Microsoft has quietly published one of its most ambitious certification release schedules in years. Between March and June 2026, nine new beta exams are dropping — almost all of them AI-focused. Whether you're a data engineer, cloud developer, security professional, or IT admin, there's likely a new credential coming that's relevant to your career path.
The Full Beta Exam Timeline at a Glance
Microsoft's 2026 beta wave is unmistakably AI-driven. Of the nine new exams, seven have AI directly in the title or are built around AI-adjacent roles. The remaining two — AZ-802 and SC-730 — modernize Windows Server administration and business-level cybersecurity respectively.
| Month | Exam | Certification | Track |
|---|---|---|---|
| March | AI-300 | Machine Learning Operations (MLOps) Engineer Associate | Data |
| DP-750 | Azure Databricks Data Engineer Associate | Data | |
| DP-800 | SQL AI Developer Associate | Developer | |
| April | AI-103 | Azure AI App and Agent Developer Associate | Developer |
| AI-901 | Azure AI Fundamentals | IT Pro | |
| SC-730 | Cybersecurity Business Professional | Business Pro | |
| May | AI-200 | Azure AI Cloud Developer Associate | Developer |
| SC-500 | Cloud and AI Security Engineer Associate | Security Pro | |
| June | AZ-802 | Windows Server Hybrid Administrator | IT Pro |
Beta exam pricing: Microsoft typically offers beta exams at 80% discount ($45 instead of $165–$225). Slots are limited and fill fast. If any of these roles align with your current job, registering early is almost always worth it.
March 2026: AI-300, DP-750, DP-800
The March wave is squarely aimed at data and AI engineering roles — three exams covering the pipeline from raw data through to deployed ML models.
AI-300: Machine Learning Operations (MLOps) Engineer Associate
MLOps is the discipline of operationalizing machine learning — taking models from experiment to production reliably and at scale. AI-300 validates that you can design, implement, and manage end-to-end ML pipelines on Azure.
Expect the exam to cover Azure Machine Learning service deeply — model training pipelines, automated ML, responsible AI principles, model monitoring and drift detection, and CI/CD integration for ML workloads. This is not an introductory exam. Candidates should already be comfortable with Python, Azure ML SDK, and basic DevOps concepts.
Best suited for:
Data scientists moving into engineering roles, ML engineers, Azure AI engineers looking to expand into MLOps.
DP-750: Azure Databricks Data Engineer Associate
Databricks has become the dominant platform for large-scale data engineering, and Microsoft's partnership with Databricks has brought it deep into the Azure ecosystem. DP-750 fills a gap that practitioners have been pointing at for years — a dedicated Databricks certification from Microsoft itself.
The exam will likely cover Delta Lake, Unity Catalog, Databricks Workflows, Spark on Azure, integration with Azure Data Factory and Synapse, and data lakehouse architecture. If you're building pipelines on Databricks as your day job, this certification directly validates the work you're already doing.
Best suited for:
Data engineers currently working with Databricks on Azure, analysts stepping into engineering, anyone targeting big data and lakehouse roles.
DP-800: SQL AI Developer Associate
SQL and AI are colliding faster than most expected. Azure SQL is now shipping built-in vector search, AI model calling from T-SQL, and integration with Azure OpenAI. DP-800 validates that you can build AI-powered applications using SQL Server and Azure SQL Database as the foundation.
Expect topics like vector embeddings in SQL, calling OpenAI endpoints from database procedures, Azure SQL intelligent query processing, and building retrieval-augmented generation (RAG) pipelines with SQL as the data layer. This is a niche but fast-growing area, and early certifiers will stand out.
Best suited for:
SQL developers wanting to add AI capabilities, backend developers integrating Azure SQL with AI services, database administrators expanding their skillset.
April 2026: AI-103, AI-901, SC-730
April brings the most varied month of the wave — an AI developer exam, a brand-new AI fundamentals certification, and a business-focused cybersecurity credential that breaks the traditional IT mold.
AI-103: Azure AI App and Agent Developer Associate
This is arguably the most strategically important exam in the entire 2026 wave. AI agents — autonomous systems that can plan, use tools, and take actions — are where Microsoft is investing heavily through Copilot Studio, Azure AI Foundry, and the Semantic Kernel framework. AI-103 validates that you can build them.
Expect heavy coverage of Azure AI Foundry, prompt engineering, RAG (retrieval-augmented generation) implementation, function calling, agent orchestration, responsible AI safeguards, and deploying AI apps at production scale. Developers who master this content will be positioned for the most in-demand roles of 2026-2027.
Best suited for:
Software developers building AI-powered apps, Copilot Studio developers, anyone working with Azure OpenAI Service or LangChain on Azure.
AI-901: Azure AI Fundamentals
This is the entry-level credential for the entire AI-xxx exam family — the equivalent of AZ-900 for Azure or MS-900 for Microsoft 365, but for AI. No coding experience required. AI-901 is designed to prove foundational AI literacy across concepts, responsible AI principles, and Microsoft's core AI services.
For professionals in non-technical roles who need to understand and communicate about AI initiatives — project managers, business analysts, compliance officers, executives — AI-901 provides a credible, vendor-validated baseline. It's also a natural starting point before pursuing AI-103 or AI-200.
Note: AI-901 appears to be a new exam code for Azure AI Fundamentals — possibly replacing or existing alongside AI-900. Watch for the official Microsoft Learn page to confirm scope differences.
Best suited for:
Non-technical professionals, business stakeholders, anyone starting their AI certification journey, students looking for an entry credential.
SC-730: Cybersecurity Business Professional
SC-730 is the most unconventional exam in this wave. It's not targeting security engineers or administrators — it's targeting business leaders who need to understand cybersecurity well enough to make informed decisions, communicate with security teams, manage risk, and comply with regulations.
Think of it as the security equivalent of a business-focused certification. Topics will likely include threat landscape awareness, security governance frameworks, regulatory compliance (GDPR, NIS2, etc.), security investment decisions, incident response communication, and how to evaluate security posture without deep technical knowledge.
With cybersecurity breaches increasingly making board-level news, this credential fills a genuine gap between IT security teams and the executives who fund and oversee them.
Best suited for:
Managers, compliance officers, business analysts, risk professionals, executives who interface with security teams, non-technical staff in regulated industries.
May 2026: AI-200, SC-500
May delivers two high-value associate-level exams targeting cloud AI development and the increasingly critical intersection of security and AI.
AI-200: Azure AI Cloud Developer Associate
Where AI-103 focuses on apps and agents, AI-200 zooms out to the broader cloud development context for AI workloads. This exam validates that you can architect, build, and deploy AI solutions using Azure's full cloud platform — not just the AI services, but how they integrate with compute, storage, networking, and identity.
Expect topics like designing scalable AI architectures, Azure Kubernetes Service for AI workloads, API management for AI services, cost optimisation for inference workloads, monitoring AI solutions in production, and integration patterns between Azure AI services and existing enterprise applications.
Best suited for:
Cloud developers and architects building production AI systems, solution architects designing enterprise AI platforms, developers with strong Azure foundations who want to specialise in AI.
SC-500: Cloud and AI Security Engineer Associate
This is the exam the security community has been waiting for. AI systems introduce entirely new attack surfaces — prompt injection, model poisoning, data leakage through embeddings, adversarial inputs, and shadow AI deployed without governance. SC-500 validates that you can secure both cloud infrastructure and the AI workloads running on it.
Expect significant overlap with existing SC-series content (identity, endpoint security, SIEM/SOAR) but with a clear AI security lens added on top — covering AI model threat modelling, securing Azure OpenAI deployments, content filtering, data classification for AI pipelines, and AI governance frameworks like Microsoft's Responsible AI standard.
If you currently hold SC-200 or SC-300, SC-500 is a natural extension. The demand for professionals who understand both cloud security and AI security is growing faster than supply right now.
Best suited for:
Security engineers already working in cloud environments, existing SC-200/SC-300 holders, security architects adding AI to their remit, red teamers exploring AI attack surfaces.
June 2026: AZ-802
AZ-802: Windows Server Hybrid Administrator
AZ-802 stands apart from the rest of the 2026 wave as the only non-AI exam in the set. It targets IT professionals managing hybrid Windows Server environments — where on-premises infrastructure coexists with Azure.
This is the successor to the AZ-800/AZ-801 pairing (Administering Windows Server Hybrid Core Infrastructure), consolidating hybrid administration into a single associate-level credential. Expect topics including Active Directory in hybrid scenarios, Azure Arc for servers, Windows Server 2025 features, Azure Site Recovery, hybrid networking, and identity sync between on-prem AD and Entra ID.
For the large number of organisations still running on-premises Windows infrastructure while gradually moving to Azure, AZ-802 validates exactly the skills needed — and it fills a gap left by the retirement of older Windows Server certifications.
Best suited for:
Windows Server administrators managing hybrid environments, IT pros working with Azure Arc, infrastructure engineers bridging on-premises and cloud operations.
Should You Take a Beta Exam?
Beta exams are genuinely different from live exams. Here's what to expect:
Advantages
- ✓ ~80% discount on exam fees (usually $40–$50)
- ✓ You help shape the final exam — your answers contribute to question validation
- ✓ Early certification before the role becomes overcrowded
- ✓ More time to complete (beta exams are longer)
Disadvantages
- ✗ Results delayed 6–8 weeks after the beta period closes
- ✗ No practice exams or study guides available yet
- ✗ Exam content may shift between beta and GA
- ✗ Limited exam slots — registration fills fast
Rule of thumb: If you already work in the role the exam targets, take the beta. The discounted price and early-mover advantage outweigh the lack of study materials — your day-to-day experience IS your study material. If you're learning from scratch, wait for the live exam when proper resources are available.
Which Exam Should You Take First?
With nine new exams, the answer depends entirely on your current role and where you want to go. Here's a quick decision guide:
You're a developer building AI features
Start with AI-103 (agents and apps, April) — the most job-relevant and career-differentiated exam of the set. Follow with AI-200 if you're architecting full cloud AI systems.
You're a data engineer
If you use Databricks daily, take DP-750 first (March). If your work is SQL-heavy with AI integrations, DP-800 is your exam.
You're a data scientist or ML engineer
AI-300 (March) directly validates your MLOps work. If you're newer to the field, start with AI-901 to build foundational credibility first.
You're in security
SC-500 (May) is the standout credential here — AI security is a genuine skills gap and this certification will be highly valued early. If you're in a business/compliance role, SC-730 is the right fit.
You're a Windows Server / infrastructure admin
AZ-802 (June) is your exam. No AI component — pure hybrid infrastructure skills that are directly applicable to the majority of enterprise environments.
You're non-technical and need AI literacy
AI-901 (April) requires no coding experience and gives you a credible AI credential that's meaningful on a CV even without a technical background.
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