Merge pull request #2212 from qdrant/docs-restructure-2

Restructure Docs - Stage 2
2026-10-03 01:48:32 +02:00 · 2026-03-24 15:35:42 -07:00
parent c4a6841b32 061a35f31e
commit afbce8732a
70 changed files with 154 additions and 102 deletions
@@ -1,7 +1,7 @@
 ---
 title: Data Management
-weight: 11
-partition: build
+weight: 600
+partition: ecosystem
 ---

 ## Data Management Integrations
@@ -0,0 +1,21 @@
+---
+title: Data Synchronization
+weight: 400
+partition: ecosystem
+---
+
+# Keeping Your Data in Sync with Qdrant
+
+After migrating to Qdrant, maintaining consistency between Qdrant and your other data stores can be an ongoing operational concern. As records are created, updated, or deleted in your other sources, those changes often need to be reflected in Qdrant to keep search results accurate and fresh.
+
+The guides in this section cover database-specific synchronization patterns for keeping Qdrant aligned with your existing infrastructure.
+
+## Synchronization Strategies
+
+How you sync depends on your source system and write volume:
+
+- **Event-driven sync** — listen for change events (CDC, triggers, or message queues) and upsert or delete points in Qdrant in real time.
+- **Batch sync** — periodically re-index records that have changed since the last run, using a timestamp or version field to identify updates.
+- **Dual-write** — write to both systems simultaneously in application code, with a background reconciliation job to catch divergence.
+
+Each approach involves trade-offs between latency, complexity, and consistency guarantees. The guides below cover patterns for specific databases.
@@ -1,7 +1,7 @@
 ---
-title: Keeping Postgres in Sync
-weight: 33
-partition: build
+title: With Postgres
+weight: 5
+partition: ecosystem
 ---

 # Keeping Postgres and Qdrant in Sync
@@ -1,7 +1,7 @@
 ---
 title: Practice Datasets
-weight: 28
-partition: build
+weight: 1500
+partition: ecosystem
 ---

 # Common Datasets in Snapshot Format
@@ -1,9 +1,9 @@
 ---
 #Delimiter files are used to separate the list of documentation pages into sections.
-title: "Integration Guides"
+title: "Ecosystem Guides"
 type: delimiter
-weight: 20 # Change this weight to change order of sections
-partition: build
+weight: 1100 # Change this weight to change order of sections
+partition: ecosystem
 sitemapExclude: True
 _build:
  publishResources: false
@@ -2,10 +2,10 @@
 #Delimiter files are used to separate the list of documentation pages into sections.
 title: "Integrations"
 type: delimiter
-weight: 10 # Change this weight to change order of sections
+weight: 500 # Change this weight to change order of sections
 sitemapExclude: True
 _build:
  publishResources: false
  render: never
-partition: build
+partition: ecosystem
 ---
@@ -2,10 +2,10 @@
 #Delimiter files are used to separate the list of documentation pages into sections.
 title: "Migrate to Qdrant"
 type: delimiter
-weight: 30 # Change this weight to change order of sections
+weight: 100 # Change this weight to change order of sections
 sitemapExclude: True
 _build:
  publishResources: false
  render: never
-partition: build
+partition: ecosystem
 ---
@@ -1,6 +1,6 @@
 ---
 #Delimiter files are used to separate the list of documentation pages into sections.
-title: "Ecosystem"
+title: "Qdrant Tools"
 type: delimiter
 weight: 300 # Change this weight to change order of sections
 sitemapExclude: True
@@ -1,11 +1,13 @@
 ---
-title: Build World-Class Applications
-slug: build
+title: Explore the Qdrant Ecosystem
+slug: ecosystem
+aliases:
+  - /documentation/build/
 breadcrumb: false
 content:
  - partial: documentation/banners/banner-c
-    title: Build World-Class Applications
-    description: Dev-portal Build
+    title: Explore the Qdrant Ecosystem
+    description: Dev-portal Ecosystem
    image:
      src: /img/dev-portal-build/spanish-ai-app-hero.png
      alt: Spanish AI app.png
@@ -44,6 +46,6 @@ content:
      link:
        url: /documentation/send-data/
        text: Read More
-partition: build
+partition: ecosystem
 hideInSidebar: true
 ---
@@ -1,6 +1,6 @@
 ---
 title: "Qdrant Edge"
-weight: 315
+weight: 225
 partition: qdrant
 ---

@@ -1,6 +1,7 @@
 ---
 title: "Data Synchronization Patterns" 
 weight: 20
+partition: qdrant
 ---

 # Data Synchronization Patterns
@@ -1,6 +1,7 @@
 ---
 title: "On-Device Embeddings" 
 weight: 15
+partition: qdrant
 ---

 # On-Device Embeddings with Qdrant Edge and FastEmbed
@@ -1,6 +1,7 @@
 ---
 title: "Quickstart" 
 weight: 10
+partition: qdrant
 ---

 # Qdrant Edge Quickstart
@@ -1,6 +1,7 @@
 ---
 title: "Synchronize with a Server" 
 weight: 30
+partition: qdrant
 ---

 # Synchronize Qdrant Edge with a Server
@@ -1,7 +1,7 @@
 ---
 title: Embeddings
-weight: 12
-partition: build
+weight: 700
+partition: ecosystem
 ---

 # Supported Embedding Providers & Models
@@ -1,6 +1,6 @@
 ---
 title: Building a Chain-of-Thought Medical Chatbot with Qdrant and DSPy
-weight: 18
+weight: 20
 ---
 # Building a Chain-of-Thought Medical Chatbot with Qdrant and DSPy

@@ -1,7 +1,7 @@
 ---
 title: Build Prototypes
-weight: 25
-partition: build 
+weight: 1300
+partition: ecosystem
 ---
 # Build Prototypes

@@ -1,6 +1,6 @@
 ---
 title: Aleph Alpha Search
-weight: 16
+weight: 10
 draft: true
 ---

@@ -1,6 +1,6 @@
 ---
 title: Implement Cohere RAG connector
-weight: 24
+weight: 35
 aliases:
  - /documentation/tutorials/cohere-rag-connector/
 ---
@@ -1,6 +1,6 @@
 ---
 title: Chat With Product PDF Manuals Using Hybrid Search 
-weight: 27
+weight: 45
 social_preview_image: /blog/hybrid-cloud-llamaindex/hybrid-cloud-llamaindex-tutorial.png
 aliases:
  - /documentation/tutorials/hybrid-search-llamaindex-jinaai/
@@ -1,6 +1,6 @@
 ---
 title: Multitenancy with LlamaIndex
-weight: 18
+weight: 25
 aliases:
  - /documentation/tutorials/llama-index-multitenancy/
 ---
@@ -2,7 +2,7 @@
 title: "Inference with Mighty"
 short_description: "Mighty offers a speedy scalable embedding, a perfect fit for the speedy scalable Qdrant search. Let's combine them!"
 description: "We combine Mighty and Qdrant to create a semantic search service in Rust with just a few lines of code."
-weight: 17
+weight: 15
 author: Andre Bogus
 author_link: https://llogiq.github.io
 date: 2023-06-01T11:24:20+01:00
@@ -1,6 +1,6 @@
 ---
 title: RAG System for Employee Onboarding
-weight: 30
+weight: 55
 social_preview_image: /blog/hybrid-cloud-oracle-cloud-infrastructure/hybrid-cloud-oracle-cloud-infrastructure-tutorial.png
 aliases:
  - /documentation/tutorials/natural-language-search-oracle-cloud-infrastructure-cohere-langchain/
@@ -1,6 +1,6 @@
 ---
 title: Private Chatbot for Interactive Learning
-weight: 23 
+weight: 30 
 social_preview_image: /blog/hybrid-cloud-red-hat-openshift/hybrid-cloud-red-hat-openshift-tutorial.png
 aliases:
  - /documentation/tutorials/rag-chatbot-red-hat-openshift-haystack/
@@ -1,6 +1,6 @@
 ---
 title: Blog-Reading Chatbot with GPT-4o 
-weight: 35
+weight: 70
 social_preview_image: /blog/hybrid-cloud-scaleway/hybrid-cloud-scaleway-tutorial.png
 aliases:
  - /documentation/tutorials/rag-chatbot-scaleway/
@@ -1,6 +1,6 @@
 ---
 title: Private RAG Information Extraction Engine
-weight: 32
+weight: 60
 social_preview_image: /blog/hybrid-cloud-vultr/hybrid-cloud-vultr-tutorial.png
 aliases:
  - /documentation/tutorials/rag-chatbot-vultr-dspy-ollama/
@@ -1,6 +1,6 @@
 ---
 title: Region-Specific Contract Management System
-weight: 28
+weight: 50
 social_preview_image: /blog/hybrid-cloud-aleph-alpha/hybrid-cloud-aleph-alpha-tutorial.png
 aliases:
  - /documentation/tutorials/rag-contract-management-stackit-aleph-alpha/
@@ -1,6 +1,6 @@
 ---
 title: Question-Answering System for AI Customer Support
-weight: 26
+weight: 40
 social_preview_image: /blog/hybrid-cloud-airbyte/hybrid-cloud-airbyte-tutorial.png
 aliases:
  - /documentation/tutorials/rag-customer-support-cohere-airbyte-aws/
@@ -1,6 +1,6 @@
 ---
 title: Movie Recommendation System 
-weight: 34
+weight: 65
 social_preview_image: /blog/hybrid-cloud-ovhcloud/hybrid-cloud-ovhcloud-tutorial.png
 aliases:
  - /documentation/tutorials/recommendation-system-ovhcloud/
@@ -1,7 +1,7 @@
 ---
 title: Frameworks 
-weight: 13
-partition: build
+weight: 800
+partition: ecosystem
 aliases: ["/documentation/frameworks/memgpt/"]
 ---

@@ -1,6 +1,6 @@
 ---
 title: API & SDKs
-weight: 230
+weight: 235
 partition: qdrant
 ---

@@ -1,8 +1,8 @@
 ---
 title: Migration Tool
-weight: 31
+weight: 200
 is_empty: false
-partition: build
+partition: ecosystem
 ---

 # Migrate to Qdrant
@@ -1,6 +1,7 @@
 ---
 title: From Chroma
-weight: 60
+weight: 40
+partition: ecosystem
 ---

 # Migrate from Chroma to Qdrant
@@ -1,6 +1,7 @@
 ---
 title: From Elasticsearch
-weight: 40
+weight: 20
+partition: ecosystem
 ---

 # Migrate from Elasticsearch to Qdrant
@@ -1,6 +1,7 @@
 ---
 title: From Milvus
-weight: 30
+weight: 15
+partition: ecosystem
 ---

 # Migrate from Milvus to Qdrant
@@ -1,6 +1,7 @@
 ---
 title: From OpenSearch
-weight: 45
+weight: 25
+partition: ecosystem
 ---

 # Migrate from OpenSearch to Qdrant
@@ -1,6 +1,7 @@
 ---
 title: From pgvector
-weight: 50
+weight: 30
+partition: ecosystem
 ---

 # Migrate from pgvector to Qdrant
@@ -1,6 +1,7 @@
 ---
 title: From Pinecone
-weight: 10
+weight: 5
+partition: ecosystem
 ---

 # Migrate from Pinecone to Qdrant
@@ -1,6 +1,7 @@
 ---
 title: From S3 Vectors
-weight: 55
+weight: 35
+partition: ecosystem
 ---

 # Migrate from S3 Vectors to Qdrant
@@ -1,6 +1,7 @@
 ---
 title: From Weaviate
-weight: 20
+weight: 10
+partition: ecosystem
 ---

 # Migrate from Weaviate to Qdrant
@@ -1,11 +1,13 @@
 ---
-title: Migration Verification
-weight: 32
+title: Migration Guidance
+weight: 300
 is_empty: false
-partition: build
+partition: ecosystem
+aliases:
+  - /documentation/migration-verification/
 ---

-# Migration Verification Guide
+# Migration Guidance

 Switching databases is often necessary to improve the performance and costs of large software systems. As the size of data continues to grow, navigating this migration can be tricky. While a migration might appear to have been successful, several silent errors may be occurring. Some examples include: data loss, metadata drift, and search quality regressions. These problems can hide behind a successful import. To help mitigate these issues, this guide gives you a structured framework to verify that your migration worked correctly.

@@ -1,6 +1,9 @@
 ---
 title: Data Integrity
-weight: 20
+weight: 10
+partition: ecosystem
+aliases:
+  - /documentation/migration-verification/data-integrity/
 ---

 # Data Integrity Verification
@@ -1,6 +1,9 @@
 ---
 title: Diagnosing Discrepancies
-weight: 40
+weight: 20
+partition: ecosystem
+aliases:
+  - /documentation/migration-verification/diagnosing-discrepancies/
 ---

 # Diagnosing Discrepancies
@@ -1,6 +1,9 @@
 ---
 title: Pre-Migration Baseline
-weight: 10
+weight: 5
+partition: ecosystem
+aliases:
+  - /documentation/migration-verification/pre-migration-baseline/
 ---

 # Pre-Migration Baseline
@@ -1,6 +1,9 @@
 ---
 title: Search Quality
-weight: 30
+weight: 15
+partition: ecosystem
+aliases:
+  - /documentation/migration-verification/search-quality/
 ---

 # Search Quality Verification
@@ -1,7 +1,7 @@
 ---
 title: Observability
-weight: 14
-partition: build
+weight: 900
+partition: ecosystem
 ---

 ## Observability Integrations
@@ -1,6 +1,6 @@
 ---
 title: OpenLIT
-weight: 3100
+weight: 10
 aliases: [ ../frameworks/openlit/ ]
 ---

@@ -1,6 +1,6 @@
 ---
 title: OpenLLMetry
-weight: 2300
+weight: 5
 aliases: [ ../frameworks/openllmetry/ ]
 ---

@@ -1,7 +1,7 @@
 ---
 title: Platforms
-weight: 15
-partition: build
+weight: 1000
+partition: ecosystem
 ---

 ## Platform Integrations
@@ -1,9 +1,10 @@
 ---
 title: Search Enhancement
-weight: 27
+weight: 1400
 # If the index.md file `is_empty`, the sidebar will display the first child link as the main entry
 is_empty: true
 build:
  render: never
-partition: build
+partition: ecosystem
+hideInSidebar: true
 ---
@@ -1,8 +1,9 @@
 ---
 title: LLM-Powered Filter Automation
-weight: 2
+weight: 10
 alias:
    - /documentation/database-tutorials/automate-filtering-with-llms/
+hideInSidebar: true
 ---

 # LLM-Powered Filter Automation with Qdrant
@@ -1,7 +1,8 @@
 ---
 title: Reranking for Better Search
 weight: 1
-partition: build
+partition: ecosystem
+hideInSidebar: true
 aliases:
  - ../search-precision
 ---
@@ -10,7 +11,7 @@ aliases:

 In Retrieval-Augmented Generation (RAG) systems, irrelevant or missing information can throw off your model's ability to produce accurate, meaningful outputs. One of the best ways to ensure you're feeding your language model the most relevant, context-rich documents is through reranking. It’s a game-changer.

-In this guide, we’ll dive into using reranking to boost the relevance of search results in Qdrant. We’ll start with an easy use case that leverages the Cohere Rerank model. Then, we’ll take it up a notch by exploring ColBERT for a more advanced approach. By the time you’re done, you’ll know how to implement [hybrid search](https://qdrant.tech/articles/hybrid-search/), fine-tune reranking models, and significantly improve your accuracy.
+In this guide, we’ll dive into using reranking to boost the relevance of search results in Qdrant. We’ll start with an easy use case that leverages the Cohere Rerank model. Then, we’ll take it up a notch by exploring ColBERT for a more advanced approach. By the time you’re done, you’ll know how to implement [hybrid search](/articles/hybrid-search/), fine-tune reranking models, and significantly improve your accuracy.

 Ready? Let’s jump in.

@@ -1,7 +1,7 @@
 ---
 title: Send Data to Qdrant
-weight: 25
-partition: build
+weight: 1050
+partition: ecosystem
 hideInSidebar: true
 ---

@@ -1,6 +1,6 @@
 ---
 title: Kafka Streaming into Qdrant
-weight: 49
+weight: 15
 hideInSidebar: true
 aliases:
  - /examples/data-streaming-kafka-qdrant/
@@ -1,6 +1,6 @@
 ---
 title: Databricks Ingestion
-weight: 36
+weight: 5
 hideInSidebar: true
 aliases:
  - /documentation/examples/databricks/
@@ -1,6 +1,6 @@
 ---
 title: Querying with Airflow
-weight: 36
+weight: 10
 hideInSidebar: true
 aliases:
  - /documentation/examples/qdrant-airflow-astronomer/
@@ -1,7 +1,7 @@
 ---
 title: Essential Examples
-weight: 21
-partition: build 
+weight: 1200
+partition: ecosystem
 ---
 # Integration Examples

@@ -1,7 +1,7 @@
 ---
 title: Discord RAG Bot
-weight: 4
-#partition: build
+weight: 20
+#partition: ecosystem
 social_preview_image: /documentation/examples/agentic-rag-camelai-discord/social-preview.png
 aliases:
  - /documentation/agentic-rag-camelai-discord/
@@ -1,7 +1,7 @@
 ---
 title: Agentic RAG with CrewAI
-weight: 2
-partition: build
+weight: 5
+partition: ecosystem
 social_preview_image: /documentation/examples/agentic-rag-crewai-zoom/social_preview.png
 aliases:
  - /documentation/agentic-rag-crewai-zoom/
@@ -1,7 +1,7 @@
 ---
 title: Agentic RAG with LangGraph
-weight: 3
-partition: build
+weight: 15
+partition: ecosystem
 hideInSidebar: true
 aliases:
  - /documentation/agentic-rag-langgraph/
@@ -1,7 +1,7 @@
 ---
 title: S3 Ingestion with LangChain
-weight: 2
-partition: build
+weight: 10
+partition: ecosystem
 hideInSidebar: true
 social_preview_image: /documentation/examples/data-ingestion-beginners/social_preview.png
 aliases:
@@ -1,8 +1,8 @@
 ---
 title: Multimodal and Multilingual RAG
-weight: 5
+weight: 25
 hideInSidebar: true
-partition: build
+partition: ecosystem
 social_preview_image: /documentation/examples/multimodal-search/social_preview.png
 aliases:
  - /documentation/tutorials/multimodal-search-fastembed/
@@ -1,7 +1,7 @@
 ---
 title: n8n Workflow Automation
-weight: 7
-#partition: build
+weight: 35
+#partition: ecosystem
 social_preview_image: /documentation/examples/qdrant-n8n-2/preview/social_preview.png
 aliases:
  - /blog/qdrant-n8n-beyond-simple-similarity-search/
@@ -1,7 +1,7 @@
 ---
 title: 5-Minute RAG with DeepSeek
-weight: 6
-partition: build
+weight: 30
+partition: ecosystem
 social_preview_image: /documentation/examples/rag-deepseek/social_preview.png
 aliases:
    - /documentation/rag-deepseek/
@@ -1,7 +1,7 @@
 ---
 title: "Video Anomaly Detection Part 1: Architecture, Twelve Labs, and NVIDIA VSS"
-weight: 9
-partition: build
+weight: 40
+partition: ecosystem
 social_preview_image: /articles_data/video-anomaly-edge/preview/social_preview.jpg
 aliases:
  - /articles/video-anomaly-edge/
@@ -1,7 +1,7 @@
 ---
 title: "Video Anomaly Detection Part 2: Edge-to-Cloud Pipeline"
-weight: 10
-partition: build
+weight: 45
+partition: ecosystem
 social_preview_image: /articles_data/video-anomaly-edge/preview/social_preview.jpg
 aliases:
  - /articles/video-anomaly-edge-part-2/
@@ -1,7 +1,7 @@
 ---
 title: "Video Anomaly Detection Part 3: Scoring, Governance, and Deployment"
-weight: 11
-partition: build
+weight: 50
+partition: ecosystem
 social_preview_image: /articles_data/video-anomaly-edge/preview/social_preview.jpg
 aliases:
  - /articles/video-anomaly-edge-part-3/
@@ -1,12 +1,12 @@
 ---
 title: Integration Tutorials
-weight: 36
+weight: 1350
 is_empty: true
 hideInSidebar: true
 aliases:
  - how-to
  - tutorials
-partition: build
+partition: ecosystem
 ---
 <!-- Migrate Integration Tutorials here, gradually -->

@@ -1,6 +1,6 @@
 ---
 title: Qdrant Web UI
-weight: 225
+weight: 230
 partition: qdrant
 aliases:
  - /documentation/web-ui/
@@ -16,8 +16,8 @@ menuItems:
    url: /documentation/cloud-intro/
    icon: cloud-white.svg
  - id: menu-2
-    name: Build
-    url: /documentation/build/
+    name: Ecosystem
+    url: /documentation/ecosystem/
    icon: blog-white.svg
  - id: menu-3
    name: Learn