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Deploy and manage high-performance vector search clusters across cloud environments. Easily scale with fully managed cloud solutions, integrate seamlessly across hybrid setups, or maintain complete control with private cloud deployments in Kubernetes.

Search

Build a simple neural search service with Qdrant and FastEmbed. Learn how to upload data, create indexes, and run search queries.

RAG

Build end-to-end prototype chatbots. Learn how Qdrant integrates with popular RAG frameworks like LangChain and Llamaindex.

Pipelines

Integrate Qdrant into your data infrastructure by connecting with popular data engineering tools.