- Vishakha Sadhwani
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- 14 DevOps, Cloud & AI Certifications Worth Your Money in 2026 (and How to Prep for Free)
14 DevOps, Cloud & AI Certifications Worth Your Money in 2026 (and How to Prep for Free)
Seven domains, fourteen certifications, and the free courses, videos, and labs to pass each one, plus the link to book the exam.
This article skips all the outdated ones and covers only the 14 DevOps, cloud & AI certifications worth your money.
In each domain, the first certification is the solid one to start with, and the second is the one that sets you apart.
The prep for every certification below can be completely free. Only the exam costs money.
Before You Start: The Free Platforms You'll Keep Seeing
Instead of repeating these under every cert, here they are once:
AWS Skill Builder Exam Prep: free official exam-prep plans and one free official practice question set for every AWS exam.
Google Skills: Google Cloud's official learning paths. Join Google Cloud Innovators for 35 free lab credits a month.
Microsoft Learn: the full official curriculum for every Microsoft exam, free.
Killercoda: free browser-based Kubernetes and Linux labs, closest thing to the real CKA/CKAD/CKS exam environment.
NVIDIA DLI free courses: NVIDIA's free self-paced courses. Filter by "Free."
1. DevOps & SRE
HashiCorp Terraform Associate (004)
Proves you can write, plan, and manage infrastructure as code. Multiple choice, but heavily practical.
Apply: HashiCorp Certifications
Free official prep: Terraform Associate 004 Exam Content List · HashiCorp Terraform Tutorials
Free YouTube: Terraform Associate Certification Course — freeCodeCamp / Andrew Brown. Built for the 003 exam; use the 004 content list above to cover what's new.
Free labs: KodeKloud Lab: Terraform for Beginners · Terraform Challenges
Our crash courses: Terraform Zero to Hero, Day 1 → then build the Terraform with AWS end-to-end project (repo)
AWS DevOps Engineer – Professional or Google Professional Cloud DevOps Engineer
Pick the cloud you already work in. Both test CI/CD, observability, incident response, and automating everything at scale.
Apply: AWS DevOps Engineer – Professional · Google Professional Cloud DevOps Engineer
Free official prep: AWS Skill Builder exam prep plan for DOP-C02 · Google Skills "Cloud DevOps Engineer" learning path
Free YouTube: AWS DevOps Engineer Professional course — freeCodeCamp / ExamPro
Our crash courses: DevOps concepts · CI/CD · GitOps · Deployment strategies (1, 2) · CloudWatch · CloudWatch alarms · Auto scaling
Build something: End-to-End DevOps + AIOps Project (playlist). This covers most of the Pro exam's domains in one build.
2. Containers & Kubernetes
CKAD (Certified Kubernetes Application Developer)
Hands-on, two hours in a live terminal. Proves you can deploy and run applications on Kubernetes.
Apply: Linux Foundation: CKAD
Free course: Introduction to Kubernetes (LFS158) from the Linux Foundation
Free labs: Killercoda CKAD scenarios
Free practice repos: dgkanatsios/CKAD-exercises · bmuschko/ckad-crash-course
Our crash courses: Docker · Kubernetes Part 1 · Kubernetes Part 2 → then build the Docker CI/CD project
CKA (Certified Kubernetes Administrator)
Hands-on, two hours. Proves you can install, operate, and troubleshoot the cluster itself, and it's the prerequisite for CKS in Section 3.
Apply: Linux Foundation: CKA
Free YouTube: Prepare for the CKA and Pass (2026 update) — freeCodeCamp
Free labs: Killercoda CKA scenarios
Free notes: kodekloudhub/certified-kubernetes-administrator-course · bmuschko/cka-crash-course
Free docs: kubernetes.io/docs. These are allowed during the exam, so practice finding things in them fast.
3. Security
CompTIA Security+
The credential that gets you your first security role.
Apply: CompTIA Security+
Free full course: Professor Messer's Security+ Training Course, the gold standard and completely free
Free warm-up: Google Cybersecurity Certificate (audit free) · TryHackMe free rooms
Our crash courses: Networking · JWT vs OAuth
Version alert: A new version (SY0-801) is expected to launch on November 17, 2026, and the current SY0-701 exam retires June 11, 2027. Both earn the same Security+ credential. If you're already studying 701, finish it. If you're starting from scratch after November, study for 801.
CKS (Certified Kubernetes Security Specialist)
Hands-on, two hours. Requires an active CKA.
Apply: Linux Foundation: CKS
Free labs: Killercoda CKS scenarios
Free practice repos: bmuschko/cks-crash-course · CKS Exercises
Free study guide: How to Pass the CKS — freeCodeCamp
Our crash course: Kubernetes Part 3: Security
Not on Kubernetes? Take the cloud route instead: AWS Security – Specialty (free prep on Skill Builder) or Google Professional Cloud Security Engineer (free path on Google Skills). For AWS, our IAM full course, IAM least privilege, and VPC flow logs (1, 2) crash courses cover a big chunk of the exam.
4. Data Engineering
AWS Data Engineer – Associate or Google Professional Data Engineer or Microsoft Fabric Data Engineer (DP-700)
Pick the cloud you work in. All three test ingestion, transformation, orchestration, and governance.
Apply: AWS Data Engineer – Associate · Google Professional Data Engineer · Microsoft DP-700
Free official prep: AWS Skill Builder DEA-C01 prep plan · Google Skills "Data Engineer" path · Microsoft Learn DP-700 course
Free YouTube: DP-700 Study Cram — John Savill
Free course for any cloud: Data Engineering Zoomcamp — DataTalksClub, a free, project-based course. Do this before any of the three exams.
Free SQL practice: SQLBolt · Mode SQL Tutorial
Databricks Certified Data Engineer (Associate → Professional)
Spark and lakehouse at scale. It doesn't depend on any one cloud, so it stacks on top of any of the three above. Start with Associate; Professional is the one that really sets you apart.
Apply: Databricks Certifications → Data Engineer Associate / Professional
Free courses: Databricks Academy self-paced training, where the Data Engineer learning plan is free on demand
Free practice environment: Databricks Free Edition
Free for students: Databricks student resources
Cheaper exam: Databricks runs a Learning Festival roughly every quarter. Finish a learning path during the event window for an exam discount.
5. AI Engineering
AWS Machine Learning Engineer – Associate or Google Professional Machine Learning Engineer
Proves you can take a model from data to a production pipeline on a cloud platform.
Apply: AWS ML Engineer – Associate · Google Professional ML Engineer
Free official prep: AWS Skill Builder MLA prep plan · Google Skills "Machine Learning Engineer" path
Free crash course: Google's Machine Learning Crash Course, the best free ML fundamentals course, and it isn't tied to either cloud
Build something: aashu-0/MLOps_Learning_Project, a full ML pipeline with CI/CD to AWS EKS
Version alert (AWS): The exam is moving from MLA-C01 to MLA-C02, which adds foundation models, Bedrock, RAG, and agentic AI. Make sure any course or practice test you use says MLA-C02.
NVIDIA-Certified Professional: Generative AI LLMs (NCP-GENL)
Design, fine-tune, optimize, and deploy LLMs. This is the deep end of AI engineering, not prompt engineering.
Apply: NCP-GENL. If booking isn't open for you yet, or you want a stepping stone, take the Associate (NCA-GENL) first.
Free courses: NVIDIA DLI Generative AI Explained and Building RAG Agents with LLMs · Gen AI & LLM Learning Path
Free deep dive: Hugging Face LLM Course, which covers transformers, fine-tuning, and deployment
Free YouTube: Let's build GPT: from scratch, in code — Andrej Karpathy, the best explanation of transformer architecture on the internet
Our crash courses: Full-Stack GenAI · What is Tool Calling? · Vector Databases · vLLM on Kubernetes (the exam's deployment domain)
6. AI Infrastructure & MLOps
NVIDIA-Certified Associate: AI Infrastructure & Operations (NCA-AIIO)
Proves you understand GPU compute, AI networking, storage, and how AI clusters get managed.
Apply: NCA-AIIO
Free official prep: Introduction to AI in the Data Center (NVIDIA, free to audit on Coursera)
Free learning path: NVIDIA learning paths
NVIDIA-Certified Professional: AI Infrastructure (NCP-AII) or AI Operations (NCP-AIO)
Two halves of the same job. AII = deploy and validate GPU infrastructure (drivers, container toolkit, MIG, networking). AIO = monitor, troubleshoot, and schedule AI workloads (Kubernetes, Slurm, Run:ai). DevOps people usually start with AIO.
Free docs (core exam material): NVIDIA GPU Operator · NVIDIA Container Toolkit
Our crash courses: Prometheus (playlist) · Grafana (playlist). GPU monitoring in production is just Prometheus + Grafana with NVIDIA's DCGM exporter.
Heads up: NVIDIA recommends 2–3 years of data center experience for the Professional exams. Take NCA-AIIO first unless you already work with GPU clusters.
7. Forward Deployed Engineer
AWS Certified Cloud Practitioner (CLF-C02)
Cloud vocabulary that gets you past HR filters. Any practitioner-level cert works (AZ-900, Google Cloud Digital Leader), but AWS is the most common.
Apply: AWS Cloud Practitioner
Free official prep: Skill Builder Cloud Practitioner prep · AWS Cloud Quest (Cloud Practitioner role, a free game-style lab)
Free YouTube: AWS Cloud Practitioner full course — freeCodeCamp
Our crash courses: AWS roadmap · VPC (hands-on) · Load balancers · Serverless (Lambda + API Gateway) · 5 cloud projects to build
Claude Certified Architect – Foundations
Agentic architecture, MCP, tool design, Claude Code, and context management: the systems an FDE actually deploys at customers. Proctored, 60 questions.
Eligibility: For now, the exam is only open to people at organizations in the Claude Partner Network. Firms can join for free, so if you work at a consultancy or agency, ask whether it's a partner.
Free official courses: Anthropic Academy. Start with Building with the Claude API, then Introduction to Agent Skills and Claude Code in Action. Partners also get the official certification prep courses.
Free YouTube: Claude Certified Architect – Foundations prep (13 hours) — freeCodeCamp / Andrew Brown
Free study repo: paullarionov/claude-certified-architect (community resource, not affiliated with Anthropic)
Free docs: Model Context Protocol
Our crash courses: Building Agents with MCP (Anthropic workshop) · KodeKloud MCP for Beginners · System design · APIs
Level up later: Anthropic now also offers Claude Certified Architect – Professional for enterprise-scale deployments, plus a Developer – Foundations track if you're more builder than architect.
Crash Course Quick List
Every crash course from this article, grouped by domain:
DevOps & SRE: Terraform Day 1 · Terraform project · DevOps concepts · CI/CD · GitOps · Deployment strategies · CloudWatch · Auto scaling · DevOps + AIOps project
Kubernetes: Docker · K8s Part 1 · K8s Part 2 · Docker CI/CD project
Security: Networking · JWT vs OAuth · K8s Part 3: Security · IAM · IAM least privilege · VPC flow logs
AI: Full-Stack GenAI · Tool calling · Vector DBs · vLLM on Kubernetes
AI Infra: Prometheus · Grafana
FDE: AWS roadmap · VPC · Load balancers · Serverless · 5 cloud projects · MCP workshop · System design · APIs
One Rule Before You Book
Never pay list price. The Microsoft voucher tracker covers DP-700, passing one AWS exam has typically earned 50% off the next, and NVIDIA exams are often free for in-person GTC attendees. Ten minutes of searching regularly saves $100–$400.
CKA discount: Book the CKA through this link and use code VISHAKHA at checkout for a discount.
All prep resources above are free courses, official free platforms, free labs, or free YouTube content. Exam versions, eligibility rules, and prices change often, so confirm details on the official page before booking. If a video link has moved, search its title to find the current version.