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Standardize and refactor tutorials titles and metadata for improved clarity, organization, and SEO

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kanungle
2026-02-04 20:44:40 -08:00
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qdrant-landing/content/documentation/tutorials-operations/_index.md
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---
title: Operations & Scale
weight: 34
is_empty: true
hideInSidebar: true
weight: 20
is_empty: false
aliases:
- how-to
- tutorials
partition: qdrant
---
# Operations & Scale Tutorials
### Operations & Scale Tutorials
*Production-grade management, monitoring, and high-volume optimization.*
| Tutorial | Objective | Stack | Time | Level |
| :--- | :--- | :--- | :--- | :--- |
| [Snapshot & Backup](/documentation/tutorials-operations/create-snapshot/) | Create and restore collection snapshots. | <span class="pill">Python</span> | 20m | <span class="text-green">Beginner</span> |
| [Cloud Inference Search](/documentation/tutorials-and-examples/cloud-inference-hybrid-search/) | Hybrid search using Qdrant's built-in inference. | <span class="pill">Any</span> | 20m | <span class="text-green">Beginner</span> |
| [Embedding Migration](/documentation/tutorials-operations/migration/) | Move dense and sparse embeddings to Qdrant. | <span class="pill">CLI</span> | 30m | <span class="text-yellow">Intermediate</span> |
| [Monitor Managed Cloud](/documentation/tutorials-and-examples/managed-cloud-prometheus/) | Observability with Prometheus and Grafana. | <span class="pill">Prometheus</span> | 30m | <span class="text-yellow">Intermediate</span> |
| [Monitor Private Cloud](/documentation/tutorials-and-examples/hybrid-cloud-prometheus/) | Observability for hybrid/private cloud setups. | <span class="pill">Prometheus</span> | 30m | <span class="text-yellow">Intermediate</span> |
| [Billion-Scale Search](/documentation/tutorials-operations/large-scale-search/) | Cost-efficient search for LAION-400M datasets. | <span class="pill">None</span> | 2 days | <span class="text-red">Advanced</span> |
| [Snapshots](/documentation/tutorials-operations/create-snapshot/) | Create and restore collection snapshots. | <span class="pill">Python</span> | 20m | <span class="text-green">Beginner</span> |
| [Data Migration](/documentation/tutorials-operations/migration/) | Move embeddings to Qdrant. | <span class="pill">CLI</span> | 30m | <span class="text-yellow">Intermediate</span> |
| [Embedding Model Migration](/documentation/tutorials-operations/embedding-model-migration/) | Use your new model with zero downtime | <span class="pill">None</span> | 40m | <span class="text-yellow">Intermediate</span> |
| [Large-Scale Search](/documentation/tutorials-operations/large-scale-search/) | Cost-efficient search for LAION-400M datasets. | <span class="pill">None</span> | 48h | <span class="text-red">Advanced</span> |
<!-- KEEP BELOW FOR REFERENCE -->
<!-- | [Qdrant Cloud Prometheus Monitoring](/documentation/tutorials-and-examples/managed-cloud-prometheus/) | Observability with Prometheus and Grafana. | <span class="pill">Prometheus</span> | 30m | <span class="text-yellow">Intermediate</span> | -->
<!-- | [Self-Hosted Prometheus Monitoring](/documentation/tutorials-and-examples/hybrid-cloud-prometheus/) | Observability for hybrid/private cloud setups. | <span class="pill">Prometheus</span> | 30m | <span class="text-yellow">Intermediate</span> | -->
qdrant-landing/content/documentation/tutorials-operations/create-snapshot.md
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title: Create & Restore Snapshots
title: Snapshots
aliases:
- /documentation/tutorials/create-snapshot/
- /documentation/database-tutorials/create-snapshot/
weight: 2
---
# Backup and Restore Qdrant Collections Using Snapshots
# Backup & Restore Qdrant with Snapshots
| Time: 20 min | Level: Beginner | | |
|--------------|-----------------|--|----|
qdrant-landing/content/documentation/tutorials-operations/embedding-model-migration.md
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---
# Migrate to a New Embedding Model with Zero Downtime
# Migrate to a New Embedding Model with Zero Downtime in Qdrant
| Time: 40 min | Level: Intermediate |
| --- | ----------- |
When building a semantic search application, you need to [choose an embedding
model](/articles/how-to-choose-an-embedding-model/). Over time, you may want to switch to a different model for better
qdrant-landing/content/documentation/tutorials-operations/large-scale-search.md
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---
title: Large Scale Search
title: Large-Scale Search
aliases:
- /documentation/database-tutorials/large-scale-search/
weight: 2
---
# Upload and Search Large collections cost-efficiently
# Large-Scale Search in Qdrant
| Time: 2 days | Level: Advanced | | |
|--------------|-----------------|--|----|
qdrant-landing/content/documentation/tutorials-operations/migration.md
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---
title: Migration to Qdrant
title: Data Migration
aliases:
- /documentation/database-tutorials/migration/
weight: 180
---
# Migration
# Migrate Your Embeddings to Qdrant
| Time: Varies | Level: Intermediate |
| --- | ----------- |
Migrating data between vector databases, especially across regions, platforms, or deployment types, can be a hassle. That’s where the [Qdrant Migration Tool](https://github.com/qdrant/migration) comes in. It supports a wide range of migration needs, including transferring data between Qdrant instances and migrating from other vector database providers to Qdrant.