| country,metro,technology,role,developers,public_email_pct,open_to_work_pct | |
| France,*,*,*,11915,31,19 | |
| France,*,*,Software engineering,7631,33,21 | |
| France,Paris,*,*,4423,32,18 | |
| France,*,Python,*,2977,29,17 | |
| France,*,*,AI product,2558,34,22 | |
| France,*,TypeScript,*,2397,30,22 | |
| France,*,*,Infrastructure,2175,33,20 | |
| France,*,Node.js,*,2000,33,19 | |
| France,*,*,AI research,1588,33,20 | |
| France,Paris,Python,*,1275,29,18 | |
| France,*,RAG / Retrieval,*,1155,33,21 | |
| France,*,AI Agents,*,1050,35,22 | |
| France,*,LLM Engineering,*,990,35,23 | |
| France,*,PHP,*,902,32,21 | |
| France,*,C++,*,899,32,19 | |
| France,*,Java,*,895,34,17 | |
| France,Paris,TypeScript,*,882,30,22 | |
| France,*,React,*,843,32,22 | |
| France,Lyon,*,*,759,33,16 | |
| France,Paris,Node.js,*,751,32,20 | |
| France,*,Kubernetes / DevOps,*,719,35,21 | |
| France,*,PyTorch / ML,*,621,31,19 | |
| France,*,Go / Golang,*,605,34,19 | |
| France,*,AWS,*,583,32,22 | |
| France,*,Rust,*,546,32,22 | |
| France,Toulouse,*,*,524,31,20 | |
| France,Paris,RAG / Retrieval,*,484,33,20 | |
| France,*,Computer Vision,*,476,31,24 | |
| France,Paris,LLM Engineering,*,443,36,23 | |
| France,*,Terraform,*,439,31,21 | |
| France,Bordeaux,*,*,421,35,15 | |
| France,Paris,AI Agents,*,417,36,24 | |
| France,Nantes,*,*,378,30,16 | |
| France,*,Angular,*,338,30,20 | |
| France,Paris,C++,*,320,35,20 | |
| France,Lille,*,*,319,33,17 | |
| France,Paris,React,*,313,37,23 | |
| France,Paris,PyTorch / ML,*,309,33,20 | |
| France,*,.NET / C#,*,294,32,16 | |
| France,Paris,Java,*,287,38,18 | |
| France,Paris,Kubernetes / DevOps,*,285,35,20 | |
| France,*,Azure,*,283,31,20 | |
| France,*,GenAI Media (Image/Video),*,266,36,20 | |
| France,*,LLM Inference / Serving,*,262,33,25 | |
| France,Paris,PHP,*,254,37,19 | |
| France,Paris,AWS,*,246,32,24 | |
| France,Paris,Computer Vision,*,246,31,24 | |
| France,Paris,Go / Golang,*,242,36,13 | |
| France,*,Docker,*,237,34,23 | |
| France,Montpellier,*,*,235,33,22 | |
| France,Grenoble,*,*,232,34,16 | |
| France,*,OVH,*,230,34,21 | |
| France,Rennes,*,*,226,35,17 | |
| France,*,Ruby,*,211,32,18 | |
| France,Paris,Rust,*,211,32,19 | |
| France,*,Vue.js,*,198,36,23 | |
| France,Marseille,*,*,192,33,21 | |
| France,Nice,*,*,184,32,20 | |
| France,Paris,Terraform,*,184,28,19 | |
| France,*,*,Data science,181,40,20 | |
| France,*,*,Data engineering,178,37,21 | |
| France,Lyon,Python,*,175,31,15 | |
| France,*,Hugging Face,*,174,24,18 | |
| France,Lyon,TypeScript,*,161,30,14 | |
| France,Strasbourg,*,*,153,34,22 | |
| France,*,TensorFlow / ML,*,152,41,23 | |
| France,*,Kotlin / Android,*,146,46,28 | |
| France,Toulouse,Python,*,146,28,18 | |
| France,*,GCP,*,144,43,26 | |
| France,Lyon,Node.js,*,140,34,16 | |
| France,Toulouse,TypeScript,*,120,22,21 | |
| France,*,React Native,*,119,27,24 | |
| France,*,NLP,*,113,29,21 | |
| France,*,Scaleway,*,113,35,18 | |
| France,Paris,Azure,*,113,33,12 | |
| France,*,JAX,*,112,37,21 | |
| France,*,Flutter / Dart,*,111,31,24 | |
| France,Paris,LLM Inference / Serving,*,110,35,25 | |
| France,*,Swift / iOS,*,103,38,19 | |
| France,Bordeaux,Python,*,101,37,22 | |
| France,Paris,Hugging Face,*,100,25,19 | |
| France,*,Reinforcement Learning,*,98,33,20 | |
| France,Paris,GenAI Media (Image/Video),*,98,37,17 | |
| France,*,GraphQL,*,97,43,19 | |
| France,Paris,Angular,*,97,36,21 | |
| France,*,PostgreSQL,*,92,27,21 | |
| France,Nantes,Node.js,*,91,27,18 | |
| France,Lyon,React,*,83,31,22 | |
| France,*,MongoDB,*,81,26,23 | |
| France,Toulouse,Node.js,*,81,36,23 | |
| France,Nantes,TypeScript,*,79,30,16 | |
| France,Paris,.NET / C#,*,79,30,22 | |
| France,Paris,TensorFlow / ML,*,79,44,29 | |
| France,Bordeaux,Node.js,*,77,35,18 | |
| France,*,Ansible,*,76,33,29 | |
| France,Bordeaux,TypeScript,*,76,38,21 | |
| France,Paris,Ruby,*,76,39,16 | |
| France,Paris,Vue.js,*,76,38,17 | |
| France,Grenoble,Python,*,72,33,7 | |
| France,Paris,Docker,*,71,41,24 | |
| France,Lyon,AI Agents,*,70,31,21 | |
| France,Lyon,PHP,*,65,38,11 | |
| France,Lyon,RAG / Retrieval,*,65,28,23 | |
| France,Paris,GCP,*,64,45,34 | |
| France,Lille,TypeScript,*,63,25,13 | |
| France,Paris,Kotlin / Android,*,63,46,24 | |
| France,Paris,Reinforcement Learning,*,60,32,20 | |
| France,Montpellier,Python,*,59,27,19 | |
| France,Paris,Scaleway,*,58,40,16 | |
| France,Paris,JAX,*,57,35,25 | |
| France,Paris,NLP,*,57,28,19 | |
| France,*,Prometheus,*,56,34,29 | |
| France,Lille,Node.js,*,55,38,18 | |
| France,Lyon,LLM Engineering,*,55,35,18 | |
| France,*,Scala / Spark,*,54,35,22 | |
| France,Lille,Python,*,53,28,17 | |
| France,Paris,OVH,*,52,35,21 | |
| France,Bordeaux,React,*,51,35,16 | |
| France,Toulouse,PHP,*,51,22,25 | |
| France,*,Web3,*,50,34,18 | |
| France,Lille,Java,*,50,46,14 | |
| France,Rennes,Python,*,50,30,20 | |