyone whose experience stops at chassis cluster.
Terraform Associate 004 Certification Without the Guesswork
Version 004 of the Terraform Associate exam is written against Terraform 1.12, and almost no preparation material says so. This walkthrough sets out the eight objectives, what the hour long sitting actually feels like, what the fee does and does not include, and why the credential stops counting after two years.
TOGAF Enterprise Architect Certification in One Sitting: The OGEA-103 Route
Three routes lead to the same TOGAF credential, and only one of them finishes in a single afternoon. Here is what the combined paper asks, why its second half is the hard one, and how to tell which route suits you.
OCI DevOps Professional Certification: The Oracle Exam Without a Database
Fifty questions, 90 minutes, and a 68 percent bar. Thirty of those questions live in pipelines and clusters, which is why an exam code that opens with 1Z0 turns out to have nothing to do with databases at all.
AAIA Exam: The Certification You Must Already Be Qualified For
Ninety questions, 150 minutes, and a scaled 450 to pass. Before any of that, ISACA checks whether you already hold CISA or one of fifteen other designations, because AAIA is not a credential you can take cold.
EXIN PDPP Certification: The Exam You Cannot Simply Book
Forty questions, 120 minutes, 65 percent to pass. The harder gate comes earlier: EXIN requires accredited training and completed practical assignments before a candidate is allowed to hold Privacy and Data Protection Professional at all.
