Embedded retail analytics with DuckDB, dbt, Polars, and FastAPIHow to build a sub-16ms embedded retail analytics engine over 8,494 products and 1,094,411 customer reviews without cloud data warehouse overhead.9 min read·qdrant.hashnode.devOct 27
Why We Chose Groq for High-Speed Text and Voice Processing.Build sub-second AI pipelines with Groq LPUs and FastAPI. Handle LLM synthesis and Whisper voice transcription within tight webhook latency constraints.8 min read·qdrant.hashnode.devOct 7
Why We Run Local Qdrant in Docker for Multi-Tenant Financial KnowledgeLearn how to run local Qdrant in Docker with FastAPI and Sentence Transformers for multi-tenant vector retrieval with zero external API costs or latency.6 min read·qdrant.hashnode.devOct 7
