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Populate deploy and ecosystem tabs.
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@@ -53,3 +53,26 @@ hideInSidebar: true
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build:
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render: always
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---
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# Explore the Qdrant Ecosystem
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## Migration
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- [Migration Tool](/documentation/migrate-to-qdrant/index.md) — Move vectors, payloads, and sparse embeddings from Chroma, Pinecone, Weaviate, Milvus, pgvector, Elasticsearch, and OpenSearch.
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- [Migration Guidance](/documentation/migration-guidance/index.md) — Structured framework for verifying migrations and catching silent data and search regressions.
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- [Data Synchronization](/documentation/data-synchronization/index.md) — Keep Qdrant in sync with source databases using CDC, batch reindexing, or dual-write patterns for fresh search results.
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## Integrations
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- [Data Management](/documentation/data-management/index.md) — Connect Qdrant to ETL and streaming tools to ingest, transform, and sync vectors at scale.
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- [Embedding Providers](/documentation/embeddings/index.md) — Connect to 30+ providers: OpenAI, Cohere, Jina, Mistral, AWS Bedrock, Voyage AI, Ollama, and more.
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- [Frameworks](/documentation/frameworks/index.md) — Integrations with 40+ AI agent and RAG frameworks: LangChain, LlamaIndex, Haystack, CrewAI, AutoGen, Spring AI, and more.
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- [Observability](/documentation/observability/index.md) — Connect Qdrant to Datadog, OpenLIT, and OpenLLMetry to monitor performance and traces.
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- [Platforms](/documentation/platforms/index.md) — No-code and low-code integrations with n8n, Make, MuleSoft, Pipedream, Power Apps, and more.
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## Ecosystem Guides
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- [Essential Examples](/documentation/tutorials-build-essentials/index.md) — Hands-on tutorials for agentic RAG, multimodal search, data ingestion, and automation integrations.
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- [Build Prototypes](/documentation/examples/index.md) — End-to-end code samples for RAG pipelines, hybrid search, multitenancy, recommendations, and multimodal search.
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- [Improve Search](/documentation/improve-search/index.md) — Techniques for improving retrieval relevance and pipeline output quality.
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- [Practice Datasets](/documentation/datasets/index.md) — Ready-made Qdrant snapshots of public datasets you can import and explore without the embedding step.
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