{"source":"Breaknorm","page":"https://breaknorm.co/compare/apache-hadoop-vs-ray","license":"https://breaknorm.co/terms","a":"apache-hadoop","b":"ray","category":"distributed-processing","jobs":{"apache-hadoop":{"companies":1281,"postings":11760,"posted_90d":7984,"companies_90d":1624,"by_country":[["US",855],["GB",78],["IN",62],["FR",43],["DE",27],["CA",24],["SG",23],["AU",17],["IT",15],["BR",12],["CH",12],["AE",10]],"by_headcount":[["51-200",273],["11-50",217],["1001-5000",190],["10001+",185],["201-500",143],["501-1000",100],["2-10",96],["5001-10000",58],["0-1",19]],"by_vertical":[["technology_software",732],["business_finance_services",262],["manufacturing_industry",78],["media_content",42],["consumer_services_leisure",34],["community_associations_public",32],["utilities_infrastructure",25],["commerce_trade",24],["automotive",12],["health_care",12],["property_construction",11],["transport_logistics_rental",10]],"by_function":[["data_and_ai",5414],["software_engineering",2106],["it_operations_and_business_systems",771],["sales",473],["product_program_and_project_management",443],["engineering_non_software",430],["skilled_trades_and_field_service",99],["unknown",99],["finance_and_accounting",95],["quality_safety_and_environment",88],["customer_service_and_success",84],["legal_compliance_and_risk",78],["logistics_warehouse_and_transport",54],["business_development_and_strategy",44],["manufacturing_and_production",44],["general_management_and_consulting",42],["human_resources",42],["marketing_and_communications",41],["procurement_and_purchasing",34],["administration_and_office",16],["public_safety_and_protective_services",15],["construction_and_civil",14],["design_and_ux",14],["education_and_training",12],["arts_media_and_entertainment",6],["research_and_science",6],["agriculture_and_environment",4],["hospitality_and_food_service",3],["facilities_cleaning_and_security",2],["retail_and_store_operations",2]]},"ray":{"companies":373,"postings":1600,"posted_90d":1206,"companies_90d":492,"by_country":[["US",280],["GB",21],["CA",8],["DE",8],["IN",8],["AU",5],["FI",5],["SG",5],["CH",3],["FR",3],["NL",3],["AE",2]],"by_headcount":[["51-200",61],["11-50",57],["2-10",57],["1001-5000",49],["201-500",49],["501-1000",33],["10001+",31],["0-1",20],["5001-10000",16]],"by_vertical":[["technology_software",212],["business_finance_services",47],["manufacturing_industry",36],["community_associations_public",23],["media_content",19],["utilities_infrastructure",9],["automotive",6],["commerce_trade",6],["consumer_services_leisure",5],["transport_logistics_rental",4],["property_construction",3],["health_care",2]],"by_function":[["data_and_ai",909],["software_engineering",327],["it_operations_and_business_systems",38],["sales",33],["product_program_and_project_management",25],["engineering_non_software",19],["customer_service_and_success",11],["unknown",7],["design_and_ux",6],["human_resources",6],["finance_and_accounting",5],["marketing_and_communications",5],["research_and_science",5],["business_development_and_strategy",4],["construction_and_civil",1],["education_and_training",1],["facilities_cleaning_and_security",1],["legal_compliance_and_risk",1],["manufacturing_and_production",1],["retail_and_store_operations",1]]}},"website":{"apache-hadoop":0,"ray":0},"both_in_postings":{"postings":0,"companies":0},"as_of":"2026-11-02","updated_at":"2026-11-02","hash":"a44f0e681a05ecd5","index_tier":2}