country,metro,technology,role,developers,public_email_pct,open_to_work_pct
France,*,*,*,11662,31,18
France,*,*,Software engineering,7516,33,21
France,Paris,*,*,4306,32,18
France,*,Python,*,2913,29,17
France,*,*,AI product,2507,34,22
France,*,TypeScript,*,2361,30,22
France,*,*,Infrastructure,2053,33,20
France,*,Node.js,*,1972,33,19
France,*,*,AI research,1508,32,20
France,Paris,Python,*,1234,29,17
France,*,RAG / Retrieval,*,1140,33,21
France,*,AI Agents,*,1031,35,22
France,*,LLM Engineering,*,960,35,23
France,*,PHP,*,896,32,21
France,*,C++,*,887,32,19
France,*,Java,*,882,34,17
France,Paris,TypeScript,*,865,30,22
France,Lyon,*,*,748,33,16
France,Paris,Node.js,*,740,32,19
France,*,Kubernetes / DevOps,*,686,36,20
France,*,PyTorch / ML,*,589,30,19
France,*,AWS,*,580,32,22
France,*,Go / Golang,*,576,34,19
France,*,Rust,*,526,33,22
France,Toulouse,*,*,516,31,21
France,Paris,RAG / Retrieval,*,474,34,20
France,*,Computer Vision,*,463,31,24
France,*,Terraform,*,424,32,21
France,Paris,LLM Engineering,*,420,36,23
France,Bordeaux,*,*,416,35,15
France,Paris,AI Agents,*,409,36,24
France,Nantes,*,*,374,29,16
France,*,React,*,324,35,17
France,Lille,*,*,314,33,17
France,Paris,C++,*,314,35,20
France,*,.NET / C#,*,290,32,17
France,Paris,PyTorch / ML,*,287,32,18
France,Paris,Java,*,281,37,19
France,*,Azure,*,274,31,21
France,Paris,Kubernetes / DevOps,*,271,36,20
France,Paris,PHP,*,253,37,19
France,*,GenAI Media (Image/Video),*,251,37,21
France,Paris,AWS,*,245,31,23
France,*,LLM Inference / Serving,*,244,34,25
France,Paris,Computer Vision,*,240,32,24
France,Montpellier,*,*,233,33,22
France,Paris,Go / Golang,*,230,36,12
France,*,OVH,*,229,34,21
France,Grenoble,*,*,229,35,16
France,Rennes,*,*,222,34,17
France,*,Ruby,*,210,31,19
France,Paris,Rust,*,203,32,19
France,Marseille,*,*,189,33,21
France,*,*,Data science,179,40,20
France,Nice,*,*,179,32,20
France,*,Angular,*,178,28,21
France,Paris,Terraform,*,178,28,19
France,Lyon,Python,*,174,32,16
France,Lyon,TypeScript,*,161,30,14
France,Strasbourg,*,*,150,34,23
France,*,TensorFlow / ML,*,147,40,24
France,*,Kotlin / Android,*,144,45,28
France,Toulouse,Python,*,144,28,18
France,*,Hugging Face,*,143,23,16
France,*,GCP,*,141,44,26
France,Lyon,Node.js,*,138,34,16
France,Toulouse,TypeScript,*,120,22,22
France,*,*,Data engineering,108,38,24
France,*,Scaleway,*,107,33,18
France,Paris,Azure,*,107,33,13
France,*,JAX,*,103,35,19
France,Bordeaux,Python,*,101,37,22
France,Paris,LLM Inference / Serving,*,101,36,25
France,*,Swift / iOS,*,99,39,19
France,Paris,React,*,97,48,23
France,Paris,GenAI Media (Image/Video),*,92,39,18
France,Nantes,Node.js,*,91,27,18
France,*,Vue.js,*,90,42,13
France,*,Reinforcement Learning,*,88,32,18
France,Toulouse,Node.js,*,80,36,24
France,Nantes,TypeScript,*,79,30,16
France,Paris,Hugging Face,*,78,24,17
France,Bordeaux,Node.js,*,77,35,18
France,Paris,.NET / C#,*,77,31,22
France,Bordeaux,TypeScript,*,76,38,21
France,Paris,Ruby,*,75,39,16
France,Paris,TensorFlow / ML,*,75,44,31
France,*,Flutter / Dart,*,71,30,31
France,Grenoble,Python,*,70,34,7
France,Lyon,AI Agents,*,70,31,21
France,Lyon,PHP,*,65,38,11
France,Lyon,RAG / Retrieval,*,65,28,23
France,*,GraphQL,*,64,55,19
France,Paris,GCP,*,63,46,35
France,Paris,Kotlin / Android,*,61,44,25
France,Lille,TypeScript,*,60,27,13
France,Montpellier,Python,*,59,27,19
France,Paris,Scaleway,*,56,38,16
France,*,Scala / Spark,*,54,35,22
France,Lyon,LLM Engineering,*,54,35,19
France,*,NLP,*,53,25,26
France,Lille,Node.js,*,53,40,17
France,Lille,Python,*,52,29,17
France,Paris,OVH,*,52,35,19
France,Lyon,React,*,51,33,25
France,Paris,Reinforcement Learning,*,51,31,16
France,Toulouse,PHP,*,50,22,26