{"company":{"id":51458,"name":"Kainos","domain":"kainos.com","url":"https://alion.io/company/kainos"},"answer":"Kainos builds mostly with Python, Java, SQL, Scala. Its stack also includes AWS, Azure, PyTorch, Scikit-learn. AWS is named in 27 of the 41 job postings Kainos published in the last 12 months (66%). Counted by Alion from the job postings of Kainos, updated Oct 1, 2026.","window_days":365,"postings_analysed":41,"open_postings":34,"technologies_in_use":85,"modernity_score":80,"ai_adoption":true,"technologies":[{"name":"AWS","layer":"cloud","postings":27,"share":0.6585,"required":23,"open_postings":22,"first_seen":"2026-04-30","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"CI/CD","layer":"practices","postings":24,"share":0.5854,"required":22,"open_postings":20,"first_seen":"2026-04-30","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Azure","layer":"cloud","postings":24,"share":0.5854,"required":18,"open_postings":21,"first_seen":"2026-04-30","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Python","layer":"languages","postings":18,"share":0.439,"required":18,"open_postings":14,"first_seen":"2026-04-30","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Machine Learning","layer":"practices","postings":9,"share":0.2195,"required":9,"open_postings":6,"first_seen":"2026-06-26","last_seen":"2026-09-03","median_stated_pay_usd":null},{"name":"GCP","layer":"cloud","postings":8,"share":0.1951,"required":8,"open_postings":7,"first_seen":"2026-05-01","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Java","layer":"languages","postings":8,"share":0.1951,"required":8,"open_postings":7,"first_seen":"2026-05-01","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"PyTorch","layer":"frameworks","postings":7,"share":0.1707,"required":7,"open_postings":5,"first_seen":"2026-06-26","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Scikit-learn","layer":"frameworks","postings":7,"share":0.1707,"required":7,"open_postings":5,"first_seen":"2026-06-26","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"TensorFlow","layer":"frameworks","postings":7,"share":0.1707,"required":7,"open_postings":5,"first_seen":"2026-06-26","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"AI Agents","layer":"practices","postings":7,"share":0.1707,"required":6,"open_postings":4,"first_seen":"2026-07-30","last_seen":"2026-09-29","median_stated_pay_usd":null},{"name":"Kubernetes","layer":"cloud","postings":7,"share":0.1707,"required":5,"open_postings":6,"first_seen":"2026-06-26","last_seen":"2026-09-01","median_stated_pay_usd":null},{"name":"RAG","layer":"practices","postings":6,"share":0.1463,"required":6,"open_postings":4,"first_seen":"2026-06-26","last_seen":"2026-09-04","median_stated_pay_usd":null},{"name":"Databricks","layer":"cloud","postings":6,"share":0.1463,"required":5,"open_postings":5,"first_seen":"2026-05-01","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Docker","layer":"tools","postings":6,"share":0.1463,"required":5,"open_postings":5,"first_seen":"2026-06-26","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Claude","layer":"ai","postings":5,"share":0.122,"required":5,"open_postings":3,"first_seen":"2026-06-26","last_seen":"2026-08-11","median_stated_pay_usd":null},{"name":"ISO 42001","layer":"practices","postings":5,"share":0.122,"required":5,"open_postings":3,"first_seen":"2026-06-26","last_seen":"2026-08-11","median_stated_pay_usd":null},{"name":"Knowledge Distillation","layer":"practices","postings":5,"share":0.122,"required":5,"open_postings":3,"first_seen":"2026-06-26","last_seen":"2026-08-11","median_stated_pay_usd":null},{"name":"Knowledge Graph","layer":"practices","postings":5,"share":0.122,"required":5,"open_postings":3,"first_seen":"2026-06-26","last_seen":"2026-08-11","median_stated_pay_usd":null},{"name":"Llama","layer":"ai","postings":5,"share":0.122,"required":5,"open_postings":3,"first_seen":"2026-06-26","last_seen":"2026-08-11","median_stated_pay_usd":null},{"name":"Model Distillation","layer":"practices","postings":5,"share":0.122,"required":5,"open_postings":3,"first_seen":"2026-06-26","last_seen":"2026-08-11","median_stated_pay_usd":null},{"name":"Multimodal AI","layer":"practices","postings":5,"share":0.122,"required":5,"open_postings":3,"first_seen":"2026-06-26","last_seen":"2026-08-11","median_stated_pay_usd":null},{"name":"SQL","layer":"languages","postings":5,"share":0.122,"required":5,"open_postings":4,"first_seen":"2026-05-01","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Scala","layer":"languages","postings":5,"share":0.122,"required":5,"open_postings":4,"first_seen":"2026-05-01","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"XGBoost","layer":"frameworks","postings":5,"share":0.122,"required":5,"open_postings":3,"first_seen":"2026-06-26","last_seen":"2026-08-11","median_stated_pay_usd":null},{"name":"AIOps","layer":"practices","postings":4,"share":0.0976,"required":4,"open_postings":3,"first_seen":"2026-06-26","last_seen":"2026-08-11","median_stated_pay_usd":null},{"name":"Configuration Management","layer":"practices","postings":4,"share":0.0976,"required":4,"open_postings":3,"first_seen":"2026-04-30","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"ETL/ELT","layer":"practices","postings":4,"share":0.0976,"required":4,"open_postings":3,"first_seen":"2026-05-01","last_seen":"2026-09-28","median_stated_pay_usd":null},{"name":"Fine-tuning","layer":"practices","postings":4,"share":0.0976,"required":4,"open_postings":2,"first_seen":"2026-07-30","last_seen":"2026-08-11","median_stated_pay_usd":null},{"name":"PowerShell","layer":"languages","postings":4,"share":0.0976,"required":4,"open_postings":3,"first_seen":"2026-04-30","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"JavaScript","layer":"languages","postings":4,"share":0.0976,"required":2,"open_postings":4,"first_seen":"2026-07-08","last_seen":"2026-09-04","median_stated_pay_usd":null},{"name":"OpenAI","layer":"cloud","postings":3,"share":0.0732,"required":3,"open_postings":3,"first_seen":"2026-08-25","last_seen":"2026-09-04","median_stated_pay_usd":null},{"name":"Prompt Engineering","layer":"practices","postings":3,"share":0.0732,"required":3,"open_postings":3,"first_seen":"2026-06-26","last_seen":"2026-09-04","median_stated_pay_usd":null},{"name":"Ruby","layer":"languages","postings":3,"share":0.0732,"required":3,"open_postings":2,"first_seen":"2026-04-30","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"C#","layer":"languages","postings":3,"share":0.0732,"required":2,"open_postings":3,"first_seen":"2026-07-08","last_seen":"2026-09-04","median_stated_pay_usd":null},{"name":"PKI","layer":"practices","postings":3,"share":0.0732,"required":2,"open_postings":3,"first_seen":"2026-08-20","last_seen":"2026-09-14","median_stated_pay_usd":null},{"name":"Cucumber","layer":"frameworks","postings":2,"share":0.0488,"required":2,"open_postings":2,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Cypress","layer":"frameworks","postings":2,"share":0.0488,"required":2,"open_postings":2,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Hugging Face","layer":"cloud","postings":2,"share":0.0488,"required":2,"open_postings":2,"first_seen":"2026-08-25","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"JUnit","layer":"frameworks","postings":2,"share":0.0488,"required":2,"open_postings":2,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Jenkins","layer":"tools","postings":2,"share":0.0488,"required":2,"open_postings":2,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Microsoft Excel","layer":"tools","postings":2,"share":0.0488,"required":2,"open_postings":1,"first_seen":"2026-09-08","last_seen":"2026-09-25","median_stated_pay_usd":null},{"name":"React.js","layer":"frameworks","postings":2,"share":0.0488,"required":2,"open_postings":2,"first_seen":"2026-07-08","last_seen":"2026-08-19","median_stated_pay_usd":null},{"name":"Selenium","layer":"frameworks","postings":2,"share":0.0488,"required":2,"open_postings":2,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"TCP/IP","layer":"practices","postings":2,"share":0.0488,"required":2,"open_postings":2,"first_seen":"2026-08-20","last_seen":"2026-09-14","median_stated_pay_usd":null},{"name":"TeamCity","layer":"cloud","postings":2,"share":0.0488,"required":2,"open_postings":2,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"TestNG","layer":"frameworks","postings":2,"share":0.0488,"required":2,"open_postings":2,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Time Series Forecasting","layer":"practices","postings":2,"share":0.0488,"required":2,"open_postings":0,"first_seen":"2026-07-30","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"Transformers","layer":"frameworks","postings":2,"share":0.0488,"required":2,"open_postings":2,"first_seen":"2026-08-25","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"TypeScript","layer":"languages","postings":2,"share":0.0488,"required":2,"open_postings":2,"first_seen":"2026-07-08","last_seen":"2026-08-19","median_stated_pay_usd":null},{"name":"Apache Kafka","layer":"cloud","postings":2,"share":0.0488,"required":1,"open_postings":1,"first_seen":"2026-05-01","last_seen":"2026-08-18","median_stated_pay_usd":null},{"name":"Azure DevOps","layer":"cloud","postings":2,"share":0.0488,"required":0,"open_postings":2,"first_seen":"2026-07-08","last_seen":"2026-08-19","median_stated_pay_usd":null},{"name":"DynamoDB","layer":"data","postings":2,"share":0.0488,"required":0,"open_postings":2,"first_seen":"2026-08-25","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"MySQL","layer":"data","postings":2,"share":0.0488,"required":0,"open_postings":2,"first_seen":"2026-08-25","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"PostgreSQL","layer":"data","postings":2,"share":0.0488,"required":0,"open_postings":2,"first_seen":"2026-08-25","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Rest API","layer":"tools","postings":2,"share":0.0488,"required":0,"open_postings":2,"first_seen":"2026-07-08","last_seen":"2026-08-19","median_stated_pay_usd":null},{"name":"Adobe XD","layer":"tools","postings":1,"share":0.0244,"required":1,"open_postings":0,"first_seen":"2026-09-16","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Agentic Workflows","layer":"practices","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-08-19","last_seen":"2026-08-19","median_stated_pay_usd":null},{"name":"Amazon SageMaker","layer":"cloud","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"Anomaly Detection","layer":"practices","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"Ansible","layer":"tools","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-08-12","last_seen":"2026-08-12","median_stated_pay_usd":null},{"name":"D3.js","layer":"frameworks","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"Figma","layer":"cloud","postings":1,"share":0.0244,"required":1,"open_postings":0,"first_seen":"2026-09-16","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Function Calling","layer":"practices","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-09-04","last_seen":"2026-09-04","median_stated_pay_usd":null},{"name":"Linux","layer":"cloud","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"Plotly","layer":"frameworks","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"Reinforcement Learning","layer":"practices","postings":1,"share":0.0244,"required":1,"open_postings":0,"first_seen":"2026-07-30","last_seen":"2026-07-30","median_stated_pay_usd":null},{"name":"SLI/SLO/SLA","layer":"practices","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-09-29","last_seen":"2026-09-29","median_stated_pay_usd":null},{"name":"Sketch","layer":"tools","postings":1,"share":0.0244,"required":1,"open_postings":0,"first_seen":"2026-09-16","last_seen":"2026-09-16","median_stated_pay_usd":null},{"name":"Streamlit","layer":"frameworks","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"Terraform","layer":"tools","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-08-12","last_seen":"2026-08-12","median_stated_pay_usd":null},{"name":"Vertex AI","layer":"cloud","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"Windows","layer":"cloud","postings":1,"share":0.0244,"required":1,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"Burp Suite","layer":"cloud","postings":1,"share":0.0244,"required":0,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"Copilot","layer":"tools","postings":1,"share":0.0244,"required":0,"open_postings":1,"first_seen":"2026-09-04","last_seen":"2026-09-04","median_stated_pay_usd":null},{"name":"DLP","layer":"cloud","postings":1,"share":0.0244,"required":0,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"EU AI Act","layer":"practices","postings":1,"share":0.0244,"required":0,"open_postings":1,"first_seen":"2026-06-30","last_seen":"2026-06-30","median_stated_pay_usd":null},{"name":"Kali Linux","layer":"cloud","postings":1,"share":0.0244,"required":0,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"Master Data Management","layer":"practices","postings":1,"share":0.0244,"required":0,"open_postings":1,"first_seen":"2026-07-21","last_seen":"2026-07-21","median_stated_pay_usd":null},{"name":"Metasploit","layer":"frameworks","postings":1,"share":0.0244,"required":0,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"NLP","layer":"practices","postings":1,"share":0.0244,"required":0,"open_postings":1,"first_seen":"2026-09-03","last_seen":"2026-09-03","median_stated_pay_usd":null},{"name":"Nessus","layer":"tools","postings":1,"share":0.0244,"required":0,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"Nmap","layer":"tools","postings":1,"share":0.0244,"required":0,"open_postings":1,"first_seen":"2026-08-25","last_seen":"2026-08-25","median_stated_pay_usd":null},{"name":"Platform Engineering","layer":"practices","postings":1,"share":0.0244,"required":0,"open_postings":1,"first_seen":"2026-09-10","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"Power BI","layer":"cloud","postings":1,"share":0.0244,"required":0,"open_postings":1,"first_seen":"2026-09-28","last_seen":"2026-09-28","median_stated_pay_usd":null}],"own_products":[],"changes":{"first_appeared":[{"name":"Cucumber","first_seen":"2026-09-15"},{"name":"Cypress","first_seen":"2026-09-15"},{"name":"JUnit","first_seen":"2026-09-15"},{"name":"Jenkins","first_seen":"2026-09-15"},{"name":"Selenium","first_seen":"2026-09-15"},{"name":"TeamCity","first_seen":"2026-09-15"},{"name":"TestNG","first_seen":"2026-09-15"},{"name":"Microsoft Excel","first_seen":"2026-09-08"}],"rising":[],"falling":[],"not_seen_180d":[]},"similar_stacks":[{"name":"Maersk","url":"https://alion.io/company/maersk/technologies","shared_technologies":61},{"name":"U.S. Bank","url":"https://alion.io/company/usbank-com/technologies","shared_technologies":71},{"name":"Caylent","url":"https://alion.io/company/caylent/technologies","shared_technologies":59},{"name":"Dun & Bradstreet","url":"https://alion.io/company/dnb/technologies","shared_technologies":58},{"name":"Impact Tech","url":"https://alion.io/company/impact-com/technologies","shared_technologies":56},{"name":"Sia","url":"https://alion.io/company/sia/technologies","shared_technologies":64},{"name":"AIA Group","url":"https://alion.io/company/aia/technologies","shared_technologies":62},{"name":"MiniMed","url":"https://alion.io/company/minimed/technologies","shared_technologies":56}],"html_url":"https://alion.io/company/kainos/technologies","json_url":"https://alion.io/company/kainos/technologies.json","license":"CC BY-SA 4.0","meta":{"source":"Alion","built_at":"2026-10-01T02:57:07Z","generated_at":"2026-10-01T03:45:41Z"}}