{"company":{"id":3806856,"name":"Digital Biz Solutions","domain":"dbiz.ai","url":"https://alion.io/company/digital-biz-solutions"},"answer":"Digital Biz Solutions builds mostly with Python, SQL. Its stack also includes Azure, AWS, Amazon Redshift, Azure Cosmos DB. Azure is named in 3 of the 4 job postings Digital Biz Solutions published in the last 12 months (75%). Counted by Alion from the job postings of Digital Biz Solutions, updated Oct 15, 2026.","window_days":365,"postings_analysed":4,"open_postings":3,"technologies_in_use":42,"modernity_score":80,"ai_adoption":true,"technologies":[{"name":"Azure","layer":"cloud","postings":3,"share":0.75,"required":2,"open_postings":2,"first_seen":"2026-08-27","last_seen":"2026-10-05","median_stated_pay_usd":null},{"name":"AWS","layer":"cloud","postings":2,"share":0.5,"required":2,"open_postings":1,"first_seen":"2026-08-27","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Python","layer":"languages","postings":2,"share":0.5,"required":2,"open_postings":1,"first_seen":"2026-08-27","last_seen":"2026-10-07","median_stated_pay_usd":null},{"name":"A/B Testing","layer":"practices","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"AI Agents","layer":"practices","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Agentic Workflows","layer":"practices","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Anomaly Detection","layer":"practices","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Ansible","layer":"tools","postings":1,"share":0.25,"required":1,"open_postings":1,"first_seen":"2026-10-07","last_seen":"2026-10-07","median_stated_pay_usd":null},{"name":"CI/CD","layer":"practices","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"FastAPI","layer":"frameworks","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Fine-tuning","layer":"practices","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Flask","layer":"frameworks","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"GCP","layer":"cloud","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Git","layer":"tools","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Kubernetes","layer":"cloud","postings":1,"share":0.25,"required":1,"open_postings":1,"first_seen":"2026-10-07","last_seen":"2026-10-07","median_stated_pay_usd":null},{"name":"LLM","layer":"ai","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Linux","layer":"cloud","postings":1,"share":0.25,"required":1,"open_postings":1,"first_seen":"2026-10-07","last_seen":"2026-10-07","median_stated_pay_usd":null},{"name":"Machine Learning","layer":"practices","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"OpenShift","layer":"cloud","postings":1,"share":0.25,"required":1,"open_postings":1,"first_seen":"2026-10-07","last_seen":"2026-10-07","median_stated_pay_usd":null},{"name":"Prompt Engineering","layer":"practices","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"RAG","layer":"practices","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"SHAP","layer":"frameworks","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"SQL","layer":"languages","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Time Series Forecasting","layer":"practices","postings":1,"share":0.25,"required":1,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Amazon Redshift","layer":"data","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Amazon S3","layer":"cloud","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Amazon SageMaker","layer":"cloud","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Azure Cosmos DB","layer":"data","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Azure DevOps","layer":"cloud","postings":1,"share":0.25,"required":0,"open_postings":1,"first_seen":"2026-10-05","last_seen":"2026-10-05","median_stated_pay_usd":null},{"name":"BigQuery","layer":"data","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Databricks","layer":"cloud","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Google BigQuery","layer":"data","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"LangChain","layer":"frameworks","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"LangGraph","layer":"frameworks","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"LlamaIndex","layer":"frameworks","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Pinecone","layer":"data","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"PyTorch","layer":"frameworks","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"SLI/SLO/SLA","layer":"practices","postings":1,"share":0.25,"required":0,"open_postings":1,"first_seen":"2026-10-07","last_seen":"2026-10-07","median_stated_pay_usd":null},{"name":"Scikit-learn","layer":"frameworks","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Spark","layer":"cloud","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"TensorFlow","layer":"frameworks","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Vertex AI","layer":"cloud","postings":1,"share":0.25,"required":0,"open_postings":0,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null}],"own_products":[],"changes":{"first_appeared":[],"rising":[],"falling":[],"not_seen_180d":[]},"similar_stacks":[{"name":"AuxoAI","url":"https://alion.io/company/auxoai/technologies","shared_technologies":36},{"name":"TwinPacs","url":"https://alion.io/company/twinpacs-sdn-bhd/technologies","shared_technologies":37},{"name":"Temus","url":"https://alion.io/company/temus/technologies","shared_technologies":37},{"name":"Shyftlabs","url":"https://alion.io/company/shyftlabs/technologies","shared_technologies":39},{"name":"Satori Analytics","url":"https://alion.io/company/satori-analytics/technologies","shared_technologies":37},{"name":"BMC Software","url":"https://alion.io/company/bmc-software/technologies","shared_technologies":40},{"name":"MOURI Tech","url":"https://alion.io/company/mouri-tech/technologies","shared_technologies":37},{"name":"Berkley Re","url":"https://alion.io/company/berkley-re/technologies","shared_technologies":36}],"html_url":"https://alion.io/company/digital-biz-solutions/technologies","json_url":"https://alion.io/company/digital-biz-solutions/technologies.json","license":"CC BY-SA 4.0","meta":{"source":"Alion","built_at":"2026-10-15T03:58:37Z","generated_at":"2026-10-15T14:35:47Z"}}