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initial commit; Claude generated SEO descriptions
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---
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title: Operations & Scale
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short_description: "Production operations tutorials for Qdrant: snapshots, migrations, sharding, and large-scale indexing for high-volume workloads."
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description: "Operate Qdrant at scale: tutorials covering snapshots, model migrations, time-based sharding, and large-scale indexing for production vector workloads."
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weight: 420
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is_empty: false
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aliases:
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---
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title: Snapshots
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short_description: "Back up and restore Qdrant collections with snapshots across single-node and distributed multi-node clusters."
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description: "Tutorial: create, download, and restore Qdrant snapshots to back up collections or migrate data between single-node and distributed multi-node clusters."
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aliases:
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- /documentation/tutorials/create-snapshot/
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- /documentation/database-tutorials/create-snapshot/
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---
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title: Migrate to a New Embedding Model
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short_description: "Migrate a Qdrant collection to a new embedding model with zero downtime using a blue-green dual-collection strategy."
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description: "Tutorial: switch embedding models in Qdrant with zero downtime by running a blue-green migration across two collections while serving live traffic."
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aliases:
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- /documentation/tutorials/embedding-model-migration/
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weight: 30
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---
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title: Large-Scale Search
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short_description: "Index and search hundreds of millions of vectors in Qdrant cost-efficiently with minimal hardware and tuned configuration."
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description: "Tutorial: index and search hundreds of millions of vectors in Qdrant on minimal hardware while keeping search latency and accuracy production-grade."
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aliases:
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- /documentation/database-tutorials/large-scale-search/
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weight: 40
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---
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title: Data Migration
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short_description: "Migrate vector data into Qdrant from Pinecone, Weaviate, Chroma, or other Qdrant clusters using the Qdrant Migration Tool."
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description: "Tutorial: use the Qdrant Migration Tool to stream vectors from Pinecone, Weaviate, Chroma, or another Qdrant cluster with resumable, live migrations."
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aliases:
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- /documentation/database-tutorials/migration/
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weight: 20
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---
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title: Time-Based Sharding
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short_description: "Implement time-based sharding in Qdrant to route fast-moving data by timestamp and prune old shards without expensive re-indexing."
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description: "Tutorial: configure time-based sharding in Qdrant to route data by timestamp, target queries to recent shards, and prune older data without re-indexing."
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weight: 35
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---
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