lukawskikacper/qdrant-landing-page-2024-06-21 huggingface dataset:
qdrant-landing/content/blog/v0-8-0-update-of-the-qdrant-engine-was-released.md

---
draft: true
title: v0.8.0 update of the Qdrant engine was released
slug: qdrant-0-8-0-released
short_description: "The new version of our engine - v0.8.0, went live. "
description: "The new version of our engine - v0.8.0, went live. "
preview_image: /blog/from_cms/v0.8.0.jpg
date: 2022-06-09T10:03:29.376Z
author: Alyona Kavyerina
author_link: https://www.linkedin.com/in/alyona-kavyerina/
categories:
  - News
  - Release update
tags:
  - Corporate news
  - Release
sitemapExclude: True
---
<!--StartFragment-->

The new version of our engine - v0.8.0, went live. Let's go through the new features it has:

* On-disk payload storage allows storing more with less RAM usage.
* Distributed deployment support is available. And we continue improving it, so stay tuned for new updates.
* The payload can be indexed in the process without rebuilding the segment.
* Advanced filtering support now includes filtering by similarity score.

Also, it has a faster payload index, better error reporting, HNSW Speed improvements, and many more. Check out the change log for more details [](https://github.com/qdrant/qdrant/releases/tag/v0.8.0)https://github.com/qdrant/qdrant/releases/tag/v0.8.0.

<!--EndFragment-->
qdrant-landing/content/blog/v0-9-0-update-of-the-qdrant-engine-went-live.md

---
draft: true
title: v0.9.0 update of the Qdrant engine went live
slug: qdrant-v090-release
short_description: We've released the new version of Qdrant engine - v.0.9.0.
description: We’ve released the new version of Qdrant engine - v.0.9.0. It features the dynamic cluster scaling capabilities. Now Qdrant is more flexible with cluster deployment, allowing to move
preview_image: /blog/qdrant-v.0.9.0-release-update.png
date: 2022-08-08T14:54:45.476Z
author: Alyona Kavyerina
author_link: https://www.linkedin.com/in/alyona-kavyerina/
featured: true
categories:
  - release-update
  - news
tags:
  - corporate news
  - release
sitemapExclude: true
---

We've released the new version of Qdrant engine - v.0.9.0. It features the dynamic cluster scaling capabilities. Now Qdrant is more flexible with cluster deployment, allowing to move shards between nodes and remove nodes from the cluster.

v.0.9.0 also has various improvements, such as removing temporary snapshot files during the complete snapshot, disabling default mmap threshold, and more.

You can read the detailed release noted by this link https://github.com/qdrant/qdrant/releases/tag/v0.9.0

We keep improving Qdrant and working on frequently requested functionality for the next release. Stay tuned!
qdrant-landing/content/blog/vector-search-and-applications-by-andrey-vasnetsov-cto-at-qdrant.md

---
draft: false
title: '"Vector search and applications" by Andrey Vasnetsov, CTO at Qdrant'
preview_image: /blog/from_cms/ramsri-podcast-preview.png
sitemapExclude: true
slug: vector-search-and-applications-record
short_description: Andrey Vasnetsov, Co-founder and CTO at Qdrant has shared
  about vector search and applications with Learn NLP Academy. 
description: Andrey Vasnetsov, Co-founder and CTO at Qdrant has shared about
  vector search and applications with Learn NLP Academy. 
date: 2023-12-11T12:16:42.004Z
author: Alyona Kavyerina
featured: false
tags:
  - vector search
  - webinar
  - news
categories:
  - vector search
  - webinar
  - news
---
<!--StartFragment-->

Andrey Vasnetsov, Co-founder and CTO at Qdrant has shared about vector search and applications with Learn NLP Academy. 

<iframe width="560" height="315" src="https://www.youtube.com/embed/MVUkbMYPYTE" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>

He covered the following topics:

* Qdrant search engine and Quaterion similarity learning framework;
* Similarity learning to multimodal settings;
* Elastic search embeddings vs vector search engines;
* Support for multiple embeddings;
* Fundraising and VC discussions;
* Vision for vector search evolution;
* Finetuning for out of domain.

<!--EndFragment-->
qdrant-landing/content/brand-resources/brand-resources-content.md

---
logo:
  title: Our Logo
  description: "The Qdrant logo represents a paramount expression of our core brand identity. With consistent placement, sizing, clear space, and color usage, our logo affirms its recognition across all platforms."
  logoCards:
  - id: 0
    logo:
      src: /img/brand-resources-logos/logo.svg
      alt: Logo Full Color
    title: Logo Full Color
    link:
      url: /img/brand-resources-logos/logo.svg
      text: Download
  - id: 1
    logo:
      src: /img/brand-resources-logos/logo-black.svg
      alt: Logo Black
    title: Logo Black
    link:
      url:  /img/brand-resources-logos/logo-black.svg
      text: Download
  - id: 2
    logo:
      src: /img/brand-resources-logos/logo-white.svg
      alt: Logo White
    title: Logo White
    link:
      url: /img/brand-resources-logos/logo-white.svg
      text: Download 
  logomarkTitle: Logomark
  logomarkCards:
  - id: 0
    logo:
      src: /img/brand-resources-logos/logomark.svg
      alt: Logomark Full Color
    title: Logomark Full Color
    link:
      url: /img/brand-resources-logos/logomark.svg
      text: Download
  - id: 1
    logo:
      src: /img/brand-resources-logos/logomark-black.svg
      alt: Logomark Black
    title: Logomark Black
    link:
      url: /img/brand-resources-logos/logomark-black.svg
      text: Download
  - id: 2
    logo:
      src: /img/brand-resources-logos/logomark-white.svg
      alt: Logomark White
    title: Logomark White
    link:
      url: /img/brand-resources-logos/logomark-white.svg
      text: Download 
colors:
  title: Colors
  description: Our brand colors play a crucial role in maintaining a cohesive visual identity. The careful balance of these colors ensures a consistent and impactful representation of Qdrant, reinforcing our commitment to excellence and precision in every aspect of our work.
  cards:
  - id: 0
    name: Amaranth
    type: HEX
    code: "DC244C"
  - id: 1
    name: Blue
    type: HEX
    code: "2F6FF0"
  - id: 2
    name: Violet
    type: HEX
    code: "8547FF"
  - id: 3
    name: Teal
    type: HEX
    code: "038585"
  - id: 4
    name: Black
    type: HEX
    code: "090E1A"
  - id: 5
    name: White
    type: HEX
    code: "FFFFFF"
typography:
  title: Typography
  description: Main typography is Satoshi, this is employed for both UI and marketing purposes. Headlines are set in Bold (600), while text is rendered in Medium (500).
  example: AaBb
  specimen: "ABCDEFGHIJKLMNOPQRSTUVWXYZ<br>abcdefghijklmnopqrstuvwxyz<br>0123456789 !@#$%^&*()"
  link:
    url: https://api.fontshare.com/v2/fonts/download/satoshi
    text: Download 
trademarks:
  title: Trademarks
  description: All features associated with the Qdrant brand are safeguarded by relevant trademark, copyright, and intellectual property regulations. Utilization of the Qdrant trademark must adhere to the specified Qdrant Trademark Standards for Use.<br><br>Should you require clarification or seek permission to utilize these resources, feel free to reach out to us at
  link: 
    url: "mailto:info@qdrant.com"
    text: info@qdrant.com.
sitemapExclude: true
---
qdrant-landing/content/brand-resources/brand-resources-hero.md

---
title: Qdrant Brand Resources
buttons:
- id: 0
  url: "#logo"
  text: Logo
- id: 1
  url: "#colors"
  text: Colors
- id: 2
  url: "#typography"
  text: Typography
- id: 3
  url: "#trademarks"
  text: Trademarks
sitemapExclude: true
---
qdrant-landing/content/community/community-features.md

---
title: Discover our Programs
resources:
- id: 0
  title: Qdrant Stars
  description: Qdrant Stars are our top contributors, organizers, and evangelists. Learn more about how you can become a Star.
  link:
    text: Learn More
    url: /blog/qdrant-stars-announcement/
  image:
    src: /img/community-features/qdrant-stars.svg
    alt: Avatar
- id: 1
  title: Discord
  description: Chat in real-time with the Qdrant team and community members.
  link:
    text: Join our Discord
    url: https://discord.gg/qdrant
  image:
    src: /img/community-features/discord.svg
    alt: Avatar
- id: 2
  title: Community Blog
  description: Learn all the latest tips and tricks in the AI space through our community blog.
  link:
    text: Visit our Blog
    url: /blog/
  image:
    src: /img/community-features/community-blog.svg
    alt: Avatar
- id: 3
  title: Vector Space Talks
  description: Weekly tech talks with Qdrant users and industry experts.
  link:
    text: Learn More
    url: https://www.youtube.com/watch?v=4aUq5VnR_VI&list=PL9IXkWSmb36_eANzd_sKeQ3tXbFiEGEWn&pp=iAQB
  image:
    src: /img/community-features/vector-space-talks.svg
    alt: Avatar
features:
- id: 0
  icon:
    src: /icons/outline/documentation-blue.svg
    alt: Documentation
  title: Documentation
  description: Docs carefully crafted to support developers and decision-makers learning about Qdrant features.
  link:
    text: Read More
    url: /documentation/
- id: 1
  icon:
    src: /icons/outline/guide-blue.svg
    alt: Guide
  title: Contributors Guide
  description: Whatever your strengths are, we got you covered. Learn more about how to contribute to Qdrant.
  link:
    text: Learn More
    url: https://github.com/qdrant/qdrant/blob/master/CONTRIBUTING.md
- id: 2
  icon:
    src: /icons/outline/handshake-blue.svg
    alt: Partners
  title: Partners
  description: Technology partners and applications that support Qdrant.
  link:
    text: Learn More
    url: /partners/
- id: 3
  icon:
    src: /icons/outline/mail-blue.svg
    alt: Newsletter
  title: Newsletter
  description: Stay up to date with all the latest Qdrant news
  link:
    text: Learn More
    url: /subscribe/
sitemapExclude: true
---
qdrant-landing/content/community/community-hero.md

---
title: Welcome to the Qdrant Community
description: Connect with over 30,000 community members, get access to educational resources, and stay up to date on all news and discussions about Qdrant and the vector database space.
image:
  src: /img/community-hero.svg
  srcMobile: /img/mobile/community-hero.svg
  alt: Community
button:
  text: Join our Discord
  url: https://discord.gg/qdrant
about: Get access to educational resources, and stay up to date on all news and discussions about Qdrant and the vector database space.
sitemapExclude: true
---
qdrant-landing/content/community/community-testimonials.md

---
title: Love from our community
testimonials:
- id: 0
  name: Owen Colegrove
  nickname: "@ocolegro"
  avatar:
    src: /img/customers/owen-colegrove.svg
    alt: Avatar
  text: qurant has been amazing!
- id: 1
  name: Darren
  nickname: "@darrenangle"
  avatar:
    src: /img/customers/darren.svg
    alt: Avatar
  text: qdrant is so fast I'm using Rust for all future projects goodnight everyone
- id: 2
  name: Greg Schoeninger
  nickname: "@gregschoeninger"
  avatar:
    src: /img/customers/greg-schoeninger.svg
    alt: Avatar
  text: Indexing millions of embeddings into <span>@qdrant_engine</span> has been the smoothest experience I've had so far with a vector db. Team Rustacian all the way &#129408;
- id: 3
  name: Ifioravanti
  nickname: "@ivanfioravanti"
  avatar:
    src: /img/customers/ifioravanti.svg
    alt: Avatar
  text: <span>@qdrant_engine</span> is ultra super powerful! Combine it to <span>@LangChainAI</span> and you have a super productivity boost for your AI projects &#9193;&#9193;&#9193;
- id: 4
  name: sengpt
  nickname: "@sengpt"
  avatar:
    src: /img/customers/sengpt.svg
    alt: Avatar
  text: Thank you, Qdrant is awesome
- id: 4
  name: Owen Colegrove
  nickname: "@ocolegro"
  avatar:
    src: /img/customers/owen-colegrove.svg
    alt: Avatar
  text: that sounds good to me, big fan of qdrant.
sitemapExclude: true
---
qdrant-landing/content/contact-hybrid-cloud/_index.md

---
title: Qdrant Hybrid Cloud
salesTitle: Hybrid Cloud
description: Bring your own Kubernetes clusters from any cloud provider, on-premise infrastructure, or edge locations and connect them to the Managed Cloud.
cards:
- id: 0
  icon: /icons/outline/separate-blue.svg
  title: Deployment Flexibility
  description: Use your existing infrastructure, whether it be on cloud platforms, on-premise setups, or even at edge locations.
- id: 1
  icon: /icons/outline/money-growth-blue.svg
  title: Unmatched Cost Advantage
  description: Maximum deployment flexibility to leverage the best available resources, in the cloud or on-premise.
- id: 2
  icon: /icons/outline/switches-blue.svg
  title: Transparent Control
  description: Fully managed experience for your Qdrant clusters, while your data remains exclusively yours.
form:
  title: Connect with us
#  description:
  id: contact-sales-form
  hubspotFormOptions: '{
    "region": "eu1",
    "portalId": "139603372",
    "formId": "f583c7ea-15ff-4c57-9859-650b8f34f5d3",
    "submitButtonClass": "button button_contained",
  }'
logosSectionTitle: Qdrant is trusted by top-tier enterprises
---
qdrant-landing/content/contact-sales/_index.md

---
salesTitle: Qdrant Enterprise Solutions
description: Our Managed Cloud, Hybrid Cloud, and Private Cloud solutions offer flexible deployment options for top-tier data privacy.
cards:
- id: 0
  icon: /icons/outline/cloud-managed-blue.svg
  title: Managed Cloud
  description: Qdrant Cloud provides optimal flexibility and offers a suite of features focused on efficient and scalable vector search - fully managed. Available on AWS, Google Cloud, and Azure.
- id: 1
  icon: /icons/outline/cloud-hybrid-violet.svg
  title: Hybrid Cloud
  description: Bring your own Kubernetes clusters from any cloud provider, on-premise infrastructure, or edge locations and connect them to the Managed Cloud.
- id: 2
  icon: /icons/outline/cloud-private-teal.svg
  title: Private Cloud
  description: Deploy Qdrant in your own infrastructure.
form:
  title: Connect with us
#  description:
  id: contact-sales-form
  hubspotFormOptions: '{
    "region": "eu1",
    "portalId": "139603372",
    "formId": "fc7a9f1d-9d41-418d-a9cc-ef9c5fb9b207",
    "submitButtonClass": "button button_contained",
  }'
logosSectionTitle: Qdrant is trusted by top-tier enterprises
---
qdrant-landing/content/contact-us/_index.md

---
title: Contact Qdrant
description: Please let us know how we can help and we will get in touch with you soon.
cards:
- id: 0
  icon: /icons/outline/comments-violet.svg
  title: Qdrant Cloud Support
  description: For questions or issues with Qdrant Cloud, please report to
  mailLink: 
    text: support@qdrant.io
    href: support@qdrant.io
- id: 1
  icon: /icons/outline/discord-blue.svg
  title: Developer Support
  description: For developer questions about Qdrant usage, please join our
  link: 
    text: Discord Server
    href: https://qdrant.to/discord
form:
  id: contact-us-form
  title: Talk to our Team
  hubspotFormOptions: '{
    "region": "eu1",
    "portalId": "139603372",
    "formId": "814b303f-2f24-460a-8a81-367146d98786",
    "submitButtonClass": "button button_contained",
  }'
---
qdrant-landing/content/customers/customers-case-studies.md

---
title: Customers
description: Learn how Qdrant powers thousands of top AI solutions that require vector search with unparalleled efficiency, performance and massive-scale data processing.
caseStudy:
  logo:
    src: /img/customers-case-studies/customer-logo.svg
    alt: Logo
  title: Recommendation Engine with Qdrant Vector Database
  description: Dailymotion leverages Qdrant to optimize its <b>video recommendation engine</b>, managing over 420 million videos and processing 13 million recommendations daily. With this, Dailymotion was able to <b>reduced content processing times from hours to minutes</b> and <b>increased user interactions and click-through rates by more than 3x.</b>
  link:
    text: Read Case Study
    url: /blog/case-study-dailymotion/
  image:
    src: /img/customers-case-studies/case-study.png
    alt: Preview
cases:
- id: 0
  logo:
    src: /img/customers-case-studies/visua.svg
    alt:  Visua Logo
  image:
    src: /img/customers-case-studies/case-visua.png
    alt: The hands of a person in a medical gown holding a tablet against the background of a pharmacy shop
  title: VISUA improves quality control process for computer vision with anomaly detection by 10x.
  link:
    text: Read Story
    url: /blog/case-study-visua/
- id: 1
  logo:
    src: /img/customers-case-studies/dust.svg
    alt: Dust Logo
  image:
    src: /img/customers-case-studies/case-dust.png
    alt: A man in a jeans shirt is holding a smartphone, only his hands are visible. In the foreground, there is an image of a robot surrounded by chat and sound waves.
  title: Dust uses Qdrant for RAG, achieving millisecond retrieval, reducing costs by 50%, and boosting scalability.
  link:
    text: Read Story
    url: /blog/dust-and-qdrant/
- id: 2
  logo:
    src: /img/customers-case-studies/iris-agent.svg
    alt: Logo
  image:
    src: /img/customers-case-studies/case-iris-agent.png
    alt: Hands holding a smartphone, styled smartphone interface visualisation in the foreground. First-person view
  title: IrisAgent uses Qdrant for RAG to automate support, and improve resolution times, transforming customer service.
  link:
    text: Read Story
    url: /blog/iris-agent-qdrant/
sitemapExclude: true
---
qdrant-landing/content/customers/customers-testimonial1.md

---
review: “We looked at all the big options out there right now for vector databases, with our focus on ease of use, performance, pricing, and communication. <strong>Qdrant came out on top in each category...</strong> ultimately, it wasn't much of a contest.”
names: Alex Webb
positions: Director of Engineering, CB Insights
avatar:
  src: /img/customers/alex-webb.svg
  alt: Alex Webb Avatar
logo:
  src: /img/brands/cb-insights.svg
  alt: Logo
sitemapExclude: true
---
qdrant-landing/content/customers/customers-testimonial2.md

---
review: “We LOVE Qdrant! The exceptional engineering, strong business value, and outstanding team behind the product drove our choice. Thank you for your great contribution to the technology community!”
names: Kyle Tobin
positions: Principal, Cognizant
avatar:
  src: /img/customers/kyle-tobin.png
  alt: Kyle Tobin Avatar
logo:
  src:  /img/brands/cognizant.svg
  alt: Cognizant Logo
sitemapExclude: true
---
qdrant-landing/content/customers/logo-cards-1.md

---
logos:
  -  /img/customers-logo/discord.svg
  - /img/customers-logo/johnson-and-johnson.svg
  -  /img/customers-logo/perplexity.svg
  -  /img/customers-logo/mozilla.svg
  -  /img/customers-logo/voiceflow.svg
  -  /img/customers-logo/bosch-digital.svg
sitemapExclude: true
---
qdrant-landing/content/data-analysis/data-analysis-anomaly-detection.md

---
title: Anomaly Detection with Qdrant
description: Qdrant optimizes anomaly detection by integrating vector embeddings for nuanced data analysis. It supports dissimilarity, diversity searches, and advanced anomaly detection techniques, enhancing applications from cybersecurity to finance with precise, efficient data insights.
image:
  src: /img/data-analysis-anomaly-detection/anomaly-detection.svg
  alt: Anomaly detection
caseStudy:
  logo:
    src: /img/data-analysis-anomaly-detection/customer-logo.svg
    alt: Logo
  title: Metric Learning for Anomaly Detection
  description: "Detecting Coffee Anomalies with Qdrant: Discover how Qdrant can be used for anomaly detection in green coffee quality control, transforming the industry's approach to sorting and classification."
  link:
    text: Read Case Study
    url: /articles/detecting-coffee-anomalies/
  image:
    src: /img/data-analysis-anomaly-detection/case-study.png
    alt: Preview
sitemapExclude: true
---
qdrant-landing/content/data-analysis/data-analysis-hero.md

---
title: Data Analysis and Anomaly Detection
description: Explore entity matching for deduplication and anomaly detection with Qdrant, leveraging neural networks while still being fast and affordable in your applications for insights hard to get in other ways.
startFree:
  text: Get Started
  url: https://cloud.qdrant.io/
learnMore:
  text: Contact Us
  url: /contact-us/
image:
  src: /img/vectors/vector-3.svg
  alt: Anomaly Detection
sitemapExclude: true
---
qdrant-landing/content/debug.skip/components.md

---
title: Components
---

## Buttons
**.button**

<a href="#" class="button button_contained">Text</a>
<button class="button button_outlined">Text</button>
<button class="button button_contained" disabled>Text</button>

### Variants
<div class="row">
<div class="col-4 p-4">

**.button .button_contained .button_sm**

<a href="#" class="button button_contained button_sm">Try Free</a>

**.button .button_contained .button_md**

<a href="#" class="button button_contained button_md">Try Free</a>

**.button .button_contained .button_lg**

<a href="#" class="button button_contained button_lg">Try Free</a>

**.button .button_contained .button_disabled**

<a href="#" class="button button_contained button_disabled">Try Free</a>

</div>

<div class="col-4 text-bg-dark p-4">

**.button .button_outlined .button_sm**

<a href="#" class="button button_outlined button_sm">Try Free</a>

**.button .button_outlined .button_md**

<a href="#" class="button button_outlined button_md">Try Free</a>

**.button .button_outlined .button_lg**

<a href="#" class="button button_outlined button_lg">Try Free</a>

**.button .button_outlined .button_disabled**

<a href="#" class="button button_outlined button_disabled">Try Free</a>

</div>

</div>

## Links

**.link**

<a href="#" class="link">Text</a>
qdrant-landing/content/demo/_index.md

---
title: Qdrant Demos and Tutorials
description: Experience firsthand how Qdrant powers intelligent search, anomaly detection, and personalized recommendations, showcasing the full capabilities of vector search to revolutionize data exploration and insights.
cards:
  - id: 0
    title: Semantic Search Demo - Startup Search
    paragraphs:
      - id: 0
        content: This demo leverages a pre-trained SentenceTransformer model to perform semantic searches on startup descriptions, transforming them into vectors for the Qdrant engine.
      - id: 1
        content: Enter a query to see how neural search compares to traditional full-text search, with the option to toggle neural search on and off for direct comparison.
    link:
      text: View Demo
      url: https://qdrant.to/semantic-search-demo
  - id: 1
    title: Semantic Search and Recommendations Demo - Food Discovery
    paragraphs:
      - id: 0
        content: Explore personalized meal recommendations with our demo, using Delivery Service data. Like or dislike dish photos to refine suggestions based on visual appeal.
      - id: 1
        content: Filter options allow for restaurant selections within your delivery area, tailoring your dining experience to your preferences.
    link:
      text: View Demo
      url: https://food-discovery.qdrant.tech/
  - id: 2
    title: Categorization Demo -<br> E-Commerce Products
    paragraphs:
      - id: 0
        content: Discover the power of vector databases in e-commerce through our demo. Simply input a product name and watch as our multi-language model intelligently categorizes it. The dots you see represent product clusters, highlighting our system's efficient categorization.
    link:
      text: View Demo
      url: https://qdrant.to/extreme-classification-demo
  - id: 3
    title: Code Search Demo -<br> Explore Qdrant's Codebase
    paragraphs:
      - id: 0
        content: Semantic search isn't just for natural language. By combining results from two models, qdrant is able to locate relevant code snippets down to the exact line.
    link:
      text: View Demo
      url: https://code-search.qdrant.tech/
sitemapExclude: true
---