Qdrant Tutorial Directory

Get up and running with Qdrant in minutes.

Tutorial	Objective	Stack	Time	Level
Local Qdrant Setup	Basic CRUD operations and local deployment.	Python	10m	Beginner
5-Minute Semantic Search	Build a search engine for science fiction books.	Python	5m	Beginner
5-Minute RAG with DeepSeek	Build a RAG pipeline with DeepSeek enrichment.	Python	5m	Beginner

Master vector search modalities, reranking, and retrieval quality.

Tutorial	Objective	Stack	Time	Level
Neural Search Service	Deploy a search service for company descriptions.	FastAPI	30m	Beginner
Hybrid Search with FastEmbed	Combine dense and sparse search for startups.	FastAPI	20m	Beginner
Movie Recommendations	Collaborative filtering using sparse embeddings.	Python	45m	Intermediate
Advanced PDF Retrieval	PDF RAG using ColPali and embedding pooling.	Python	30m	Intermediate
Retrieval Quality Benchmarking	Measure quality and tune HNSW parameters.	Python	30m	Intermediate
Multivector Reranking	Use multivector representations for better ranking.	Python	30m	Intermediate
Hybrid Search Reranking	Implement late interaction and sparse reranking.	Python	40m	Intermediate
Semantic Code Search	Navigate codebases using vector similarity.	Python	45m	Intermediate
Static Embeddings Analysis	Evaluate the renaissance of static embeddings.	Python	20m	Intermediate

Build intelligent agents and complex LLM-driven applications.

Tutorial	Objective	Stack	Time	Level
Agentic RAG with CrewAI	Step-by-step multi-agent RAG system.	CrewAI	45m	Beginner
Agentic RAG with LangGraph	Build AI agents to answer library documentation.	LangGraph	45m	Intermediate
Agentic Discord ChatBot	Develop a functional bot with CAMEL-AI.	OpenAI	45m	Intermediate
Multimodal Search (LlamaIndex)	Search across image and text modalities.	LlamaIndex	15m	Beginner
Automate Metadata Filtering	Use LLM structured output for dynamic filters.	Python	30m	Intermediate

Connect Qdrant to cloud providers, data streams, and ETL tools.

Tutorial	Objective	Stack	Time	Level
S3 Ingestion with LangChain	Stream data from AWS S3 to vector store.	LangChain	30m	Beginner
Hugging Face Datasets	Load and search public ML datasets.	Python	15m	Beginner
Databricks Integration	Vectorize datasets using FastEmbed on Databricks.	Databricks	30m	Intermediate
Airflow & Astronomer	Orchestrate data engineering workflows.	Airflow	45m	Intermediate
Kafka Data Streaming	Setup Qdrant Sink Connector for real-time data.	Kafka	60m	Advanced
No-Code Automation (n8n)	Combine Qdrant with low-code n8n workflows.	n8n	45m	Intermediate

Production-grade management, monitoring, and high-volume optimization.

Tutorial	Objective	Stack	Time	Level
Embedding Migration	Move dense and sparse embeddings to Qdrant.	CLI	30m	Intermediate
Bulk Data Uploads	High-scale ingestion tricks for power users.	Python	20m	Intermediate
Snapshot & Backup	Create and restore collection snapshots.	Python	20m	Beginner
Billion-Scale Search	Cost-efficient search for LAION-400M datasets.	None	2 days	Advanced
Python Async API	Use Asynchronous programming for efficiency.	Python	25m	Intermediate
Cloud Inference Search	Hybrid search using Qdrant's built-in inference.	Any	20m	Beginner
Monitor Managed Cloud	Observability with Prometheus and Grafana.	Prometheus	30m	Intermediate
Monitor Private Cloud	Observability for hybrid/private cloud setups.	Prometheus	30m	Intermediate