2026 Ray OSS Community Pulse Survey Thank you for being part of the Ray community! We value your feedback and want to ensure Ray continues to meet your needs as a developer. Your input will help shape the future of Ray and improve your experience. Section 1: Demographics & Context Question Title * 1. Where are you primarily located? North America Europe Middle East Africa Asia Pacific Caribbean and Latin America Question Title * 2. Which country? Afghanistan Albania Algeria Andorra Angola Antigua & Deps Argentina Armenia Australia Austria Azerbaijan Bahamas Bahrain Bangladesh Barbados Belarus Belgium Belize Benin Bhutan Bolivia Bosnia Herzegovina Botswana Brazil Brunei Bulgaria Burkina Burundi Cambodia Cameroon Canada Cape Verde Central African Rep Chad Chile China Colombia Comoros Congo Congo {Democratic Rep} Costa Rica Croatia Cuba Cyprus Czech Republic Denmark Djibouti Dominica Dominican Republic East Timor Ecuador Egypt El Salvador Equatorial Guinea Eritrea Estonia Ethiopia Fiji Finland France Gabon Gambia Georgia Germany Ghana Greece Grenada Guatemala Guinea Guinea-Bissau Guyana Haiti Honduras Hungary Iceland India Indonesia Iran Iraq Ireland {Republic} Israel Italy Ivory Coast Jamaica Japan Jordan Kazakhstan Kenya Kiribati Korea North Korea South Kosovo Kuwait Kyrgyzstan Laos Latvia Lebanon Lesotho Liberia Libya Liechtenstein Lithuania Luxembourg Macedonia Madagascar Malawi Malaysia Maldives Mali Malta Marshall Islands Mauritania Mauritius Mexico Micronesia Moldova Monaco Mongolia Montenegro Morocco Mozambique Myanmar, {Burma} Namibia Nauru Nepal Netherlands New Zealand Nicaragua Niger Nigeria Norway Oman Pakistan Palau Panama Papua New Guinea Paraguay Peru Philippines Poland Portugal Qatar Romania Russian Federation Rwanda St Kitts & Nevis St Lucia Saint Vincent & the Grenadines Samoa San Marino Sao Tome & Principe Saudi Arabia Senegal Serbia Seychelles Sierra Leone Singapore Slovakia Slovenia Solomon Islands Somalia South Africa South Sudan Spain Sri Lanka Sudan Suriname Swaziland Sweden Switzerland Syria Taiwan Tajikistan Tanzania Thailand Togo Tonga Trinidad & Tobago Tunisia Turkey Turkmenistan Tuvalu Uganda Ukraine United Arab Emirates United Kingdom United States Uruguay Uzbekistan Vanuatu Vatican City Venezuela Vietnam Yemen Zambia Zimbabwe Question Title * 3. Which title best describes your current role? ML Ops/DevOps/Site Reliability Engineer Founder/CTO Machine Learning Engineer Researcher/Academic Data Scientist ML Platform Engineer/Architect Software Developer/Engineer Other (please specify) Question Title * 4. (Optional) How long have you been coding for? Less than 1 year 1-2 years 3-5 years 6-10 years 11-20 years 20+ years Question Title * 5. What is your primary development OS? Mac Windows Linux Other (Please specify) Question Title * 6. How many people work at your company/organization? Just me 2-10 11-100 101-500 501-1,000 1,001 - 5,000 5,001 - 10,000 10,000+ Prefer not to answer Question Title * 7. What is your company’s/organization’s primary industry? Telecommunications Transportation Education Media / gaming Technology Financial services Manufacturing Healthcare / life sciences Retail / e-commerce Energy / Utilities Public sector / non-profit Other (please specify) Next