The Cloud Engineer role today
This guide draws on 381 Cloud Engineer postings from 251 companies, published from March to September 2026.
In 3% of Cloud Engineer postings, building or applying AI is the job itself.
Observability for AI Systems appears in 54% of Cloud Engineer postings, and LLM Ops in 53%.
Automation exposure averages 48 out of 100 across these postings, which is moderate: parts of the routine work can be automated, which makes AI skills more valuable in the role.
Senior positions make up 46% of postings, mid-level 26%. The most common way of working is hybrid, in 56% of postings.
Common skill gaps
The AI skills our analysis of Cloud Engineer job descriptions most often flags as a gap, with the share of postings where each one comes up.
- AI Security Awareness34%
- Prompt Engineering29%
- AI Cost Optimization29%
- GPU Cluster Management22%
- Generative AI Fundamentals20%
- MLOps Fundamentals19%
Cloud Engineer salary
Pay comes only from postings that quote it: 41 of the 381 Cloud Engineer postings. Each country uses the pay period its employers quote most.
Netherlands
based on 41 postings quoting pay per month€5,300
median per month
The middle half of advertised salaries, with the line at the median.
Essential Cloud Engineer skills
The skills employers ask for in Cloud Engineer job descriptions, from the most requested down.
Core skills
- Observability for AI Systems
- LLM Ops
- AI Assisted Coding
Often requested
- Prompt Engineering
- Infrastructure As Code
- AI Tools Literacy
- AI Infrastructure Management
Also valued
- Data Analysis
- AI Infrastructure Automation
- Automation Scripting
AI skills to learn next
The AI skills employers most often want to add to this role, beyond the ones above.
- AI Security Basics
- MLOps
How the Cloud Engineer role is evolving
The directions employers are taking this role as they adopt AI, with the skills and responsibilities each one adds.
Most common direction
Toward AI engineering
Typical focus
AI infrastructure and AI platform
New responsibilities
- Implement monitoring and observability for AI systems to ensure performance and reliability
- Design and manage GPU-accelerated compute clusters for AI training and inference
- Ensure security and compliance for AI systems, including data privacy and model governance
- Design and manage cloud infrastructure for AI/ML workloads, including GPU instances and high-performance storage
Other directions
Toward AI transformation
Typical focus
AI operations and AI infrastructure
Skills to add
- AI Adoption Strategy
- AI Change Management
- AI Governance
- Change Management
- AI Strategy
- AI Tool Evaluation
New responsibilities
- Develop and enforce AI governance policies for cloud-based AI services
- Implement security and compliance controls for AI workloads
- Lead AI readiness assessments for cloud migration projects
- Leverage AIOps tools to predict and prevent infrastructure incidents
Toward AI security
Typical focus
AI systems and AI-enhanced
Skills to add
- Adversarial Testing
- AI Compliance
- Model Security
- AI Security
- AI Security Frameworks
- AI Red Teaming
New responsibilities
- Implement security controls for AI models and data pipelines
- Conduct adversarial testing and red-teaming of AI systems
- Conduct security assessments of AI models and infrastructure to identify vulnerabilities
- Ensure compliance with AI regulations and standards
Cloud Engineer FAQ
Will AI replace Cloud Engineer jobs?
Automation exposure averages 48 out of 100 across these postings, which is moderate: parts of the routine work can be automated, which makes AI skills more valuable in the role. Employers are mostly reshaping the role toward AI engineering, adding skills such as LLM Ops and GPU Cluster Management.
What skills do Cloud Engineer roles require?
The skills employers ask for most are Observability for AI Systems, LLM Ops, AI Assisted Coding, Prompt Engineering and Infrastructure As Code.
Which AI skills should Cloud Engineer candidates learn next?
LLM Ops, AI Assisted Coding and Observability for AI Systems are the AI skills employers most often want to add. The most common skill gaps are AI Security Awareness and Prompt Engineering.
How is the Cloud Engineer role changing?
The most common direction is AI engineering. Other directions include AI transformation and AI security.
How much do Cloud Engineer roles pay in the Netherlands?
Advertised salaries typically range from €5,000 to €6,000 per month, with the median around €5,300, based on 41 postings that quote pay per month.
Find your next Cloud Engineer role
Browse open AI roles, updated daily.
This guide is built from public job descriptions for Cloud Engineer roles classified as Core AI or AI-enabled. Skills, automation exposure and career directions are extracted from each job description and compared across the market. Postings are deduplicated, so a job listed on several boards or by several agencies counts once. Salaries are advertised ranges from the Netherlands, taken only from the 41 postings that quote pay. How we collect and deduplicate postings.