Databases

Qdrant

Open-source vector database with cloud hosting, advanced filtering, and high-performance similarity search.

Overview

Qdrant provides a purpose-built vector engine with hybrid filtering, quantization, and distributed scaling. Its cloud offering includes a free tier, while the open-source core can be self-hosted or run on edge infrastructure for low-latency AI apps.

Best for

High-throughput embedding storage
Apps requiring complex metadata filtering on vectors

Trade-offs

vs Pinecone

Pinecone for fully managed zero-ops vector cloud; Qdrant for open-source transparency, self-hosting flexibility, and richer filter syntax.

What XeroHack pre-wires

When you pick Qdrant in the interview, the engine emits these files into your scaffold:

Python/JS/TS SDKs
REST & gRPC APIs
LangChain/LlamaIndex integrations
Docker/Kubernetes manifests

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