Skills
Infrastructure / DevOps Skills
Python is the most in-demand skill for Infrastructure / DevOps roles, asked for in 67% of 1,118 live Infrastructure / DevOps listings. The most-requested skills are Python, Terraform, GCP, Docker, and Kubernetes.
Ranked by live-role demand across active Infrastructure / DevOps listings. Updated 1 hour ago.
Most-requested skills
| Skill | Share of roles | Listings |
|---|---|---|
| Python | 67% | 744 |
| Terraform | 55% | 618 |
| GCP | 51% | 571 |
| Docker | 42% | 468 |
| Kubernetes | 42% | 466 |
| AWS | 31% | 347 |
| CI/CD | 30% | 331 |
| Speech Recognition | 28% | 312 |
| Android | 28% | 309 |
| iOS | 27% | 307 |
| Machine Learning | 27% | 305 |
| GPU | 25% | 280 |
| Distributed Systems | 24% | 265 |
| Azure | 17% | 187 |
| Agentic AI | 15% | 165 |
| LLMs | 13% | 143 |
| C++ | 11% | 118 |
| Data Engineering | 9% | 98 |
| TypeScript | 8% | 84 |
| Rust | 7% | 75 |
| PostgreSQL | 6% | 71 |
| Robotics | 6% | 68 |
| Java | 5% | 56 |
| Generative AI | 5% | 51 |
| Autonomous Vehicles | 5% | 51 |
| Go | 4% | 46 |
| Deep Learning | 4% | 44 |
| PyTorch | 4% | 44 |
| SQL | 4% | 44 |
| React | 4% | 44 |
| Kafka | 4% | 43 |
| CUDA | 4% | 42 |
| Spark | 3% | 39 |
| Airflow | 3% | 38 |
| JavaScript | 3% | 31 |
| Snowflake | 3% | 30 |
| Foundation Models | 3% | 30 |
| Redis | 3% | 30 |
| MLOps | 3% | 29 |
| Vector Databases | 2% | 26 |
| Node.js | 2% | 24 |
| Databricks | 2% | 23 |
| Multimodal | 2% | 23 |
| Data Science | 2% | 22 |
| RAG | 2% | 21 |
| Elasticsearch | 2% | 19 |
| Triton | 2% | 19 |
| TensorFlow | 2% | 19 |
| BigQuery | 2% | 18 |
| Embeddings | 2% | 18 |
| dbt | 1% | 16 |
| TensorRT | 1% | 15 |
| Fine-tuning | 1% | 15 |
| FastAPI | 1% | 13 |
| MongoDB | 1% | 12 |
| Model Context Protocol | 1% | 11 |
| JAX | 1% | 11 |
| Reinforcement Learning | 1% | 10 |
| vLLM | 1% | 10 |
| LangChain | 1% | 9 |
| Pinecone | 1% | 9 |
| MLflow | 1% | 8 |
| Hugging Face | 1% | 8 |
| Computer Vision | 1% | 8 |
| Quantization | 1% | 7 |
| Diffusion Models | 1% | 7 |
| NLP | 1% | 7 |
| LangGraph | 1% | 6 |
| pgvector | 1% | 6 |
| GraphQL | 1% | 6 |
| Transformers | 1% | 6 |
| Mistral | 1% | 6 |
| Time Series | 1% | 6 |
| SageMaker | 1% | 6 |
| LangSmith | 0% | 4 |
| Ruby | 0% | 4 |
| Tableau | 0% | 4 |
| ONNX | 0% | 3 |
| Django | 0% | 3 |
| Power BI | 0% | 3 |
| Milvus | 0% | 3 |
Go deeper
About this data
- What skills do Infrastructure / DevOps roles need?
- Python is the most in-demand skill for Infrastructure / DevOps roles, asked for in 67% of 1,118 live Infrastructure / DevOps listings. The most-requested skills are Python, Terraform, GCP, Docker, and Kubernetes.
- How is demand measured?
- We scan the title and description of every active Infrastructure / DevOps listing for a curated vocabulary of skills, then rank each by the number of distinct live roles that mention it. Share is that count divided by all active Infrastructure / DevOps roles.
- How current is it?
- It reflects live listings and updates as new roles are posted and old ones close.