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docs: Infra section (#1196)
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#Delimiter files are used to separate the list of documentation pages into sections.
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title: "Examples"
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type: delimiter
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weight: 23 # Change this weight to change order of sections
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weight: 24 # Change this weight to change order of sections
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sitemapExclude: True
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_build:
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publishResources: false
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#Delimiter files are used to separate the list of documentation pages into sections.
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title: "Support"
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type: delimiter
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weight: 26 # Change this weight to change order of sections
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weight: 27 # Change this weight to change order of sections
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sitemapExclude: True
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publishResources: false
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---
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title: Practice Datasets
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weight: 28
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weight: 29
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---
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# Common Datasets in Snapshot Format
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---
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title: Build Prototypes
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weight: 25
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weight: 26
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---
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# Examples
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---
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title: FAQ
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weight: 27
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weight: 28
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is_empty: true
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---
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| [Pandas-AI](./pandas-ai/) | Python library to query/visualize your data (CSV, XLSX, PostgreSQL, etc.) in natural language |
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| [Semantic Router](./semantic-router/) | Python library to build a decision-making layer for AI applications using vector search. |
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| [Spring AI](./spring-ai/) | Java AI framework for building with Spring design principles such as portability and modular design. |
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| [Testcontainers](./testcontainers/) | Set of frameworks for running containerized dependencies in tests. |
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| [txtai](./txtai/) | Python library for semantic search, LLM orchestration and language model workflows. |
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| [Vanna AI](./vanna-ai/) | Python RAG framework for SQL generation and querying. |
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---
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title: Infrastructure
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weight: 21
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---
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## Infrastructure Integrations
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| Integration | Description |
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| ----------------------------------- | ------------------------------------------------------------------------------------------- |
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| [Pulumi](./pulumi/) | Infrastructure as code tool for creating, deploying, and managing cloud infrastructure |
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| [Terraform](./terraform/) | infrastructure as code tool to define resources in human-readable configuration files. |
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| [Testcontainers](./testcontainers/) | Open source framework for providing throwaway, lightweight instances of systems for testing |
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---
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title: Testcontainers
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aliases: [ ../frameworks/testcontainers/ ]
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---
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# Testcontainers
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Qdrant is available as a [Testcontainers module](https://testcontainers.com/modules/qdrant/) in multiple languages. It facilitates the spawning of a Qdrant instance for end-to-end testing.
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[Testcontainers](https://testcontainers.com/) is a testing library that provides easy and lightweight APIs for bootstrapping integration tests with real services wrapped in Docker containers.
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As noted by [Testcontainers](https://testcontainers.com/), it "is an open source framework for providing throwaway, lightweight instances of databases, message brokers, web browsers, or just about anything that can run in a Docker container."
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Qdrant is available as a [Testcontainers module](https://testcontainers.com/modules/qdrant/) in multiple languages. It facilitates the spawning of a Qdrant instance for end-to-end testing.
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## Usage
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---
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title: Observability
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weight: 21
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weight: 22
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---
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## Observability Integrations
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---
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title: Platforms
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weight: 22
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weight: 23
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---
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## Platform Integrations
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| [Pipedream](./pipedream/) | Platform for connecting apps and developing event-driven automation. |
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| [Portable.io](./portable/) | Cloud platform for developing and deploying ELT transformations. |
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| [PrivateGPT](./privategpt/) | Tool to ask questions about your documents using local LLMs emphasising privacy. |
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| [Pulumi](./pulumi/) | Code tool for creating, deploying, and managing cloud infrastructure. |
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| [Rivet](./rivet/) | A visual programming environment for building AI agents with LLMs. |
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## Terraform Provider
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Qdrant Cloud also provides a Terraform provider to manage your Qdrant Cloud resources. The provider is available on the official [Terraform Registry](https://registry.terraform.io/providers/qdrant/qdrant-cloud).
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Qdrant Cloud also provides a Terraform provider to manage your Qdrant Cloud resources. [Learn more](/documentation/infrastructure/terraform/).
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---
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title: Release Notes
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weight: 29
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weight: 30
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type: external-link
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external_url: https://github.com/qdrant/qdrant/releases
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sitemapExclude: True
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---
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title: Send Data to Qdrant
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weight: 24
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weight: 25
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---
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## How to Send Your Data to a Qdrant Cluster
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