AI Team Structure: Roles, Skills and Hiring Guide
How to build and scale an AI team from first hire to full function. Roles and responsibilities for ML Engineers, Data Scientists, MLOps Engineers, and...
ARDURA Consulting Blog
Expert articles on technologies, trends and IT best practices
DevOps Engineer Rates in Poland 2026: Hiring Guide
A comprehensive guide to DevOps engineer rates in Poland for 2026. Rate tables by seniority and specialization (Kubernetes, AWS, Azure, CI/CD), compar...
DevOps Team Structure: Roles and Hiring Guide
How to structure a DevOps team from the first Platform Engineer to a mature SRE organization. Roles for Platform Engineer, SRE, Cloud Architect, and D...
Hidden Costs of IT Recruitment: What You Are Not Told
10 hidden cost categories that inflate your actual IT hiring spend by 2-3x. A total cost formula, benchmarks by role, and how staff augmentation elimi...
IT Talent Acquisition Checklist: From Job Description to Offer
An end-to-end checklist for hiring IT professionals. Covers job description writing, sourcing strategies, technical interview design, offer negotiatio...