Cloud and IT Practice Tests
Choose IT Mastery practice pages for AWS, Microsoft, Google Cloud, GitHub, GitLab, CompTIA, ISC2, ISACA, Linux, Red Hat, Python Institute, Oracle, and related IT certifications.
Cloud and IT certifications are some of the fastest ways to prove real skills to employers—whether you are just starting in tech, moving from on‑prem to cloud, or adding credentials on top of existing experience.
This area of Mastery Exam Prep focuses on:
- Cloud and AI foundations: AWS Certified Cloud Practitioner (CLF‑C02), Microsoft Azure Fundamentals (AZ-900), Azure AI Fundamentals (AI-900), and the AI-901 transition page
- Associate, professional, and specialty certifications: AWS, Microsoft Azure, Microsoft AI/Fabric, GCP, OCI, Snowflake, HashiCorp, Databricks, and role-based security or developer exams
- Google Cloud AI and professional pages: Cloud Digital Leader, Generative AI Leader, Professional Cloud Architect, Professional Data Engineer, Professional Machine Learning Engineer, Professional Cloud DevOps Engineer, and Professional Cloud Security Engineer
- Linux Foundation / CNCF exams: KCNA, KCSA, CKA, CKAD, CKS, LFCS, Istio Certified Associate, and Prometheus Certified Associate
- GitHub pages: Foundations, Actions, Advanced Security, Administration, and Copilot certification pages
- Python Institute pages: live PCEP-30-02, PCAP-31-03, and PCEI-30-01 practice, plus current Python data, AI, and professional exam pages where app practice exists
- Microsoft Azure exam pages: AZ-900, AZ-104, AI-900, AI-200, and AZ-305 now live under the Microsoft Azure hub, with AZ-204 kept as replacement guidance for older Azure Developer Associate searches
- Microsoft AI, Fabric, security, business AI, and Azure-focused pages: AI-103, AI-200, AI-300, AB-730, AB-731, AB-100, DP-700, and SC-500 are live; AI-901, DP-600, DP-900, AZ-400, AZ-700, DP-300, DP-420, DP-750, AZ-140, AZ-120, AI-102, DP-100, AZ-500, AZ-800, AZ-801, DP-203, DP-500, AZ-600, AZ-220, and AZ-720 are organized under Microsoft
- Core IT certifications: CompTIA A+, Network+, Security+, Cloud+, SecAI+, CloudNetX, Linux+, Data+, DataSys+, DataAI, CySA+, PenTest+, and SecurityX where current practice pages exist
- ISC2 security pages: Certified in Cybersecurity (CC), SSCP, CCSP, CISSP, and CGRC
- ISACA audit, risk, and security-management pages: CISA, CISM, CRISC, CGEIT, CDPSE, and newer AI audit/security/risk pages
- Red Hat pages: RHCSA EX200, RHCE EX294, OpenShift Administrator EX280, Containers EX188, and OpenShift Automation EX380 as performance-based readiness pages
- Cisco pages: CCNA 200-301, DevNet/CCNA Automation 200-901, and CyberOps/CCNA Cybersecurity 200-201
- Oracle pages: Java SE 17/21, Oracle Utilities Work and Asset Cloud, OCI 2025 AI Foundations, OCI Generative AI, OCI Architect/Developer Professional, Oracle SQL, MySQL, Autonomous Database, and data-platform exam pages
- Supporting topics: infrastructure as code, data engineering, cloud security, architecture patterns, and AI-service selection
Our goal is to give you exam‑realistic practice and clear explanations, not just flashcards.
CompTIA Project+ (PK0-005) is intentionally excluded from this vertical’s live IT catalog because it belongs in PM Mastery as a project-management exam.
Best page to open first
| If your target is… | Best first page | Why |
|---|---|---|
| General cloud foundations | CLF-C02 | Strong first page for core cloud vocabulary, shared-service patterns, security, pricing, and support. |
| AWS production GenAI development | AIP-C01 | Live practice for AWS Certified Generative AI Developer - Professional and its Bedrock-centered production GenAI scope. |
| Azure platform basics | AZ-900 | Best first page for Azure services, governance, identity, pricing, and Microsoft-style cloud fundamentals. |
| Azure AI workloads | AI-900 | Best first page for AI workload recognition, machine learning basics, vision, NLP, and generative AI on Azure. |
| Microsoft AI-first transition pages | Microsoft Certification Practice Hub | Best page for live AI-103, AI-200, AI-300, AB-730, AB-731, AB-100, DP-700, and SC-500 practice plus AI-901, DP-600, and Azure-focused Microsoft replacement pages. |
| Google Cloud entry point | ACE | Good first page for hands-on platform usage and core GCP operations. |
| Google Cloud GenAI leadership | Generative AI Leader | Current practice page for business-level GenAI adoption, Google Cloud AI offerings, and responsible transformation. |
| Google Cloud technical ML | Professional Machine Learning Engineer | Current practice page for Vertex AI, model productionization, monitoring, and ML engineering judgment. |
| Infrastructure as code | Terraform Associate (004) | Best current page for Terraform workflow, configuration, state, modules, and HCP Terraform. |
| Kubernetes and cloud native foundations | KCNA | Best Linux Foundation/CNCF page for MCQ-style Kubernetes and cloud native fundamentals. |
| Kubernetes security foundations | KCSA | Best Linux Foundation/CNCF page for MCQ-style cloud native security fundamentals. |
| GitHub collaboration, Actions, security, administration, or Copilot | GitHub certifications | Best page for GitHub Foundations, Actions, Advanced Security, Administration, and Copilot pages. |
| GitLab repository workflow and CI/CD basics | GitLab certifications | Best page for GitLab Certified Git Associate sample questions and adjacent DevOps exam pages. |
| Python programming credentials | PCEP or PCAP | Live practice for entry and associate Python programming; use the Python Institute hub for current Python credential pages. |
| ISC2 cybersecurity credentials | ISC2 | Best page for CC, SSCP, CCSP, CISSP, and CGRC exam pages. |
| ISACA audit, risk, and security management | ISACA | Use support when you need an ISACA exam that does not yet have a current live IT Mastery page. |
| Red Hat Linux, Ansible, containers, or OpenShift | Red Hat | Best page for performance-based Red Hat pages where objective drills supplement hands-on labs. |
| Cisco networking, automation, or CyberOps | Cisco | Best page for CCNA, DevNet/CCNA Automation, and CyberOps/CCNA Cybersecurity exam pages. |
| Databricks lakehouse engineering | Databricks Certified Data Engineer Associate | Best current page for ingestion, transformations, workflows, and governance on Databricks. |
| Snowflake fundamentals | COF-C02 | Strong first page for Snowflake architecture, security, performance, and loading basics. |
| Snowflake data engineering | DEA-C02 | Best advanced page for ingestion, transformations, streaming, sharing, and observability on Snowflake. |
| Oracle OCI, AI, SQL, MySQL, Utilities, or Java | Oracle certifications | Best page when you need to choose among OCI 2025, Java SE 17/21, Oracle SQL, MySQL, Autonomous Database, data-platform, Utilities, or AI pages first. |
| Entry-level security | Security+ | Strong general IT-security page if you are not yet platform-specific. |
How the main cloud and IT lanes differ
| Lane | What it is really covering |
|---|---|
| Public cloud | AWS, Microsoft Azure, Microsoft AI/Fabric, GCP, and OCI architecture, operations, governance, AI, and service-selection decisions |
| Data platforms | Databricks, Snowflake, Confluent, and adjacent data-engineering or analytics platform work |
| Infrastructure and operations | HashiCorp Terraform, GitHub, CompTIA support/networking/security/cloud/Linux credentials, and operational workflow discipline |
| Developer, database, enterprise application, and programming credentials | Oracle SQL, Oracle Utilities, MySQL, Java, Python Institute, and cloud-adjacent developer correctness or data-service administration |
Current cloud and IT coverage
- The deepest current live practice coverage is in major AWS, Azure, AIP-C01, AI-103, DP-700, SC-500, GitHub GH-900/GH-200/GH-300/GH-500, CompTIA A+/Network+/Security+/Cloud+, Oracle SQL, Java, and Utilities, Python PCEP/PCAP, Databricks, Snowflake, GCP ACE, and Terraform Associate exams
- AWS professional and specialty practice pages now include DOP-C02, SAP-C02, SCS-C03, and ANS-C01 beside the existing DVA-C02 developer page; AIP-C01 is live
- Google Cloud practice pages now include Cloud Digital Leader, Generative AI Leader, Professional Cloud Architect, Professional Data Engineer, Professional Machine Learning Engineer, Professional Cloud DevOps Engineer, and Professional Cloud Security Engineer beside live ACE practice
- Microsoft Azure exam pages under the Microsoft Azure hub now focus on AZ-900, AZ-104, AI-900, AI-200, and AZ-305 for classic Azure-certification searches, with AZ-204 as replacement guidance
- Microsoft AI-first, Business AI, Fabric, cloud-security, Azure-focused, and replacement pages now include live AI-103, AI-200, AI-300, AB-730, AB-731, AB-100, DP-700, and SC-500 practice plus AI-901, DP-600, DP-900, AZ-400, AZ-700, DP-300, DP-420, DP-750, AZ-140, AZ-120, AI-102, DP-100, AZ-500, AZ-800, AZ-801, DP-203, DP-500, AZ-600, AZ-220, and AZ-720
- Linux Foundation / CNCF pages now include KCNA, KCSA, CKA, CKAD, CKS, LFCS, ICA, and PCA, with clear notes where hands-on performance-based practice is required
- GitHub certification pages now include live Foundations, Actions, Advanced Security, Administration, and Copilot practice
- Python Institute pages now include live PCEP, PCAP, and PCEI practice plus current data-analysis and AI-specialist credential pages where app practice exists
- CompTIA Cloud+ and SecAI+ are live now, with current pages for CloudNetX, Linux+, Data+, DataSys+, DataAI, CySA+, PenTest+, and SecurityX where app practice exists
- ISC2 pages now include CC, SSCP, CCSP, CISSP, and CGRC, with official domain weights and role-fit guidance for entry, practitioner, cloud, leadership, and GRC paths
- ISACA pages now include CISA, CISM, CRISC, CGEIT, CDPSE, Advanced in AI Audit, Advanced in AI Security Management, Advanced in AI Risk Management, and Certified Cybersecurity Operations Analyst
- Red Hat pages now include RHCSA EX200, RHCE EX294, OpenShift Administrator EX280, Containers EX188, and OpenShift Automation EX380, with clear performance-based exam caveats
- Cisco pages now include CCNA 200-301, DevNet/CCNA Automation 200-901, and CyberOps/CCNA Cybersecurity 200-201, with current and legacy naming aliases
- Oracle now has live Java SE 17 Developer, Java SE 21 Developer Professional, and Oracle Utilities Work and Asset Cloud practice plus current OCI AI, Generative AI, Architect Professional, and Developer Professional pages beside the broader Oracle catalog
- Some families such as Oracle and Databricks include multiple live practice pages, so use the vendor hub first when choosing the exact exam code
- Databricks now has current pages for Data Analyst Associate, Data Engineer Professional, Machine Learning Associate, Machine Learning Professional, and Generative AI Engineer Associate beside the live Data Engineer Associate practice page
- Use the vendor hub first when you need to know whether one exam code already has live practice in IT Mastery
Fast access
- Browse IT exam pages: IT Exams
- Open IT Mastery on web: IT Mastery Web App
- See plans and access: IT Plans & Access
- Compare exam coverage inside IT Mastery: IT Mastery App
Start with live and high-priority pages
If you are new to cloud, start with a live foundation page such as CLF-C02, AZ-900, AI-900, or ACE. If you already know the platform basics, move directly to the role-based or specialist practice page that matches your target:
- AWS Certified Solutions Architect – Associate (SAA-C03)
- AWS Certified CloudOps Engineer – Associate (SOA-C03)
- AWS Certified Data Engineer – Associate (DEA-C01)
- AWS Certified Machine Learning Engineer – Associate (MLA-C01)
- AWS Certified AI Practitioner (AIF-C01)
- AWS Certified Generative AI Developer - Professional (AIP-C01)
- Google Cloud Generative AI Leader
- Databricks Certified Data Engineer Associate
- HashiCorp Certified: Terraform Associate (004)
- Kubernetes and Cloud Native Associate (KCNA)
- SnowPro Advanced: Data Engineer (DEA-C02)
- Python Institute PCEP-30-02
- Python Institute PCAP-31-03
You can also browse by issuer:
- AWS exam pages
- Azure exam pages
- Microsoft Certification Practice Hub
- GCP exam pages
- Live practice: Associate Cloud Engineer
- Current practice pages: Cloud Digital Leader, Generative AI Leader , Professional Cloud Architect , Professional Data Engineer, Professional Machine Learning Engineer , Professional Cloud DevOps Engineer, and Professional Cloud Security Engineer
- CompTIA exam pages
- ISC2 exam pages
- Current practice pages: CC , SSCP, CCSP, CISSP, and CGRC where live practice exists
- Red Hat exam pages
- Performance-based exams: RHCSA EX200, RHCE EX294, OpenShift Administrator EX280, Containers EX188, and OpenShift Automation EX380
- Cisco exam pages
- Current practice pages: CCNA 200-301 , DevNet/CCNA Automation 200-901, and CyberOps/CCNA Cybersecurity 200-201
- Linux Foundation / CNCF exam pages
- MCQ-fit exams: KCNA, KCSA, and PCA
- Hands-on or mixed-format exams: CKA, CKAD, CKS, LFCS, and ICA
- GitHub certification pages
- Live IT Mastery tracks: Foundations , Actions , Advanced Security , and Copilot
- Current practice page: Administration
- Python Institute exam pages
- Live practice exams: PCEP-30-02 , PCAP-31-03 , and PCEI-30-01
- Professional Python pages: PCPP1 and PCPP2 where live practice exists
- Data and AI pages: PCED, PCAD, and PCAI
- Oracle exam pages
- HashiCorp exam pages
- Databricks exam pages
- Live practice: Databricks Certified Data Engineer Associate
- Current practice pages: Data Analyst Associate, Data Engineer Professional, Machine Learning Associate, Machine Learning Professional, and Generative AI Engineer Associate
- Snowflake exam pages
Oracle pages are also live on the site for OCI 2025, Oracle Database SQL, MySQL 8.0, Oracle AI Autonomous Database 2025, Oracle Data Platform 2025, Oracle Utilities Work and Asset Cloud, Java SE 17, and Java SE 21. Use Oracle certifications when you need the right Oracle code first, then move into the matching exam page.
What you will find in this area
This vertical brings together:
- Exam pages — curated main exam pages for each major certification family, with exam snapshots, topic coverage, sample questions, and direct practice links.
- IT Mastery access pages: web access, plans, login, and app-family access for the live IT catalog.
- Selective companion products — such as the AWS CLF-C02 practice exams book when a book format is genuinely useful.
If you want interactive practice right now, use the live IT Mastery surfaces:
- Start with IT exam pages: IT Exams
- Open IT Mastery on the web: IT Mastery Web App
- See plans and access: IT Plans & Access
- See the full product page: IT Mastery
You can start today with these live exams and current practice pages:
- AWS associate‑level certifications (SAA‑C03, SOA‑C03, DEA‑C01, MLA‑C01)
- AWS AIP-C01 live practice plus professional and specialty practice pages such as DOP-C02, SAP-C02, SCS-C03, and ANS-C01
- Azure fundamentals and Azure AI foundations (AZ-900 and AI-900), live Microsoft AI-103, AI-200, AI-300, AB-730, AB-731, AB-100, DP-700, and SC-500 practice, Azure role pages such as DP-900, AZ-305, AZ-400, AZ-700, DP-300, DP-420, DP-750, AZ-140, and AZ-120, AZ-204 replacement guidance, plus Microsoft transition pages for AI-901 and DP-600
- AWS AI foundations (AIF‑C01)
- Google Cloud Associate Cloud Engineer (ACE)
- Google Cloud practice pages for Generative AI Leader, Professional Data Engineer, Professional Machine Learning Engineer, Professional Cloud Architect, Professional Cloud DevOps Engineer, Professional Cloud Security Engineer, and Cloud Digital Leader
- Terraform Associate (004)
- Linux Foundation / CNCF exam-selection pages for KCNA, KCSA, CKA, CKAD, CKS, LFCS, ICA, and PCA
- Databricks Data Engineer Associate
- Python Institute PCEP and PCAP programming practice
- SnowPro Core (COF‑C02) and SnowPro Advanced: Data Engineer (DEA-C02)
- CompTIA A+, Network+, Security+, Cloud+, and SecAI+, with current pages for CloudNetX, Linux+, Data+, DataSys+, DataAI, CySA+, PenTest+, and SecurityX where live practice exists
- Security and networking foundations that support all of the above
If you want the CompTIA project-management page instead, use Project+ (PK0-005) inside the Project Management vertical .
How this fits with the rest of Mastery
The Cloud & IT vertical is one of several professional areas covered by Mastery Exam Prep:
- Finance, securities & investing — CIRO, CSI, LLQP, RIBO, CAIB, Alberta AIC, FP Canada, FINRA, MSRB, and NASAA
- Project management — PMP, PRINCE2, Project+, and related delivery certifications
- Agile & Scrum — Scrum.org, Scrum Alliance, SAFe, and PMI-ACP
- Product management — business-analysis, product-owner, AI-governance, and adjacent delivery tracks
If you are planning a longer‑term journey, you might start with CLF‑C02 here, then later add security, data, or project management certifications from the other verticals as your career develops.
Good next pages after Cloud and IT
- IT Exams if you want the main IT exam-page browse layer
- IT Roadmaps if you want first-cert ordering instead of one exam code
- IT Mastery Web App if you want to start on web with the same IT Mastery account you use on mobile
- IT Plans & Access if you want installs, pricing, and billing notes first