Merge pull request #2204 from qdrant/docs-restructure-1

Restructure Docs - Stage 1

qdrant-landing/content/documentation/concepts/_index.md

@@ -1,66 +0,0 @@
----
-title: Concepts
-weight: 8
-# If the index.md file is empty, the link to the section will be hidden from the sidebar
-partition: qdrant
----
-
-# Concepts
-
-Think of these concepts as a glossary. Each of these concepts include a link to
-detailed information, usually with examples. If you're new to AI, these concepts
-can help you learn more about AI and the Qdrant approach.
-
-## Collections
-
-[Collections](/documentation/concepts/collections/) define a named set of points that you can use for your search.
-
-## Payload
-
-A [Payload](/documentation/concepts/payload/) describes information that you can store with vectors.
-
-## Points
-
-[Points](/documentation/concepts/points/) are a record which consists of a vector and an optional payload. 
-
-## Search
-
-[Search](/documentation/concepts/search/) describes _similarity search_, which set up related objects close to each other in vector space.
-
-## Search Relevance
-
-[Search Relevance](/documentation/concepts/search-relevance/) describes techniques to improve the ranking of search results by considering factors beyond vector similarity scores.
-
-## Explore
-
-[Explore](/documentation/concepts/explore/) includes several APIs for exploring data in your collections.
-
-## Hybrid Queries
-
-[Hybrid Queries](/documentation/concepts/hybrid-queries/) combines multiple queries or performs them in more than one stage.
-
-## Filtering
-
-[Filtering](/documentation/concepts/filtering/) defines various database-style clauses, conditions, and more.
-
-## Inference
-
-[Inference](/documentation/concepts/inference/) is the process of generating vectors (embeddings) from text or an image.
-
-## Optimizer
-
-[Optimizer](/documentation/concepts/optimizer/) describes options to rebuild
-database structures for faster search. They include a vacuum, a merge, and an
-indexing optimizer.
-
-## Storage
-
-[Storage](/documentation/concepts/storage/) describes the configuration of storage in segments, which include indexes and an ID mapper.
-
-## Indexing
-
-[Indexing](/documentation/concepts/indexing/) lists and describes available indexes. They include payload, vector, sparse vector, and a filterable index.
-
-## Snapshots
-
-[Snapshots](/documentation/concepts/snapshots/) describe the backup/restore process (and more) for each node at specific times.

qdrant-landing/content/documentation/dl-ecosystem.md

@@ -2,7 +2,7 @@
 #Delimiter files are used to separate the list of documentation pages into sections.
 title: "Ecosystem"
 type: delimiter
-weight: 10 # Position before Integrations (weight 17)
+weight: 300 # Change this weight to change order of sections
 sitemapExclude: True
 _build:
   publishResources: false

qdrant-landing/content/documentation/dl-getting-started.md

@@ -2,7 +2,7 @@
 #Delimiter files are used to separate the list of documentation pages into sections.
 title: "Getting Started"
 type: delimiter
-weight: 1 # Change this weight to change order of sections
+weight: 100 # Change this weight to change order of sections
 sitemapExclude: True
 _build:
   publishResources: false

qdrant-landing/content/documentation/dl-support.md

@@ -2,7 +2,7 @@
 #Delimiter files are used to separate the list of documentation pages into sections.
 title: "Support"
 type: delimiter
-weight: 30 # Change this weight to change order of sections
+weight: 500 # Change this weight to change order of sections
 sitemapExclude: True
 _build:
   publishResources: false

qdrant-landing/content/documentation/dl-tutorials.md

@@ -2,7 +2,7 @@
 #Delimiter files are used to separate the list of documentation pages into sections.
 title: "Tutorials"
 type: delimiter
-weight: 15 # Change this weight to change order of sections
+weight: 400 # Change this weight to change order of sections
 sitemapExclude: True
 _build:
   publishResources: false

qdrant-landing/content/documentation/dl-user-manual.md

@@ -2,7 +2,7 @@
 #Delimiter files are used to separate the list of documentation pages into sections.
 title: "User Manual"
 type: delimiter
-weight: 7 # Change this weight to change order of sections
+weight: 200 # Change this weight to change order of sections
 sitemapExclude: True
 _build:
   publishResources: false

qdrant-landing/content/documentation/edge/_index.md

@@ -1,6 +1,6 @@
 ---
 title: "Qdrant Edge"
-weight: 13
+weight: 315
 partition: qdrant
 ---
 

qdrant-landing/content/documentation/faq/_index.md

@@ -1,6 +1,6 @@
 ---
 title: FAQ
-weight: 31
+weight: 505
 partition: qdrant
 # If the index.md file `is_empty`, the sidebar will display the first child link as the main entry
 is_empty: true

qdrant-landing/content/documentation/fastembed/_index.md

@@ -1,6 +1,6 @@
 ---
 title: "FastEmbed"
-weight: 11
+weight: 305
 partition: qdrant
 ---
 

qdrant-landing/content/documentation/guides/_index.md

@@ -1,9 +0,0 @@
----
-title: Guides
-weight: 9
-# If the index.md file `is_empty`, the sidebar will display the first child link as the main entry
-is_empty: true
-partition: qdrant
-build:
-  render: never
----

qdrant-landing/content/documentation/inference.md

@@ -1,8 +1,10 @@
 ---
 title: Inference
-weight: 65
+weight: 220
+partition: qdrant
 aliases:
   - ../inference
+  - /documentation/concepts/inference/
 ---
 
 # Inference

qdrant-landing/content/documentation/interfaces.md

@@ -1,6 +1,6 @@
 ---
 title: API & SDKs
-weight: 5
+weight: 230
 partition: qdrant
 ---
 

qdrant-landing/content/documentation/manage-data/_index.md

@@ -0,0 +1,41 @@
+---
+title: Manage Data
+weight: 205
+partition: qdrant
+---
+
+# Manage Data
+
+Learn how to structure, store, and organize your data in Qdrant. These pages cover the core building blocks — from individual records and the vectors that represent them, to collections, payloads, and the indexing and quantization options that control how data is stored and retrieved.
+
+## Points
+
+[Points](/documentation/manage-data/points/) are the fundamental unit of data in Qdrant — each point is a record consisting of a vector and an optional payload.
+
+## Vectors
+
+[Vectors](/documentation/manage-data/vectors/) define how data is represented in vector space, including support for dense, sparse, and multivector configurations.
+
+## Payload
+
+A [Payload](/documentation/manage-data/payload/) is structured metadata you can attach to a point, enabling filtering and enriched search results.
+
+## Collections
+
+[Collections](/documentation/manage-data/collections/) are named groups of points that share the same vector configuration and serve as the top-level organizational unit in Qdrant.
+
+## Storage
+
+[Storage](/documentation/manage-data/storage/) describes how Qdrant persists vector and payload data, including segment structure and in-memory vs. on-disk options.
+
+## Indexing
+
+[Indexing](/documentation/manage-data/indexing/) covers the available index types — payload, vector, sparse, and filterable — and how they accelerate search and filtering.
+
+## Quantization
+
+[Quantization](/documentation/manage-data/quantization/) reduces memory usage by compressing vectors, with options for scalar, product, and binary quantization.
+
+## Multitenancy
+
+[Multitenancy](/documentation/manage-data/multitenancy/) explains strategies for isolating data across multiple users or tenants within a single Qdrant deployment.

qdrant-landing/content/documentation/manage-data/collections.md

@@ -1,10 +1,11 @@
 ---
 title: Collections
-weight: 30
+weight: 20
 aliases:
   - ../collections
   - /concepts/collections/
   - /documentation/frameworks/fondant/documentation/concepts/collections/
+  - /documentation/concepts/collections/
 ---
 
 # Collections

qdrant-landing/content/documentation/manage-data/indexing.md

@@ -1,8 +1,9 @@
 ---
 title: Indexing
-weight: 90
+weight: 30
 aliases:
   - ../indexing
+  - /documentation/concepts/indexing/
 ---
 
 # Indexing

qdrant-landing/content/documentation/manage-data/multitenancy.md

@@ -1,10 +1,11 @@
 ---
 title: Multitenancy
-weight: 70
+weight: 40
 aliases:
   - ../tutorials/multiple-partitions
   - /tutorials/multiple-partitions/
   - /documentation/guides/multiple-partitions/
+  - /documentation/guides/multitenancy/
 ---
 # Configure Multitenancy
 

qdrant-landing/content/documentation/manage-data/payload.md

@@ -1,8 +1,9 @@
 ---
 title: Payload
-weight: 45
+weight: 15
 aliases:
   - ../payload
+  - /documentation/concepts/payload/
 ---
 
 # Payload

qdrant-landing/content/documentation/manage-data/points.md

@@ -1,8 +1,9 @@
 ---
 title: Points
-weight: 40
+weight: 5
 aliases:
   - ../points
+  - /documentation/concepts/points/
 ---
 
 # Points

qdrant-landing/content/documentation/manage-data/quantization.md

@@ -1,10 +1,11 @@
 ---
 title: Quantization
-weight: 90
+weight: 35
 aliases:
   - ../quantization
   - /articles/dedicated-service/documentation/guides/quantization/
   - /guides/quantization/
+  - /documentation/guides/quantization/
 ---
 
 # Quantization

qdrant-landing/content/documentation/manage-data/storage.md

@@ -1,8 +1,9 @@
 ---
 title: Storage
-weight: 80
+weight: 25
 aliases:
   - ../storage
+  - /documentation/concepts/storage/
 ---
 
 # Storage

qdrant-landing/content/documentation/manage-data/vectors.md

@@ -1,8 +1,9 @@
 ---
 title: Vectors
-weight: 41
+weight: 10
 aliases:
   - /vectors
+  - /documentation/concepts/vectors/
 ---
 
 

qdrant-landing/content/documentation/operations/_index.md

@@ -0,0 +1,61 @@
+---
+title: Operations
+weight: 215
+partition: qdrant
+---
+
+# Operations
+
+Everything you need to deploy, configure, and run Qdrant in production. These pages cover installation, capacity planning, distributed setups, security, monitoring, performance optimization, and troubleshooting.
+
+## Capacity Planning
+
+[Capacity Planning](/documentation/operations/capacity-planning/) helps you estimate memory and storage requirements based on your vector dimensions, quantization settings, and dataset size.
+
+## Installation
+
+[Installation](/documentation/operations/installation/) covers how to run Qdrant using Docker, from packages, or from source, including basic configuration options.
+
+## Snapshots
+
+[Snapshots](/documentation/operations/snapshots/) describe how to back up and restore collections at a point in time, for individual nodes or the full cluster.
+
+## Usage Statistics
+
+[Usage Statistics](/documentation/operations/usage-statistics/) explains the anonymized telemetry Qdrant collects and how to opt out.
+
+## Monitoring & Telemetry
+
+[Monitoring](/documentation/operations/monitoring/) covers Qdrant's metrics endpoint, Prometheus integration, and health-check APIs for observability.
+
+## Security
+
+[Security](/documentation/operations/security/) explains how to enable API key authentication and TLS to secure your Qdrant instance.
+
+## Troubleshooting
+
+[Troubleshooting](/documentation/operations/common-errors/) lists common errors and their solutions to help diagnose issues quickly.
+
+## Configuration
+
+[Configuration](/documentation/operations/configuration/) documents all available Qdrant configuration file settings and environment variable overrides.
+
+## Administration
+
+[Administration](/documentation/operations/administration/) covers runtime administration tools, including recovery mode and collection locking.
+
+## Distributed Deployment
+
+[Distributed Deployment](/documentation/operations/distributed_deployment/) explains how to run Qdrant as a multi-node cluster, including sharding, replication, and consensus.
+
+## Running with GPU
+
+[Running with GPU](/documentation/operations/running-with-GPU/) describes how to enable GPU-accelerated indexing using dedicated Qdrant Docker images for NVIDIA and AMD GPUs.
+
+## Optimize Performance
+
+[Optimize Performance](/documentation/operations/optimize/) walks through three main strategies for tuning Qdrant for high speed, low memory, or high precision workloads.
+
+## Optimizer
+
+[Optimizer](/documentation/operations/optimizer/) describes the background optimizer process that rebuilds segments to improve search performance over time.

qdrant-landing/content/documentation/operations/administration.md

@@ -1,8 +1,9 @@
 ---
 title: Administration
-weight: 20
+weight: 55
 aliases:
   - ../administration
+  - /documentation/guides/administration/
 ---
 
 # Administration

qdrant-landing/content/documentation/operations/capacity-planning.md

@@ -1,9 +1,10 @@
 ---
 title: Capacity Planning
-weight: 40
+weight: 5
 aliases:
   - capacity
   - /documentation/cloud/capacity-sizing
+  - /documentation/guides/capacity-planning/
 ---
 # Capacity Planning
 

qdrant-landing/content/documentation/operations/common-errors.md

@@ -1,9 +1,10 @@
 ---
 title: Troubleshooting
-weight: 150
+weight: 45
 aliases:
   - ../tutorials/common-errors
   - /documentation/troubleshooting/
+  - /documentation/guides/common-errors/
 ---
 
 # Solving common errors

qdrant-landing/content/documentation/operations/configuration.md

@@ -1,9 +1,10 @@
 ---
 title: Configuration
-weight: 120
+weight: 50
 aliases:
   - ../configuration
   - /guides/configuration/
+  - /documentation/guides/configuration/
 ---
 
 # Configuration

qdrant-landing/content/documentation/operations/distributed_deployment.md

@@ -1,9 +1,10 @@
 ---
 title: Distributed Deployment
-weight: 80
+weight: 60
 aliases:
   - ../distributed_deployment
   - /guides/distributed_deployment
+  - /documentation/guides/distributed_deployment/
 ---
 
 # Distributed deployment

qdrant-landing/content/documentation/operations/installation.md

@@ -4,7 +4,7 @@ weight: 10
 aliases:
   - ../install
   - ../installation
-  - ../guides
+  - /documentation/guides/installation/
 ---
 
 # Installation requirements

qdrant-landing/content/documentation/operations/monitoring.md

@@ -1,8 +1,9 @@
 ---
 title: Monitoring & Telemetry
-weight: 110
+weight: 35
 aliases:
   - ../monitoring
+  - /documentation/guides/monitoring/
 ---
 
 # Monitoring & Telemetry

qdrant-landing/content/documentation/operations/optimize.md

@@ -1,8 +1,9 @@
 ---
 title: Optimize Performance
-weight: 50
+weight: 70
 aliases:
   - ../tutorials/optimize
+  - /documentation/guides/optimize/
 ---
 
 # Optimizing Qdrant Performance: Three Scenarios

qdrant-landing/content/documentation/operations/optimizer.md

@@ -1,8 +1,9 @@
 ---
 title: Optimizer
-weight: 70
+weight: 75
 aliases:
   - ../optimizer
+  - /documentation/concepts/optimizer/
 ---
 
 # Optimizer

qdrant-landing/content/documentation/operations/running-with-GPU.md

@@ -1,6 +1,8 @@
 ---
 title: Running with GPU
-weight: 30
+weight: 65
+aliases:
+  - /documentation/guides/running-with-GPU/
 ---
 
 # Running Qdrant with GPU Support

qdrant-landing/content/documentation/operations/security.md

@@ -1,8 +1,9 @@
 ---
 title: Security
-weight: 130
+weight: 40
 aliases:
   - ../security
+  - /documentation/guides/security/
 ---
 
 # Security

qdrant-landing/content/documentation/operations/snapshots.md

@@ -1,8 +1,9 @@
 ---
 title: Snapshots
-weight: 110
+weight: 25
 aliases:
   - ../snapshots
+  - /documentation/concepts/snapshots/
 ---
 
 # Snapshots

qdrant-landing/content/documentation/operations/usage-statistics.md

@@ -1,9 +1,10 @@
 ---
 title: Usage Statistics
-weight: 140
+weight: 30
 aliases:
   - ../telemetry
   - /documentation/guides/telemetry
+  - /documentation/guides/usage-statistics/
 ---
 
 # Usage statistics

qdrant-landing/content/documentation/overview/_index.md

@@ -1,9 +1,11 @@
 ---
 title: Overview
-weight: 3
+weight: 105
 aliases:
   - overview
   - orientation
+  - concepts
+  - guides
 partition: qdrant
 ---
 

qdrant-landing/content/documentation/overview/vector-search.md

@@ -1,6 +1,6 @@
 ---
 title: Understanding Vector Search in Qdrant
-weight: 2
+weight: 10
 social_preview_image: /docs/gettingstarted/vector-social.png
 ---
 

qdrant-landing/content/documentation/overview/what-is-qdrant.md

@@ -1,6 +1,6 @@
 ---
 title: What is Qdrant?
-weight: 1
+weight: 5
 aliases:
   - overview
 partition: qdrant

qdrant-landing/content/documentation/qdrant-mcp-server.md

@@ -1,6 +1,6 @@
 ---
 title: "Qdrant MCP Server"
-weight: 12
+weight: 310
 type: external-link
 external_url: https://github.com/qdrant/mcp-server-qdrant
 partition: qdrant

qdrant-landing/content/documentation/quickstart.md

@@ -1,6 +1,6 @@
 ---
 title: Qdrant Quickstart
-weight: 4
+weight: 110
 partition: qdrant
 aliases:
   - quick_start

qdrant-landing/content/documentation/release-notes.md

@@ -1,6 +1,6 @@
 ---
 title: Release Notes
-weight: 32
+weight: 510
 partition: qdrant
 type: external-link
 external_url: https://github.com/qdrant/qdrant/releases

qdrant-landing/content/documentation/search/_index.md

@@ -0,0 +1,37 @@
+---
+title: Search
+weight: 210
+partition: qdrant
+---
+
+# Search
+
+Explore Qdrant's search capabilities, from basic similarity search to advanced hybrid and multimodal queries. These pages cover how to find relevant results, apply filters, combine query types, and tune search quality and latency.
+
+## Search
+
+[Search](/documentation/search/search/) describes similarity search — finding points whose vectors are closest to a query vector in the configured vector space.
+
+## Filtering
+
+[Filtering](/documentation/search/filtering/) lets you narrow results using payload conditions, combining database-style clauses with vector search for precise retrieval.
+
+## Hybrid Queries
+
+[Hybrid Queries](/documentation/search/hybrid-queries/) combine multiple queries or execute them in stages, enabling fusion of dense and sparse results and complex re-ranking pipelines.
+
+## Explore
+
+[Explore](/documentation/search/explore/) covers discovery APIs such as recommendations and random sampling for browsing and navigating collections.
+
+## Text Search
+
+[Text Search](/documentation/search/text-search/) explains Qdrant's built-in full-text search capabilities and how to combine them with vector search.
+
+## Search Relevance
+
+[Search Relevance](/documentation/search/search-relevance/) describes techniques to improve result ranking beyond raw vector similarity, including score boosting and re-ranking strategies.
+
+## Low-Latency Search
+
+[Low-Latency Search](/documentation/search/low-latency-search/) covers configuration and design patterns for achieving the fastest possible query response times.

qdrant-landing/content/documentation/search/explore.md

@@ -1,8 +1,9 @@
 ---
 title: Explore
-weight: 55
+weight: 20
 aliases:
   - ../explore
+  - /documentation/concepts/explore/
 ---
 
 # Explore the data

qdrant-landing/content/documentation/search/filtering.md

@@ -1,8 +1,9 @@
 ---
 title: Filtering
-weight: 60
+weight: 10
 aliases:
   - ../filtering
+  - /documentation/concepts/filtering/
 ---
 
 # Filtering

qdrant-landing/content/documentation/search/hybrid-queries.md

@@ -1,9 +1,10 @@
 ---
-title: Hybrid Queries #required
+title: Hybrid Queries
-weight: 57 # This is the order of the page in the sidebar. The lower the number, the higher the page will be in the sidebar.
+weight: 15
 aliases:
   - ../hybrid-queries
-hideInSidebar: false # Optional. If true, the page will not be shown in the sidebar. It can be used in regular documentation pages and in documentation section pages (_index.md).
+  - /documentation/concepts/hybrid-queries/
+hideInSidebar: false
 ---
 
 # Hybrid and Multi-Stage Queries

qdrant-landing/content/documentation/search/low-latency-search.md

@@ -1,6 +1,8 @@
 ---
 title: Low-Latency Search
-weight: 60
+weight: 35
+aliases:
+  - /documentation/guides/low-latency-search/
 ---
 
 # Tips for Low-Latency Search with Qdrant

qdrant-landing/content/documentation/search/search-relevance.md

@@ -1,6 +1,8 @@
 ---
 title: Search Relevance
-weight: 52
+weight: 30
+aliases:
+  - /documentation/concepts/search-relevance/
 ---
 
 # Search Relevance

qdrant-landing/content/documentation/search/search.md

@@ -1,8 +1,9 @@
 ---
 title: Search
-weight: 50
+weight: 5
 aliases:
   - ../search
+  - /documentation/concepts/search/
 ---
 
 # Similarity search

qdrant-landing/content/documentation/search/text-search.md

@@ -1,8 +1,9 @@
 ---
 title: Text Search
-weight: 100
+weight: 25
 aliases:
   - ../text-search
+  - /documentation/guides/text-search/
 ---
 
 ## Text Search

qdrant-landing/content/documentation/tutorials-basics/_index.md

@@ -1,6 +1,6 @@
 ---
 title: Basics
-weight: 17
+weight: 410
 is_empty: false
 aliases:
   - how-to

qdrant-landing/content/documentation/tutorials-develop/_index.md

@@ -1,6 +1,6 @@
 ---
 title: Develop & Implement
-weight: 21
+weight: 425
 is_empty: false
 partition: qdrant
 ---

qdrant-landing/content/documentation/tutorials-lp-overview.md

@@ -1,6 +1,6 @@
 ---
 title: Overview
-weight: 16
+weight: 405
 is_empty: false
 aliases:
   - how-to

qdrant-landing/content/documentation/tutorials-operations/_index.md

@@ -1,6 +1,6 @@
 ---
 title: Operations & Scale
-weight: 20
+weight: 420
 is_empty: false
 aliases:
   - how-to

qdrant-landing/content/documentation/tutorials-search-engineering/_index.md

@@ -1,6 +1,6 @@
 ---
 title: Search Engineering
-weight: 18
+weight: 415
 is_empty: false
 aliases:
   - how-to

qdrant-landing/content/documentation/web-ui.md

@@ -1,6 +1,6 @@
 ---
 title: Qdrant Web UI
-weight: 6
+weight: 225
 partition: qdrant
 aliases:
   - /documentation/web-ui/