RAG system on OpenAI and Upstash Vector with 30 language support. Includes streaming chatbot, hybrid search (semantic + keyword), AI ticket classifier, and
Databases
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Iurii Uses: #Upstash
2 projects · 2 articles
Upstash is a serverless data platform offering Redis and vector database services billed per request. It's ideal for edge and serverless deployments where you need caching or queuing without managing infrastructure.
Projects
International e-commerce platform with 30 locales, product configurators, AI chatbot, and fully automated order flow: Stripe → Zoho CRM → Airtable → Mailgun →
Articles
· 8 min
Next.js view counter with Upstash Redis over HTTP: atomic INCR, Edge Runtime for zero cold starts, React Strict Mode fix, and slug namespace gotchas.
· 9 min
RAG chatbot for e-commerce: resolve 70% of support queries across 25 languages — ingestion pipeline, hybrid search, confidence thresholds, and streaming UI.
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