{"company":{"id":672973,"name":"fairlife","domain":"fairlife.com","url":"https://alion.io/company/fairlife"},"answer":"fairlife builds mostly with SQL, Python, Visual Basic. Its stack also includes Power BI, Azure, LangChain, LangGraph. SQL is named in 6 of the 12 job postings fairlife published in the last 12 months (50%). Counted by Alion from the job postings of fairlife, updated Sep 26, 2026.","window_days":365,"postings_analysed":12,"open_postings":10,"technologies_in_use":55,"modernity_score":85,"ai_adoption":true,"technologies":[{"name":"SQL","layer":"languages","postings":6,"share":0.5,"required":6,"open_postings":5,"first_seen":"2026-04-07","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Power BI","layer":"cloud","postings":4,"share":0.3333,"required":4,"open_postings":3,"first_seen":"2026-04-07","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Python","layer":"languages","postings":4,"share":0.3333,"required":4,"open_postings":3,"first_seen":"2026-06-23","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Azure","layer":"cloud","postings":3,"share":0.25,"required":3,"open_postings":2,"first_seen":"2026-07-21","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Machine Learning","layer":"practices","postings":3,"share":0.25,"required":3,"open_postings":2,"first_seen":"2026-06-23","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"RAG","layer":"practices","postings":3,"share":0.25,"required":3,"open_postings":2,"first_seen":"2026-07-21","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Microsoft Excel","layer":"tools","postings":3,"share":0.25,"required":1,"open_postings":3,"first_seen":"2026-06-01","last_seen":"2026-08-28","median_stated_pay_usd":null},{"name":"AI Agents","layer":"practices","postings":2,"share":0.1667,"required":2,"open_postings":1,"first_seen":"2026-08-31","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"AWS","layer":"cloud","postings":2,"share":0.1667,"required":2,"open_postings":1,"first_seen":"2026-08-31","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Agentic Workflows","layer":"practices","postings":2,"share":0.1667,"required":2,"open_postings":1,"first_seen":"2026-08-31","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"CI/CD","layer":"practices","postings":2,"share":0.1667,"required":2,"open_postings":2,"first_seen":"2026-07-21","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"GCP","layer":"cloud","postings":2,"share":0.1667,"required":2,"open_postings":1,"first_seen":"2026-08-31","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Git","layer":"tools","postings":2,"share":0.1667,"required":2,"open_postings":1,"first_seen":"2026-07-21","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"LangChain","layer":"frameworks","postings":2,"share":0.1667,"required":2,"open_postings":1,"first_seen":"2026-08-31","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"LangGraph","layer":"frameworks","postings":2,"share":0.1667,"required":2,"open_postings":1,"first_seen":"2026-08-31","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Model Context Protocol","layer":"tools","postings":2,"share":0.1667,"required":2,"open_postings":1,"first_seen":"2026-07-21","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"Prompt Engineering","layer":"practices","postings":2,"share":0.1667,"required":2,"open_postings":1,"first_seen":"2026-08-31","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Visual Basic","layer":"languages","postings":2,"share":0.1667,"required":2,"open_postings":2,"first_seen":"2026-05-22","last_seen":"2026-08-04","median_stated_pay_usd":null},{"name":"Anomaly Detection","layer":"practices","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-25","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"AutoCAD","layer":"tools","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-06-01","last_seen":"2026-06-01","median_stated_pay_usd":null},{"name":"AutoGen","layer":"frameworks","postings":1,"share":0.0833,"required":1,"open_postings":0,"first_seen":"2026-08-31","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"Azure Data Factory","layer":"tools","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-07-21","last_seen":"2026-07-21","median_stated_pay_usd":null},{"name":"Azure DevOps","layer":"cloud","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-07-21","last_seen":"2026-07-21","median_stated_pay_usd":null},{"name":"ControlNet","layer":"ai","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-08-04","last_seen":"2026-08-04","median_stated_pay_usd":null},{"name":"CrewAI","layer":"frameworks","postings":1,"share":0.0833,"required":1,"open_postings":0,"first_seen":"2026-08-31","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"Databricks","layer":"cloud","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-07-21","last_seen":"2026-07-21","median_stated_pay_usd":null},{"name":"Delta Lake","layer":"data","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-07-21","last_seen":"2026-07-21","median_stated_pay_usd":null},{"name":"Dimensional Modeling","layer":"practices","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-07-21","last_seen":"2026-07-21","median_stated_pay_usd":null},{"name":"Docker","layer":"tools","postings":1,"share":0.0833,"required":1,"open_postings":0,"first_seen":"2026-08-31","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"Fine-tuning","layer":"practices","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-25","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Function Calling","layer":"practices","postings":1,"share":0.0833,"required":1,"open_postings":0,"first_seen":"2026-08-31","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"Human-in-the-Loop","layer":"practices","postings":1,"share":0.0833,"required":1,"open_postings":0,"first_seen":"2026-08-31","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"Kubeflow","layer":"cloud","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-25","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"LLM","layer":"ai","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-25","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"LLM Guardrails","layer":"practices","postings":1,"share":0.0833,"required":1,"open_postings":0,"first_seen":"2026-08-31","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"LLMOps","layer":"practices","postings":1,"share":0.0833,"required":1,"open_postings":0,"first_seen":"2026-08-31","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"MLFlow","layer":"cloud","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-25","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Matplotlib","layer":"frameworks","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-25","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Microsoft Entra ID","layer":"cloud","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-24","last_seen":"2026-09-24","median_stated_pay_usd":null},{"name":"Microsoft Fabric","layer":"cloud","postings":1,"share":0.0833,"required":1,"open_postings":0,"first_seen":"2026-08-31","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"Multi-Agent Systems","layer":"practices","postings":1,"share":0.0833,"required":1,"open_postings":0,"first_seen":"2026-08-31","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"Pinecone","layer":"data","postings":1,"share":0.0833,"required":1,"open_postings":0,"first_seen":"2026-08-31","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"PyTorch","layer":"frameworks","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-25","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Scikit-learn","layer":"frameworks","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-25","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Seaborn","layer":"frameworks","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-25","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Semantic Search","layer":"practices","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-07-21","last_seen":"2026-07-21","median_stated_pay_usd":null},{"name":"Semantic Search","layer":"practices","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-07-21","last_seen":"2026-07-21","median_stated_pay_usd":null},{"name":"SolidWorks","layer":"tools","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-07-02","last_seen":"2026-07-02","median_stated_pay_usd":null},{"name":"Spark","layer":"cloud","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-07-21","last_seen":"2026-07-21","median_stated_pay_usd":null},{"name":"Tableau","layer":"cloud","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-25","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"TensorFlow","layer":"frameworks","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-25","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"Weaviate","layer":"data","postings":1,"share":0.0833,"required":1,"open_postings":0,"first_seen":"2026-08-31","last_seen":"2026-08-31","median_stated_pay_usd":null},{"name":"Windows","layer":"cloud","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-09-24","last_seen":"2026-09-24","median_stated_pay_usd":null},{"name":"pySpark","layer":"tools","postings":1,"share":0.0833,"required":1,"open_postings":1,"first_seen":"2026-07-21","last_seen":"2026-07-21","median_stated_pay_usd":null},{"name":"Stable Diffusion","layer":"ai","postings":1,"share":0.0833,"required":0,"open_postings":1,"first_seen":"2026-08-04","last_seen":"2026-08-04","median_stated_pay_usd":null}],"own_products":[],"changes":{"first_appeared":[{"name":"AI Agents","first_seen":"2026-08-31"},{"name":"AWS","first_seen":"2026-08-31"},{"name":"Agentic Workflows","first_seen":"2026-08-31"},{"name":"GCP","first_seen":"2026-08-31"},{"name":"LangChain","first_seen":"2026-08-31"},{"name":"LangGraph","first_seen":"2026-08-31"},{"name":"Prompt Engineering","first_seen":"2026-08-31"},{"name":"Azure","first_seen":"2026-07-21"}],"rising":[],"falling":[],"not_seen_180d":[]},"similar_stacks":[{"name":"NewRocket","url":"https://alion.io/company/newrocket/technologies","shared_technologies":44},{"name":"EXL","url":"https://alion.io/company/exl/technologies","shared_technologies":39},{"name":"Fugro","url":"https://alion.io/company/fugro/technologies","shared_technologies":39},{"name":"Xenon Seven","url":"https://alion.io/company/xenon-seven/technologies","shared_technologies":39},{"name":"Riveron","url":"https://alion.io/company/riveron/technologies","shared_technologies":45},{"name":"Coretek","url":"https://alion.io/company/coretek-2/technologies","shared_technologies":38},{"name":"SEI","url":"https://alion.io/company/sei-4/technologies","shared_technologies":39},{"name":"HopHR","url":"https://alion.io/company/hophr/technologies","shared_technologies":38}],"html_url":"https://alion.io/company/fairlife/technologies","json_url":"https://alion.io/company/fairlife/technologies.json","license":"CC BY-SA 4.0","meta":{"source":"Alion","built_at":"2026-09-26T13:02:27Z","generated_at":"2026-09-26T18:52:21Z"}}