Skills
Infrastructure / DevOps Skills
Python is the most in-demand skill for Infrastructure / DevOps roles, asked for in 66% of 1,477 live Infrastructure / DevOps listings. The most-requested skills are Python, Terraform, GCP, Kubernetes, and Docker.
Ranked by live-role demand across active Infrastructure / DevOps listings. Updated 1 day ago.
Most-requested skills
| Skill | Share of roles | Listings |
|---|---|---|
| Python | 66% | 974 |
| Terraform | 54% | 794 |
| GCP | 48% | 707 |
| Kubernetes | 43% | 632 |
| Docker | 40% | 587 |
| AWS | 32% | 466 |
| CI/CD | 31% | 457 |
| Machine Learning | 28% | 415 |
| GPU | 27% | 395 |
| Android | 25% | 367 |
| Speech Recognition | 25% | 367 |
| iOS | 25% | 362 |
| Distributed Systems | 24% | 358 |
| Azure | 17% | 245 |
| Agentic AI | 16% | 241 |
| LLMs | 14% | 205 |
| C++ | 11% | 167 |
| Data Engineering | 10% | 144 |
| TypeScript | 8% | 111 |
| Rust | 7% | 105 |
| Robotics | 7% | 102 |
| PostgreSQL | 7% | 98 |
| Autonomous Vehicles | 6% | 92 |
| Java | 6% | 82 |
| Generative AI | 5% | 74 |
| Deep Learning | 5% | 68 |
| SQL | 4% | 63 |
| Airflow | 4% | 61 |
| PyTorch | 4% | 60 |
| Kafka | 4% | 59 |
| CUDA | 4% | 58 |
| Spark | 4% | 57 |
| React | 4% | 57 |
| Go | 4% | 53 |
| MLOps | 3% | 47 |
| JavaScript | 3% | 42 |
| Redis | 3% | 42 |
| Snowflake | 3% | 42 |
| Foundation Models | 3% | 39 |
| Vector Databases | 3% | 37 |
| RAG | 2% | 33 |
| Embeddings | 2% | 32 |
| Triton | 2% | 32 |
| Node.js | 2% | 30 |
| Databricks | 2% | 30 |
| Data Science | 2% | 29 |
| Multimodal | 2% | 29 |
| BigQuery | 2% | 27 |
| TensorFlow | 2% | 25 |
| Model Context Protocol | 2% | 25 |
| TensorRT | 2% | 25 |
| Elasticsearch | 2% | 25 |
| dbt | 1% | 21 |
| Fine-tuning | 1% | 20 |
| MongoDB | 1% | 19 |
| FastAPI | 1% | 18 |
| Time Series | 1% | 18 |
| Pinecone | 1% | 17 |
| JAX | 1% | 17 |
| vLLM | 1% | 17 |
| MLflow | 1% | 16 |
| LangChain | 1% | 16 |
| SageMaker | 1% | 14 |
| Reinforcement Learning | 1% | 14 |
| Quantization | 1% | 14 |
| Computer Vision | 1% | 14 |
| pgvector | 1% | 13 |
| Scala | 1% | 9 |
| Hugging Face | 1% | 8 |
| GraphQL | 1% | 8 |
| LangGraph | 1% | 8 |
| NLP | 1% | 8 |
| Diffusion Models | 1% | 8 |
| Transformers | 1% | 8 |
| C# | 0% | 7 |
| Mistral | 0% | 6 |
| Vertex AI | 0% | 5 |
| LlamaIndex | 0% | 5 |
| Milvus | 0% | 4 |
| Ruby | 0% | 4 |
| Tableau | 0% | 4 |
| LangSmith | 0% | 4 |
| Django | 0% | 4 |
| Kotlin | 0% | 3 |
| ONNX | 0% | 3 |
| Power BI | 0% | 3 |
| Weaviate | 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 66% of 1,477 live Infrastructure / DevOps listings. The most-requested skills are Python, Terraform, GCP, Kubernetes, and Docker.
- 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.