{"company":{"id":4263,"name":"IFS","domain":"ifs.com","url":"https://alion.io/company/ifs"},"answer":"IFS builds mostly with Python, JavaScript, SQL, Go. Its stack also includes Azure, Kubernetes, PostgreSQL, LangChain. Azure is named in 79 of the 246 job postings IFS published in the last 12 months (32%). Counted by Alion from the job postings of IFS, updated Sep 27, 2026.","window_days":365,"postings_analysed":246,"open_postings":136,"technologies_in_use":273,"modernity_score":78,"ai_adoption":true,"technologies":[{"name":"AI Agents","layer":"practices","postings":119,"share":0.4837,"required":118,"open_postings":73,"first_seen":"2026-04-15","last_seen":"2026-09-24","median_stated_pay_usd":172500},{"name":"CI/CD","layer":"practices","postings":92,"share":0.374,"required":84,"open_postings":42,"first_seen":"2026-04-15","last_seen":"2026-09-23","median_stated_pay_usd":120000},{"name":"Azure","layer":"cloud","postings":79,"share":0.3211,"required":54,"open_postings":39,"first_seen":"2026-03-06","last_seen":"2026-09-21","median_stated_pay_usd":119914},{"name":"Kubernetes","layer":"cloud","postings":77,"share":0.313,"required":61,"open_postings":37,"first_seen":"2026-03-10","last_seen":"2026-09-23","median_stated_pay_usd":119914},{"name":"Python","layer":"languages","postings":71,"share":0.2886,"required":64,"open_postings":29,"first_seen":"2026-03-10","last_seen":"2026-09-23","median_stated_pay_usd":150000},{"name":"AWS","layer":"cloud","postings":58,"share":0.2358,"required":38,"open_postings":25,"first_seen":"2026-04-15","last_seen":"2026-09-21","median_stated_pay_usd":124598},{"name":"RAG","layer":"practices","postings":47,"share":0.1911,"required":45,"open_postings":28,"first_seen":"2026-04-15","last_seen":"2026-09-22","median_stated_pay_usd":172500},{"name":"Docker","layer":"tools","postings":43,"share":0.1748,"required":29,"open_postings":17,"first_seen":"2026-04-15","last_seen":"2026-09-23","median_stated_pay_usd":null},{"name":"LLM","layer":"ai","postings":42,"share":0.1707,"required":41,"open_postings":24,"first_seen":"2026-04-15","last_seen":"2026-09-23","median_stated_pay_usd":182500},{"name":"Copilot","layer":"tools","postings":42,"share":0.1707,"required":38,"open_postings":25,"first_seen":"2026-05-18","last_seen":"2026-09-24","median_stated_pay_usd":null},{"name":"GCP","layer":"cloud","postings":41,"share":0.1667,"required":24,"open_postings":22,"first_seen":"2026-03-06","last_seen":"2026-09-18","median_stated_pay_usd":129195},{"name":"Claude","layer":"ai","postings":39,"share":0.1585,"required":38,"open_postings":18,"first_seen":"2026-06-09","last_seen":"2026-09-18","median_stated_pay_usd":227428},{"name":"JavaScript","layer":"languages","postings":39,"share":0.1585,"required":27,"open_postings":14,"first_seen":"2026-04-15","last_seen":"2026-09-21","median_stated_pay_usd":180000},{"name":"SQL","layer":"languages","postings":36,"share":0.1463,"required":33,"open_postings":14,"first_seen":"2026-04-14","last_seen":"2026-09-21","median_stated_pay_usd":165000},{"name":"Platform Engineering","layer":"practices","postings":33,"share":0.1341,"required":32,"open_postings":18,"first_seen":"2026-06-12","last_seen":"2026-09-23","median_stated_pay_usd":null},{"name":"Cursor","layer":"tools","postings":33,"share":0.1341,"required":29,"open_postings":22,"first_seen":"2026-06-09","last_seen":"2026-09-18","median_stated_pay_usd":null},{"name":"Go","layer":"languages","postings":31,"share":0.126,"required":30,"open_postings":19,"first_seen":"2026-04-20","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"TypeScript","layer":"languages","postings":30,"share":0.122,"required":26,"open_postings":11,"first_seen":"2026-04-15","last_seen":"2026-09-21","median_stated_pay_usd":180000},{"name":"GitOps","layer":"practices","postings":27,"share":0.1098,"required":26,"open_postings":14,"first_seen":"2026-06-17","last_seen":"2026-09-18","median_stated_pay_usd":null},{"name":"PowerShell","layer":"languages","postings":27,"share":0.1098,"required":24,"open_postings":7,"first_seen":"2026-03-10","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Terraform","layer":"tools","postings":27,"share":0.1098,"required":22,"open_postings":11,"first_seen":"2026-03-10","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"LangChain","layer":"frameworks","postings":27,"share":0.1098,"required":21,"open_postings":19,"first_seen":"2026-04-28","last_seen":"2026-09-17","median_stated_pay_usd":185000},{"name":"PostgreSQL","layer":"data","postings":27,"share":0.1098,"required":21,"open_postings":16,"first_seen":"2026-04-20","last_seen":"2026-09-18","median_stated_pay_usd":null},{"name":"Apache Kafka","layer":"cloud","postings":26,"share":0.1057,"required":24,"open_postings":13,"first_seen":"2026-04-20","last_seen":"2026-09-18","median_stated_pay_usd":null},{"name":"C#","layer":"languages","postings":25,"share":0.1016,"required":20,"open_postings":10,"first_seen":"2026-04-20","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"Model Context Protocol","layer":"tools","postings":24,"share":0.0976,"required":22,"open_postings":15,"first_seen":"2026-06-25","last_seen":"2026-09-17","median_stated_pay_usd":null},{"name":"Embeddings","layer":"practices","postings":23,"share":0.0935,"required":23,"open_postings":16,"first_seen":"2026-04-15","last_seen":"2026-09-17","median_stated_pay_usd":null},{"name":"Claude Code","layer":"tools","postings":23,"share":0.0935,"required":19,"open_postings":10,"first_seen":"2026-06-09","last_seen":"2026-09-15","median_stated_pay_usd":203714},{"name":"ChatGPT","layer":"ai","postings":22,"share":0.0894,"required":22,"open_postings":15,"first_seen":"2026-07-28","last_seen":"2026-09-18","median_stated_pay_usd":null},{"name":"Prompt Engineering","layer":"practices","postings":21,"share":0.0854,"required":18,"open_postings":14,"first_seen":"2026-06-03","last_seen":"2026-09-22","median_stated_pay_usd":150000},{"name":"Azure AKS","layer":"cloud","postings":20,"share":0.0813,"required":18,"open_postings":9,"first_seen":"2026-03-10","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"LLM Evaluation","layer":"practices","postings":19,"share":0.0772,"required":19,"open_postings":12,"first_seen":"2026-07-27","last_seen":"2026-09-17","median_stated_pay_usd":null},{"name":"Windows","layer":"cloud","postings":19,"share":0.0772,"required":19,"open_postings":5,"first_seen":"2026-04-16","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Java","layer":"languages","postings":19,"share":0.0772,"required":18,"open_postings":8,"first_seen":"2026-04-16","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"Power BI","layer":"cloud","postings":19,"share":0.0772,"required":18,"open_postings":9,"first_seen":"2026-06-02","last_seen":"2026-09-24","median_stated_pay_usd":200000},{"name":"Function Calling","layer":"practices","postings":18,"share":0.0732,"required":17,"open_postings":12,"first_seen":"2026-04-28","last_seen":"2026-09-11","median_stated_pay_usd":185000},{"name":"GitHub","layer":"cloud","postings":18,"share":0.0732,"required":17,"open_postings":2,"first_seen":"2026-04-16","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Redpanda","layer":"cloud","postings":18,"share":0.0732,"required":17,"open_postings":12,"first_seen":"2026-06-09","last_seen":"2026-09-18","median_stated_pay_usd":null},{"name":"Oracle","layer":"data","postings":17,"share":0.0691,"required":15,"open_postings":9,"first_seen":"2026-04-14","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"LLM Guardrails","layer":"practices","postings":16,"share":0.065,"required":16,"open_postings":10,"first_seen":"2026-04-15","last_seen":"2026-09-23","median_stated_pay_usd":null},{"name":"Linux","layer":"cloud","postings":16,"share":0.065,"required":15,"open_postings":4,"first_seen":"2026-04-16","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Machine Learning","layer":"practices","postings":16,"share":0.065,"required":15,"open_postings":7,"first_seen":"2025-12-18","last_seen":"2026-09-22","median_stated_pay_usd":null},{"name":"React.js","layer":"frameworks","postings":16,"share":0.065,"required":14,"open_postings":7,"first_seen":"2026-04-15","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"Angular","layer":"frameworks","postings":15,"share":0.061,"required":15,"open_postings":5,"first_seen":"2026-06-17","last_seen":"2026-09-21","median_stated_pay_usd":227428},{"name":"Context Engineering","layer":"practices","postings":15,"share":0.061,"required":15,"open_postings":6,"first_seen":"2026-05-20","last_seen":"2026-09-15","median_stated_pay_usd":227428},{"name":"Tool Use","layer":"practices","postings":15,"share":0.061,"required":14,"open_postings":11,"first_seen":"2026-04-28","last_seen":"2026-09-11","median_stated_pay_usd":192500},{"name":"Human-in-the-Loop","layer":"practices","postings":15,"share":0.061,"required":13,"open_postings":9,"first_seen":"2026-04-15","last_seen":"2026-09-21","median_stated_pay_usd":185000},{"name":"OpenAI","layer":"cloud","postings":15,"share":0.061,"required":12,"open_postings":11,"first_seen":"2026-04-28","last_seen":"2026-09-16","median_stated_pay_usd":185000},{"name":"Pydantic AI","layer":"frameworks","postings":15,"share":0.061,"required":11,"open_postings":10,"first_seen":"2026-08-03","last_seen":"2026-09-17","median_stated_pay_usd":null},{"name":"Prometheus","layer":"tools","postings":15,"share":0.061,"required":10,"open_postings":5,"first_seen":"2026-03-10","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"LangGraph","layer":"frameworks","postings":14,"share":0.0569,"required":8,"open_postings":10,"first_seen":"2026-04-28","last_seen":"2026-09-11","median_stated_pay_usd":185000},{"name":"Incident Management","layer":"practices","postings":14,"share":0.0569,"required":6,"open_postings":8,"first_seen":"2026-04-08","last_seen":"2026-08-24","median_stated_pay_usd":null},{"name":"Git","layer":"tools","postings":13,"share":0.0528,"required":5,"open_postings":2,"first_seen":"2026-06-11","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Agentic Workflows","layer":"practices","postings":12,"share":0.0488,"required":12,"open_postings":10,"first_seen":"2026-07-16","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"IAM","layer":"practices","postings":11,"share":0.0447,"required":11,"open_postings":3,"first_seen":"2026-06-25","last_seen":"2026-09-18","median_stated_pay_usd":null},{"name":"Keycloak","layer":"tools","postings":11,"share":0.0447,"required":11,"open_postings":7,"first_seen":"2026-06-25","last_seen":"2026-09-18","median_stated_pay_usd":null},{"name":".NET","layer":"cloud","postings":10,"share":0.0407,"required":10,"open_postings":4,"first_seen":"2026-06-17","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"Ansible","layer":"tools","postings":10,"share":0.0407,"required":10,"open_postings":3,"first_seen":"2026-03-10","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Helm","layer":"tools","postings":10,"share":0.0407,"required":10,"open_postings":4,"first_seen":"2026-03-10","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Anomaly Detection","layer":"practices","postings":10,"share":0.0407,"required":9,"open_postings":3,"first_seen":"2026-06-12","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Rest API","layer":"tools","postings":10,"share":0.0407,"required":8,"open_postings":8,"first_seen":"2026-03-10","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Grafana","layer":"cloud","postings":10,"share":0.0407,"required":6,"open_postings":2,"first_seen":"2026-06-17","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"AutoGen","layer":"frameworks","postings":10,"share":0.0407,"required":4,"open_postings":7,"first_seen":"2026-04-28","last_seen":"2026-09-10","median_stated_pay_usd":185000},{"name":"SLI/SLO/SLA","layer":"practices","postings":9,"share":0.0366,"required":9,"open_postings":8,"first_seen":"2026-03-17","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Bash","layer":"languages","postings":9,"share":0.0366,"required":8,"open_postings":2,"first_seen":"2026-06-22","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Microsoft Excel","layer":"tools","postings":9,"share":0.0366,"required":5,"open_postings":7,"first_seen":"2026-03-23","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Apache Camel","layer":"frameworks","postings":8,"share":0.0325,"required":8,"open_postings":5,"first_seen":"2026-08-03","last_seen":"2026-09-17","median_stated_pay_usd":null},{"name":"Kong","layer":"tools","postings":8,"share":0.0325,"required":8,"open_postings":5,"first_seen":"2026-08-03","last_seen":"2026-09-17","median_stated_pay_usd":null},{"name":"MuleSoft","layer":"cloud","postings":8,"share":0.0325,"required":8,"open_postings":5,"first_seen":"2026-08-03","last_seen":"2026-09-17","median_stated_pay_usd":null},{"name":"GitHub Actions","layer":"cloud","postings":8,"share":0.0325,"required":6,"open_postings":3,"first_seen":"2026-06-19","last_seen":"2026-09-23","median_stated_pay_usd":null},{"name":"Bitbucket","layer":"cloud","postings":8,"share":0.0325,"required":5,"open_postings":4,"first_seen":"2026-04-16","last_seen":"2026-09-23","median_stated_pay_usd":null},{"name":"GitLab","layer":"cloud","postings":8,"share":0.0325,"required":5,"open_postings":4,"first_seen":"2026-04-16","last_seen":"2026-09-23","median_stated_pay_usd":null},{"name":"ArgoCD","layer":"tools","postings":8,"share":0.0325,"required":4,"open_postings":2,"first_seen":"2026-06-11","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Apex","layer":"languages","postings":8,"share":0.0325,"required":3,"open_postings":5,"first_seen":"2026-08-03","last_seen":"2026-09-17","median_stated_pay_usd":null},{"name":"CloudFormation","layer":"tools","postings":7,"share":0.0285,"required":7,"open_postings":2,"first_seen":"2026-06-19","last_seen":"2026-09-18","median_stated_pay_usd":null},{"name":"MS SQL","layer":"data","postings":7,"share":0.0285,"required":7,"open_postings":4,"first_seen":"2026-06-17","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Windows Server","layer":"cloud","postings":7,"share":0.0285,"required":7,"open_postings":3,"first_seen":"2026-06-22","last_seen":"2026-09-14","median_stated_pay_usd":null},{"name":"Figma","layer":"cloud","postings":7,"share":0.0285,"required":6,"open_postings":4,"first_seen":"2026-07-28","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"Jenkins","layer":"tools","postings":7,"share":0.0285,"required":5,"open_postings":3,"first_seen":"2026-06-19","last_seen":"2026-09-23","median_stated_pay_usd":null},{"name":"Multi-Agent Systems","layer":"practices","postings":7,"share":0.0285,"required":5,"open_postings":7,"first_seen":"2026-07-01","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Datadog","layer":"cloud","postings":7,"share":0.0285,"required":2,"open_postings":1,"first_seen":"2026-06-17","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"Hugging Face","layer":"cloud","postings":6,"share":0.0244,"required":5,"open_postings":5,"first_seen":"2026-06-03","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Node JS","layer":"languages","postings":6,"share":0.0244,"required":4,"open_postings":1,"first_seen":"2026-04-15","last_seen":"2026-08-20","median_stated_pay_usd":null},{"name":"OpenTelemetry","layer":"frameworks","postings":6,"share":0.0244,"required":4,"open_postings":2,"first_seen":"2026-08-06","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"PyTorch","layer":"frameworks","postings":6,"share":0.0244,"required":2,"open_postings":1,"first_seen":"2026-06-11","last_seen":"2026-07-23","median_stated_pay_usd":null},{"name":"API Gateway","layer":"cloud","postings":5,"share":0.0203,"required":5,"open_postings":5,"first_seen":"2026-09-17","last_seen":"2026-09-17","median_stated_pay_usd":null},{"name":"Assembly","layer":"languages","postings":5,"share":0.0203,"required":5,"open_postings":3,"first_seen":"2026-08-20","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"Azure DevOps","layer":"cloud","postings":5,"share":0.0203,"required":5,"open_postings":2,"first_seen":"2026-06-24","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"DNS","layer":"practices","postings":5,"share":0.0203,"required":5,"open_postings":2,"first_seen":"2026-07-07","last_seen":"2026-09-18","median_stated_pay_usd":null},{"name":"Digital Twin","layer":"practices","postings":5,"share":0.0203,"required":5,"open_postings":3,"first_seen":"2026-07-27","last_seen":"2026-09-22","median_stated_pay_usd":null},{"name":"GraphQL","layer":"tools","postings":5,"share":0.0203,"required":5,"open_postings":2,"first_seen":"2026-04-15","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Knowledge Graph","layer":"practices","postings":5,"share":0.0203,"required":5,"open_postings":3,"first_seen":"2026-08-04","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"NumPy","layer":"frameworks","postings":5,"share":0.0203,"required":5,"open_postings":0,"first_seen":"2026-06-11","last_seen":"2026-07-23","median_stated_pay_usd":null},{"name":"Pinecone","layer":"data","postings":5,"share":0.0203,"required":5,"open_postings":4,"first_seen":"2026-06-03","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Unix","layer":"cloud","postings":5,"share":0.0203,"required":5,"open_postings":0,"first_seen":"2026-06-24","last_seen":"2026-09-02","median_stated_pay_usd":null},{"name":"VPN","layer":"practices","postings":5,"share":0.0203,"required":5,"open_postings":2,"first_seen":"2026-06-22","last_seen":"2026-09-14","median_stated_pay_usd":null},{"name":"Weaviate","layer":"data","postings":5,"share":0.0203,"required":5,"open_postings":4,"first_seen":"2026-06-03","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"FinOps","layer":"practices","postings":5,"share":0.0203,"required":4,"open_postings":2,"first_seen":"2026-07-17","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"Fine-tuning","layer":"practices","postings":5,"share":0.0203,"required":4,"open_postings":4,"first_seen":"2026-06-03","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"KServe","layer":"tools","postings":5,"share":0.0203,"required":4,"open_postings":1,"first_seen":"2026-06-11","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Next.js","layer":"frameworks","postings":5,"share":0.0203,"required":3,"open_postings":4,"first_seen":"2026-07-20","last_seen":"2026-09-09","median_stated_pay_usd":null},{"name":"Scikit-learn","layer":"frameworks","postings":5,"share":0.0203,"required":1,"open_postings":1,"first_seen":"2026-06-11","last_seen":"2026-07-23","median_stated_pay_usd":null},{"name":"Semantic Kernel","layer":"tools","postings":5,"share":0.0203,"required":1,"open_postings":4,"first_seen":"2026-08-04","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Active Directory","layer":"cloud","postings":4,"share":0.0163,"required":4,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"Azure SQL Database","layer":"data","postings":4,"share":0.0163,"required":4,"open_postings":2,"first_seen":"2026-07-09","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Computer Vision","layer":"practices","postings":4,"share":0.0163,"required":4,"open_postings":0,"first_seen":"2026-06-11","last_seen":"2026-07-23","median_stated_pay_usd":null},{"name":"Configuration Management","layer":"practices","postings":4,"share":0.0163,"required":4,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-07-23","median_stated_pay_usd":null},{"name":"Pandas","layer":"frameworks","postings":4,"share":0.0163,"required":4,"open_postings":0,"first_seen":"2026-06-11","last_seen":"2026-07-23","median_stated_pay_usd":null},{"name":"Time Series Forecasting","layer":"practices","postings":4,"share":0.0163,"required":4,"open_postings":1,"first_seen":"2026-06-12","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Amazon CloudWatch","layer":"cloud","postings":4,"share":0.0163,"required":3,"open_postings":0,"first_seen":"2026-06-19","last_seen":"2026-07-17","median_stated_pay_usd":null},{"name":"Microsoft Entra ID","layer":"cloud","postings":4,"share":0.0163,"required":3,"open_postings":2,"first_seen":"2026-07-20","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"RabbitMQ","layer":"cloud","postings":4,"share":0.0163,"required":3,"open_postings":0,"first_seen":"2026-07-17","last_seen":"2026-08-24","median_stated_pay_usd":null},{"name":"SIEM","layer":"cloud","postings":4,"share":0.0163,"required":3,"open_postings":2,"first_seen":"2026-03-06","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Cline","layer":"tools","postings":4,"share":0.0163,"required":0,"open_postings":4,"first_seen":"2026-09-08","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"CrewAI","layer":"frameworks","postings":4,"share":0.0163,"required":0,"open_postings":3,"first_seen":"2026-08-04","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Lovable","layer":"tools","postings":4,"share":0.0163,"required":0,"open_postings":4,"first_seen":"2026-09-08","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"Replit","layer":"cloud","postings":4,"share":0.0163,"required":0,"open_postings":4,"first_seen":"2026-09-08","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"TensorFlow","layer":"frameworks","postings":4,"share":0.0163,"required":0,"open_postings":0,"first_seen":"2026-06-11","last_seen":"2026-07-23","median_stated_pay_usd":null},{"name":"Windsurf","layer":"tools","postings":4,"share":0.0163,"required":0,"open_postings":4,"first_seen":"2026-09-08","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"A/B Testing","layer":"practices","postings":3,"share":0.0122,"required":3,"open_postings":3,"first_seen":"2026-07-30","last_seen":"2026-08-28","median_stated_pay_usd":null},{"name":"Anthropic","layer":"cloud","postings":3,"share":0.0122,"required":3,"open_postings":3,"first_seen":"2026-06-26","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Bicep","layer":"tools","postings":3,"share":0.0122,"required":3,"open_postings":1,"first_seen":"2026-06-25","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Canva","layer":"tools","postings":3,"share":0.0122,"required":3,"open_postings":1,"first_seen":"2026-07-30","last_seen":"2026-09-14","median_stated_pay_usd":null},{"name":"ElasticSearch","layer":"data","postings":3,"share":0.0122,"required":3,"open_postings":2,"first_seen":"2026-08-24","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"LDAP","layer":"cloud","postings":3,"share":0.0122,"required":3,"open_postings":0,"first_seen":"2026-07-28","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"Microsoft Fabric","layer":"cloud","postings":3,"share":0.0122,"required":3,"open_postings":2,"first_seen":"2026-08-18","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"NATS","layer":"cloud","postings":3,"share":0.0122,"required":3,"open_postings":0,"first_seen":"2026-08-06","last_seen":"2026-09-02","median_stated_pay_usd":null},{"name":"Pydantic","layer":"frameworks","postings":3,"share":0.0122,"required":3,"open_postings":0,"first_seen":"2026-08-03","last_seen":"2026-08-17","median_stated_pay_usd":null},{"name":"WordPress","layer":"tools","postings":3,"share":0.0122,"required":3,"open_postings":1,"first_seen":"2026-07-30","last_seen":"2026-08-05","median_stated_pay_usd":null},{"name":"Apache HTTP Server","layer":"tools","postings":3,"share":0.0122,"required":2,"open_postings":2,"first_seen":"2026-04-16","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Crossplane","layer":"tools","postings":3,"share":0.0122,"required":2,"open_postings":1,"first_seen":"2026-07-22","last_seen":"2026-09-02","median_stated_pay_usd":null},{"name":"Dynatrace","layer":"cloud","postings":3,"share":0.0122,"required":2,"open_postings":2,"first_seen":"2026-08-24","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"FastAPI","layer":"frameworks","postings":3,"share":0.0122,"required":2,"open_postings":1,"first_seen":"2026-04-15","last_seen":"2026-07-20","median_stated_pay_usd":null},{"name":"Nagios","layer":"tools","postings":3,"share":0.0122,"required":2,"open_postings":2,"first_seen":"2026-04-16","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"PHP","layer":"languages","postings":3,"share":0.0122,"required":2,"open_postings":1,"first_seen":"2026-07-30","last_seen":"2026-08-05","median_stated_pay_usd":null},{"name":"Promptfoo","layer":"tools","postings":3,"share":0.0122,"required":2,"open_postings":2,"first_seen":"2026-06-25","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Edge AI","layer":"practices","postings":3,"share":0.0122,"required":1,"open_postings":3,"first_seen":"2026-07-07","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Flink","layer":"frameworks","postings":3,"share":0.0122,"required":1,"open_postings":0,"first_seen":"2026-06-12","last_seen":"2026-08-17","median_stated_pay_usd":null},{"name":"Splunk","layer":"cloud","postings":3,"share":0.0122,"required":1,"open_postings":0,"first_seen":"2026-08-06","last_seen":"2026-08-24","median_stated_pay_usd":null},{"name":"OpenAI Agents SDK","layer":"frameworks","postings":3,"share":0.0122,"required":0,"open_postings":2,"first_seen":"2026-08-04","last_seen":"2026-08-14","median_stated_pay_usd":null},{"name":"AWS Lambda","layer":"cloud","postings":2,"share":0.0081,"required":2,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-07-17","median_stated_pay_usd":null},{"name":"Amazon EC2","layer":"cloud","postings":2,"share":0.0081,"required":2,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-07-17","median_stated_pay_usd":null},{"name":"Amazon S3","layer":"cloud","postings":2,"share":0.0081,"required":2,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-07-17","median_stated_pay_usd":null},{"name":"AppDynamics","layer":"cloud","postings":2,"share":0.0081,"required":2,"open_postings":1,"first_seen":"2026-08-24","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Blue-Green Deployment","layer":"practices","postings":2,"share":0.0081,"required":2,"open_postings":0,"first_seen":"2026-07-28","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"C++","layer":"languages","postings":2,"share":0.0081,"required":2,"open_postings":1,"first_seen":"2026-09-02","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"DLP","layer":"cloud","postings":2,"share":0.0081,"required":2,"open_postings":0,"first_seen":"2026-07-20","last_seen":"2026-08-18","median_stated_pay_usd":null},{"name":"Databricks","layer":"cloud","postings":2,"share":0.0081,"required":2,"open_postings":2,"first_seen":"2026-08-28","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"EU AI Act","layer":"practices","postings":2,"share":0.0081,"required":2,"open_postings":2,"first_seen":"2026-08-28","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Explainable AI","layer":"practices","postings":2,"share":0.0081,"required":2,"open_postings":0,"first_seen":"2026-04-15","last_seen":"2026-05-27","median_stated_pay_usd":null},{"name":"Framer","layer":"cloud","postings":2,"share":0.0081,"required":2,"open_postings":0,"first_seen":"2026-07-30","last_seen":"2026-07-31","median_stated_pay_usd":null},{"name":"Gazebo","layer":"tools","postings":2,"share":0.0081,"required":2,"open_postings":1,"first_seen":"2026-09-02","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Hybrid Search","layer":"practices","postings":2,"share":0.0081,"required":2,"open_postings":2,"first_seen":"2026-08-14","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Isaac Sim","layer":"tools","postings":2,"share":0.0081,"required":2,"open_postings":1,"first_seen":"2026-09-02","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"MQTT","layer":"tools","postings":2,"share":0.0081,"required":2,"open_postings":1,"first_seen":"2026-09-02","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Master Data Management","layer":"practices","postings":2,"share":0.0081,"required":2,"open_postings":1,"first_seen":"2026-07-14","last_seen":"2026-09-24","median_stated_pay_usd":null},{"name":"Midjourney","layer":"ai","postings":2,"share":0.0081,"required":2,"open_postings":0,"first_seen":"2026-07-30","last_seen":"2026-07-31","median_stated_pay_usd":null},{"name":"New Relic","layer":"cloud","postings":2,"share":0.0081,"required":2,"open_postings":1,"first_seen":"2026-08-24","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Nginx","layer":"tools","postings":2,"share":0.0081,"required":2,"open_postings":1,"first_seen":"2026-08-24","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"OPC UA","layer":"tools","postings":2,"share":0.0081,"required":2,"open_postings":1,"first_seen":"2026-09-02","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Postman","layer":"cloud","postings":2,"share":0.0081,"required":2,"open_postings":0,"first_seen":"2026-06-11","last_seen":"2026-07-10","median_stated_pay_usd":null},{"name":"ROS","layer":"frameworks","postings":2,"share":0.0081,"required":2,"open_postings":1,"first_seen":"2026-09-02","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"SAP BusinessObjects","layer":"cloud","postings":2,"share":0.0081,"required":2,"open_postings":2,"first_seen":"2026-08-04","last_seen":"2026-08-14","median_stated_pay_usd":null},{"name":"Selenium","layer":"frameworks","postings":2,"share":0.0081,"required":2,"open_postings":0,"first_seen":"2026-06-11","last_seen":"2026-07-10","median_stated_pay_usd":null},{"name":"Synthetic Data","layer":"practices","postings":2,"share":0.0081,"required":2,"open_postings":0,"first_seen":"2026-04-15","last_seen":"2026-05-27","median_stated_pay_usd":null},{"name":"Teleoperation","layer":"practices","postings":2,"share":0.0081,"required":2,"open_postings":1,"first_seen":"2026-09-02","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Vision-Language-Action","layer":"practices","postings":2,"share":0.0081,"required":2,"open_postings":1,"first_seen":"2026-09-02","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Backstage","layer":"tools","postings":2,"share":0.0081,"required":1,"open_postings":2,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Copilot Studio","layer":"cloud","postings":2,"share":0.0081,"required":1,"open_postings":2,"first_seen":"2026-07-20","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Django","layer":"frameworks","postings":2,"share":0.0081,"required":1,"open_postings":0,"first_seen":"2026-04-15","last_seen":"2026-05-27","median_stated_pay_usd":null},{"name":"Langfuse","layer":"cloud","postings":2,"share":0.0081,"required":1,"open_postings":2,"first_seen":"2026-09-10","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Redis","layer":"data","postings":2,"share":0.0081,"required":1,"open_postings":1,"first_seen":"2026-07-01","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Sophos","layer":"cloud","postings":2,"share":0.0081,"required":1,"open_postings":0,"first_seen":"2026-07-07","last_seen":"2026-08-13","median_stated_pay_usd":null},{"name":"AIOps","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-08-05","last_seen":"2026-08-05","median_stated_pay_usd":null},{"name":"ASP.NET Core","layer":"frameworks","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"AWS Step Functions","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-17","last_seen":"2026-07-17","median_stated_pay_usd":null},{"name":"AWS WAF","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-07","last_seen":"2026-07-07","median_stated_pay_usd":null},{"name":"Amazon ECS","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-17","last_seen":"2026-07-17","median_stated_pay_usd":null},{"name":"Amazon EKS","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-17","last_seen":"2026-07-17","median_stated_pay_usd":null},{"name":"Amazon EventBridge","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-17","last_seen":"2026-07-17","median_stated_pay_usd":null},{"name":"Apache HTTP Server","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-08-20","last_seen":"2026-08-20","median_stated_pay_usd":null},{"name":"BGP","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-07","last_seen":"2026-07-07","median_stated_pay_usd":null},{"name":"Burp Suite","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-22","last_seen":"2026-06-22","median_stated_pay_usd":null},{"name":"Chaos Engineering","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-08-24","last_seen":"2026-08-24","median_stated_pay_usd":null},{"name":"Chef","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-06-25","median_stated_pay_usd":null},{"name":"CodeQL","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-06-25","median_stated_pay_usd":null},{"name":"Cucumber","layer":"frameworks","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-10","last_seen":"2026-07-10","median_stated_pay_usd":null},{"name":"Cypress","layer":"frameworks","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-11","last_seen":"2026-06-11","median_stated_pay_usd":null},{"name":"DPO","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-07-16","last_seen":"2026-07-16","median_stated_pay_usd":null},{"name":"Dimensional Modeling","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Entity Framework Core","layer":"frameworks","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Fabric AI","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Flyway","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-17","last_seen":"2026-06-17","median_stated_pay_usd":null},{"name":"GRPO","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-07-16","last_seen":"2026-07-16","median_stated_pay_usd":null},{"name":"GitLab CI","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-24","last_seen":"2026-06-24","median_stated_pay_usd":null},{"name":"Google GKE","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"GraphRAG","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-11","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Hallucination","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-08-28","last_seen":"2026-08-28","median_stated_pay_usd":null},{"name":"Informatica","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Interpretability","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-08-28","last_seen":"2026-08-28","median_stated_pay_usd":null},{"name":"Karpenter","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-17","last_seen":"2026-07-17","median_stated_pay_usd":null},{"name":"Kibana","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-08-24","last_seen":"2026-08-24","median_stated_pay_usd":null},{"name":"Knowledge Distillation","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-08-28","last_seen":"2026-08-28","median_stated_pay_usd":null},{"name":"Kyverno","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-06-25","median_stated_pay_usd":null},{"name":"LLMOps","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"LangSmith","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-11","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Liquibase","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-17","last_seen":"2026-06-17","median_stated_pay_usd":null},{"name":"LlamaIndex","layer":"frameworks","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-07-16","last_seen":"2026-07-16","median_stated_pay_usd":null},{"name":"Logstash","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-08-24","last_seen":"2026-08-24","median_stated_pay_usd":null},{"name":"Looker","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-08-10","last_seen":"2026-08-10","median_stated_pay_usd":null},{"name":"Mend","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-06-25","median_stated_pay_usd":null},{"name":"Microsoft Defender","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-16","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Microsoft Defender for Cloud","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-06-25","median_stated_pay_usd":null},{"name":"Microsoft Sentinel","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-16","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Model Distillation","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-08-28","last_seen":"2026-08-28","median_stated_pay_usd":null},{"name":"NIST AI RMF","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-11","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"NVIDIA NeMo","layer":"frameworks","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-06-25","median_stated_pay_usd":null},{"name":"NeMo Guardrails","layer":"frameworks","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-06-25","median_stated_pay_usd":null},{"name":"Nikto","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-22","last_seen":"2026-06-22","median_stated_pay_usd":null},{"name":"Nmap","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-22","last_seen":"2026-06-22","median_stated_pay_usd":null},{"name":"OWASP ZAP","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-22","last_seen":"2026-06-22","median_stated_pay_usd":null},{"name":"Octopus Deploy","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-06-25","median_stated_pay_usd":null},{"name":"Okta","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-09-08","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"OpenSearch","layer":"data","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-11","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"PKI","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-07","last_seen":"2026-07-07","median_stated_pay_usd":null},{"name":"PagerDuty","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-09","last_seen":"2026-07-09","median_stated_pay_usd":null},{"name":"Playwright","layer":"frameworks","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-10","last_seen":"2026-07-10","median_stated_pay_usd":null},{"name":"PoC Library","layer":"frameworks","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-04","last_seen":"2026-09-04","median_stated_pay_usd":null},{"name":"Post-training","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-07-16","last_seen":"2026-07-16","median_stated_pay_usd":null},{"name":"RLHF","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-07-16","last_seen":"2026-07-16","median_stated_pay_usd":null},{"name":"Recommender Systems","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-07-20","last_seen":"2026-07-20","median_stated_pay_usd":null},{"name":"Reinforcement Learning","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-07-16","last_seen":"2026-07-16","median_stated_pay_usd":null},{"name":"Reranking","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-11","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Rest-Assured","layer":"frameworks","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-10","last_seen":"2026-07-10","median_stated_pay_usd":null},{"name":"SFT","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-07-16","last_seen":"2026-07-16","median_stated_pay_usd":null},{"name":"SQLmap","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-22","last_seen":"2026-06-22","median_stated_pay_usd":null},{"name":"SRE","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-08-24","last_seen":"2026-08-24","median_stated_pay_usd":null},{"name":"SSAS","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"SSIS","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Self-Healing","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-08-24","last_seen":"2026-08-24","median_stated_pay_usd":null},{"name":"Semantic Search","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-08-28","last_seen":"2026-08-28","median_stated_pay_usd":null},{"name":"Semantic Search","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-08-28","last_seen":"2026-08-28","median_stated_pay_usd":null},{"name":"Semgrep","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-06-25","median_stated_pay_usd":null},{"name":"Sketch","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-03","last_seen":"2026-09-03","median_stated_pay_usd":null},{"name":"Snyk","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-06-25","median_stated_pay_usd":null},{"name":"Spark","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-12","last_seen":"2026-06-12","median_stated_pay_usd":null},{"name":"Spring Boot","layer":"frameworks","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-17","last_seen":"2026-07-17","median_stated_pay_usd":null},{"name":"Structured Outputs","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-11","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Swagger","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-10","last_seen":"2026-07-10","median_stated_pay_usd":null},{"name":"TCP/IP","layer":"practices","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-07","last_seen":"2026-07-07","median_stated_pay_usd":null},{"name":"Tcpdump","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-07","last_seen":"2026-07-07","median_stated_pay_usd":null},{"name":"TeamCity","layer":"cloud","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-06-25","last_seen":"2026-06-25","median_stated_pay_usd":null},{"name":"Wireshark","layer":"tools","postings":1,"share":0.0041,"required":1,"open_postings":0,"first_seen":"2026-07-07","last_seen":"2026-07-07","median_stated_pay_usd":null},{"name":"pgvector","layer":"frameworks","postings":1,"share":0.0041,"required":1,"open_postings":1,"first_seen":"2026-09-11","last_seen":"2026-09-11","median_stated_pay_usd":null},{"name":"Cohere SDK","layer":"frameworks","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Cortex","layer":"tools","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"DeepEval","layer":"frameworks","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"DeepSeek","layer":"ai","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Gateway API","layer":"tools","postings":1,"share":0.0041,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Istio","layer":"cloud","postings":1,"share":0.0041,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"LiteLLM","layer":"frameworks","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Llama","layer":"ai","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"LoRA","layer":"ai","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"MLFlow","layer":"cloud","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Mistral","layer":"ai","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Multimodal AI","layer":"practices","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"PEFT","layer":"ai","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Ragas","layer":"frameworks","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"SentinelOne","layer":"cloud","postings":1,"share":0.0041,"required":0,"open_postings":0,"first_seen":"2026-07-07","last_seen":"2026-07-07","median_stated_pay_usd":null},{"name":"Service Mesh","layer":"practices","postings":1,"share":0.0041,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Tableau","layer":"cloud","postings":1,"share":0.0041,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Transformers","layer":"frameworks","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"vLLM","layer":"cloud","postings":1,"share":0.0041,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null}],"own_products":[],"changes":{"first_appeared":[{"name":"API Gateway","first_seen":"2026-09-17"},{"name":"Langfuse","first_seen":"2026-09-10"},{"name":"Cline","first_seen":"2026-09-08"},{"name":"Lovable","first_seen":"2026-09-08"},{"name":"Replit","first_seen":"2026-09-08"},{"name":"Windsurf","first_seen":"2026-09-08"},{"name":"C++","first_seen":"2026-09-02"},{"name":"Gazebo","first_seen":"2026-09-02"}],"rising":[{"name":"AI Agents","share_from":33,"share_to":52},{"name":"Cursor","share_from":3,"share_to":16},{"name":"Claude","share_from":6,"share_to":18},{"name":"ChatGPT","share_from":0,"share_to":11},{"name":"GitOps","share_from":3,"share_to":13},{"name":"LLM Evaluation","share_from":0,"share_to":9},{"name":"Go","share_from":6,"share_to":14},{"name":"Model Context Protocol","share_from":3,"share_to":11}],"falling":[{"name":"Docker","share_from":36,"share_to":15},{"name":"C#","share_from":22,"share_to":8},{"name":"Machine Learning","share_from":17,"share_to":4},{"name":"GitHub","share_from":17,"share_to":6},{"name":"NumPy","share_from":11,"share_to":0},{"name":"Terraform","share_from":19,"share_to":9},{"name":"PyTorch","share_from":11,"share_to":1},{"name":"Ansible","share_from":11,"share_to":2}],"not_seen_180d":[]},"similar_stacks":[{"name":"NICE","url":"https://alion.io/company/nice/technologies","shared_technologies":181},{"name":"Thomson Reuters","url":"https://alion.io/company/thomson-reuters/technologies","shared_technologies":201},{"name":"Bank of Montreal","url":"https://alion.io/company/bmo/technologies","shared_technologies":166},{"name":"Nagarro","url":"https://alion.io/company/nagarro/technologies","shared_technologies":189},{"name":"Ernst & Young","url":"https://alion.io/company/ey-com/technologies","shared_technologies":220},{"name":"Genpact","url":"https://alion.io/company/genpact/technologies","shared_technologies":192},{"name":"Workday","url":"https://alion.io/company/workday/technologies","shared_technologies":188},{"name":"Hitachi","url":"https://alion.io/company/hitachi/technologies","shared_technologies":204}],"html_url":"https://alion.io/company/ifs/technologies","json_url":"https://alion.io/company/ifs/technologies.json","license":"CC BY-SA 4.0","meta":{"source":"Alion","built_at":"2026-09-27T01:01:34Z","generated_at":"2026-09-27T04:44:19Z"}}