# Essential Examples# Integration Examples

*Step-by-step guides for connecting Qdrant to the broader AI ecosystem and data stacks.*

| Tutorial | Objective | Stack | Time | Level |
| :--- | :--- | :--- | :--- | :--- |
| [5-Minute RAG with DeepSeek](/documentation/tutorials-build-essentials/rag-deepseek/index.md) | Build a RAG pipeline with DeepSeek enrichment. | <span class="pill">Python</span> | 5m | <span class="text-green">Beginner</span> |
| [Agentic RAG with CrewAI](/documentation/tutorials-build-essentials/agentic-rag-crewai-zoom/index.md) | Step-by-step multi-agent RAG system. | <span class="pill">CrewAI</span> | 45m | <span class="text-green">Beginner</span> |
| [n8n Workflow Automation](/documentation/tutorials-build-essentials/qdrant-n8n/index.md) | Combine Qdrant with low-code n8n workflows. | <span class="pill">n8n</span> | 45m | <span class="text-yellow">Intermediate</span> |
| [Discord RAG Bot](/documentation/tutorials-build-essentials/agentic-rag-camelai-discord/index.md) | Develop a functional bot with CAMEL-AI. | <span class="pill">OpenAI</span> | 45m | <span class="text-yellow">Intermediate</span> |
| [Video Anomaly Detection Part 1](/documentation/tutorials-build-essentials/video-anomaly-edge-part-1/index.md) | Architecture, Twelve Labs, and NVIDIA VSS integration. | <span class="pill">Python</span> | 90m | <span class="text-red">Advanced</span> |
| [Video Anomaly Detection Part 2](/documentation/tutorials-build-essentials/video-anomaly-edge-part-2/index.md) | Two-shard Qdrant Edge architecture and escalation pipeline. | <span class="pill">Python</span> | 90m | <span class="text-red">Advanced</span> |
| [Video Anomaly Detection Part 3](/documentation/tutorials-build-essentials/video-anomaly-edge-part-3/index.md) | Scoring, baseline governance, and deployment on Vultr. | <span class="pill">Python</span> | 90m | <span class="text-red">Advanced</span> |



<!-- KEEP BELOW FOR REFERENCE -->

<!-- | [Multimodal & Multilingual RAG](/documentation/tutorials-build-essentials/multimodal-search/index.md) | Search across image and text modalities. | <span class="pill">LlamaIndex</span> | 15m | <span class="text-green">Beginner</span> | -->
<!-- | [Agentic RAG with LangGraph](/documentation/tutorials-build-essentials/agentic-rag-langgraph/index.md) | Build AI agents to answer library documentation. | <span class="pill">LangGraph</span> | 45m | <span class="text-yellow">Intermediate</span> | -->
<!-- | [S3 Ingestion with LangChain](/documentation/tutorials-build-essentials/data-ingestion-beginners/index.md) | Stream data from AWS S3 to vector store. | <span class="pill">LangChain</span> | 30m | <span class="text-green">Beginner</span> | -->