RÉSUMÉ KEYWORDS
Résumé keywords by role
The skills employers list as required in 68,184 tech and engineering job postings posted July 9, 2026 to October 7, 2026, counted per role.
Tech roles
| Role | Postings analysed | Top skills |
|---|---|---|
| Software Engineer | 21,007 | Python, Java, REST APIs |
| Backend Engineer | 928 | Distributed systems, REST APIs, Python |
| Frontend Engineer | 342 | TypeScript, React, JavaScript |
| Full Stack Engineer | 1,043 | React, TypeScript, REST APIs |
| Software Developer | 2,223 | Python, Java, REST APIs |
| Data Engineer | 4,969 | SQL, Python, Data modeling |
| Data Scientist | 3,796 | Python, SQL, Machine learning |
| Machine Learning Engineer | 1,292 | Python, Machine learning, SQL |
| AI Engineer | 2,199 | Python, RAG, LLMs |
| DevOps Engineer | 2,598 | CI/CD, Kubernetes, Terraform |
| Site Reliability Engineer | 1,519 | Kubernetes, Infrastructure as code, Observability |
| Security Engineer | 1,279 | Incident response, Cloud security, Vulnerability management |
| Engineering Manager | 2,385 | Distributed systems, REST APIs, System design |
| Product Manager | 7,497 | Stakeholder management, Agile, A/B testing |
| Technical Program Manager | 1,490 | Stakeholder management, Agile, Distributed systems |
| Mobile Engineer | 206 | Kotlin, Swift, Android |
| iOS Engineer | 170 | Swift, iOS, SwiftUI |
| Android Engineer | 165 | Kotlin, Android, Java |
| Platform Engineer | 1,068 | CI/CD, Kubernetes, Infrastructure as code |
| Cloud Engineer | 727 | CI/CD, Infrastructure as code, Terraform |
| Infrastructure Engineer | 567 | Terraform, Kubernetes, Linux |
| QA Engineer | 700 | Test automation, SQL, Java |
| Software Engineer in Test | 77 | Test automation, CI/CD, Python |
| Analytics Engineer | 326 | SQL, Data modeling, Python |
| Business Intelligence Engineer | 43 | SQL, Data modeling, Power BI |
| Software Architect | 702 | System design, Distributed systems, TypeScript |
| Cloud Architect | 271 | Infrastructure as code, AWS, CI/CD |
| Data Architect | 692 | Data modeling, SQL, Python |
| Embedded Software Engineer | 1,036 | C, C++, Embedded C |
| Firmware Engineer | 401 | C, Python, C++ |
| Web Developer | 302 | JavaScript, HTML, CSS |
| Full Stack Developer | 978 | Java, REST APIs, React |
| Java Developer | 1,540 | Java, Spring, Spring Boot |
| Python Developer | 314 | Python, SQL, REST APIs |
| Applied Scientist | 195 | Python, Machine learning, PyTorch |
| Application Security Engineer | 246 | Penetration testing, OWASP, Vulnerability management |
| Cloud Security Engineer | 248 | Cloud security, IAM, Infrastructure as code |
| Database Administrator | 488 | SQL, SQL Server, PostgreSQL |
| Product Owner | 1,513 | Stakeholder management, Agile, Product roadmapping |
| Technical Product Manager | 642 | Stakeholder management, System design, REST APIs |