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