Skills
Infrastructure / DevOps Skills
Python is the most in-demand skill for Infrastructure / DevOps roles, asked for in 64% of 1,941 live Infrastructure / DevOps listings. The most-requested skills are Python, Terraform, Kubernetes, GCP, and Docker.
Ranked by live-role demand across active Infrastructure / DevOps listings. Updated 11 hours ago.
Most-requested skills
| Skill | Share of roles | Listings |
|---|---|---|
| Python | 64% | 1,238 |
| Terraform | 50% | 962 |
| Kubernetes | 46% | 890 |
| GCP | 43% | 837 |
| Docker | 36% | 695 |
| AWS | 34% | 658 |
| CI/CD | 33% | 639 |
| Machine Learning | 30% | 575 |
| GPU | 29% | 566 |
| Distributed Systems | 25% | 490 |
| Android | 19% | 368 |
| Speech Recognition | 19% | 367 |
| iOS | 19% | 362 |
| Agentic AI | 18% | 352 |
| Azure | 18% | 351 |
| LLMs | 14% | 279 |
| C++ | 12% | 228 |
| Data Engineering | 11% | 223 |
| Autonomous Vehicles | 8% | 157 |
| TypeScript | 8% | 153 |
| Rust | 8% | 151 |
| Robotics | 7% | 145 |
| PostgreSQL | 7% | 143 |
| Java | 6% | 112 |
| SQL | 6% | 108 |
| Generative AI | 5% | 100 |
| Airflow | 5% | 91 |
| Deep Learning | 5% | 90 |
| CUDA | 4% | 85 |
| PyTorch | 4% | 81 |
| React | 4% | 80 |
| Kafka | 4% | 80 |
| Spark | 4% | 76 |
| Go | 3% | 67 |
| Vector Databases | 3% | 63 |
| Snowflake | 3% | 61 |
| JavaScript | 3% | 58 |
| MLOps | 3% | 58 |
| Redis | 3% | 56 |
| RAG | 3% | 53 |
| Triton | 3% | 50 |
| Data Science | 2% | 47 |
| Embeddings | 2% | 46 |
| Foundation Models | 2% | 44 |
| Databricks | 2% | 42 |
| TensorRT | 2% | 39 |
| TensorFlow | 2% | 35 |
| Model Context Protocol | 2% | 34 |
| Node.js | 2% | 34 |
| Multimodal | 2% | 33 |
| BigQuery | 2% | 33 |
| Time Series | 2% | 31 |
| Elasticsearch | 2% | 31 |
| Fine-tuning | 2% | 30 |
| vLLM | 1% | 28 |
| Pinecone | 1% | 24 |
| MongoDB | 1% | 23 |
| LangChain | 1% | 23 |
| Quantization | 1% | 22 |
| FastAPI | 1% | 22 |
| JAX | 1% | 21 |
| SageMaker | 1% | 21 |
| Reinforcement Learning | 1% | 20 |
| dbt | 1% | 20 |
| Computer Vision | 1% | 20 |
| MLflow | 1% | 20 |
| pgvector | 1% | 20 |
| Transformers | 1% | 17 |
| NLP | 1% | 16 |
| Scala | 1% | 11 |
| Hugging Face | 1% | 10 |
| C# | 1% | 10 |
| GraphQL | 0% | 9 |
| LangGraph | 0% | 9 |
| Vertex AI | 0% | 8 |
| Diffusion Models | 0% | 8 |
| Tableau | 0% | 7 |
| Mistral | 0% | 7 |
| Prompt Engineering | 0% | 6 |
| LlamaIndex | 0% | 6 |
| Milvus | 0% | 5 |
| Flask | 0% | 4 |
| ONNX | 0% | 4 |
| Ruby | 0% | 4 |
| Django | 0% | 4 |
| Power BI | 0% | 4 |
| MATLAB | 0% | 3 |
| Kotlin | 0% | 3 |
| Langfuse | 0% | 3 |
| Weaviate | 0% | 3 |
| pandas | 0% | 3 |
| LangSmith | 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 64% of 1,941 live Infrastructure / DevOps listings. The most-requested skills are Python, Terraform, Kubernetes, GCP, 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.