Egnyte vs Qdrant comparison

Egnyte and Qdrant are both solutions in the AI Data Analysis category. Egnyte is ranked #186, while Qdrant is ranked #10 with an average rating of 8.9. Egnyte holds a 0.4% mindshare in ADA, compared to Qdrant’s 0.4% mindshare. Additionally, 100% of Egnyte users are willing to recommend the solution, compared to 100% of Qdrant users who would recommend it.

Egnyte

Read 6 Egnyte reviews

3,112 Views
902 Comparison Views

100% willing to recommend

Qdrant

Read 9 Qdrant reviews

4,905 Views
932 Comparison Views

100% willing to recommend

Egnyte

Qdrant

Comparison Buyer's Guide

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Executive SummaryUpdated on Mar 15, 2026

Egnyte and Qdrant are competing in the data management and virtualization category. Egnyte appears to have an edge in security and collaboration, while Qdrant is favored for speed and precision in handling large-scale vector data.

Features: Egnyte offers robust cloud-based file management, enhanced security compliance, and seamless integration with enterprise tools. This makes it suitable for secure data storage and effective collaboration. On the other hand, Qdrant is praised for its real-time search capabilities, efficient processing of large datasets, and suitability for high-performance machine learning applications.

Ease of Deployment and Customer Service: Egnyte is known for its straightforward deployment, structured setup process, and comprehensive customer support with extensive documentation. In contrast, Qdrant provides flexible deployment options catering to machine learning needs, though it may require more technical expertise. Qdrant offers strong community support but has a steeper learning curve due to its technical focus.

Pricing and ROI: Egnyte involves higher setup costs due to its robust security and compliance features. However, businesses report strong ROI attributed to its efficient collaboration capabilities. Qdrant comes with a lower initial cost, making it attractive for organizations seeking cost-effective ML solutions. The ROI from Qdrant can vary based on specific use cases, highlighting a contrast between Egnyte's comprehensive solutions and Qdrant's cost-effective ML model.

To learn more, read our detailed Egnyte vs. Qdrant Report (Updated: June 2026).

Buyer's Guide

Egnyte vs. Qdrant

June 2026

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Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Categories and Ranking

Egnyte

Ranking in AI Data Analysis

186th

Average Rating

8.4

Reviews Sentiment

7.7

Number of Reviews

Ranking in other categories

Content Collaboration Platforms (15th)

Qdrant

Ranking in AI Data Analysis

10th

Average Rating

8.8

Reviews Sentiment

5.4

Number of Reviews

Ranking in other categories

Open Source Databases (8th), Vector Databases (4th)

Mindshare comparison

As of August 2026, in the AI Data Analysis category, the mindshare of Egnyte is 0.4%. The mindshare of Qdrant is 0.4%, down from 2.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.

AI Data Analysis Mindshare Distribution
Product	Mindshare (%)
Qdrant	0.4%
Egnyte	0.4%
Other	99.2%

AI Data Analysis

Featured Reviews

Guy Gray

Chief Operating Officer at Quarem

Fantastic for small businesses; the customer feedback has been great

From a small firm perspective, Egnyte Connect is simple, it is easy to get users up and running the same day, and I have nothing negative to say about the software. I can't speak to how Egnyte Connect would operate in a midsize company or even a large Fortune 500 company, but, from our perspective as a small business, it is fantastic. For us, security was front and center. Usability was also important and took second place. Next, we asked "Is it simple and easy for anyone to quickly learn how to use it?" Egnyte Connect checked that box. Third place for us was price. We liked the fact that they charge on a monthly basis so there is not an annualized upfront fee that we pay.

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Chirag Morajkar

Lead Ai Tech And Tech Automation Engineer at a individual & family service with 11-50 employees

Building accurate no-code resume screeners has saved weeks in document search workflows

I see room for improvement in Qdrant based on what another platform called Weaviate offers. Qdrant provides an excellent vector database with a solid searching method. However, it could elevate its offering by integrating embedding features. Currently, for the workflow automation I build, I rely on other platforms for embedding, so incorporating this feature directly in Qdrant Cloud would eliminate the need to depend on external solutions. A pain point I have encountered was the inactive expiration of the cloud created for certain projects. If the cloud is not used for a week, it gets terminated, which is frustrating. I think increasing that inactivity window in the free tier would be beneficial, as I have faced limitations due to this seven-day inactivity rule, requiring me to reset up the cloud after its termination.

Read full review

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Pros

"Now that the Egnyte vendor upgraded the version and they introduced the Egnyte Connect, there are a lot of features that they added, including co-authoring."

"It centralizes the documentation in one area."

"From a small firm perspective, Egnyte Connect is simple, it is easy to get users up and running the same day, and I have nothing negative to say about the software. I can't speak to how Egnyte Connect would operate in a midsize company or even a large Fortune 500 company, but, from our perspective as a small business, it is fantastic."

"Egnyte Connect is a great application to save files, as all files are secure and available, and any authorized person can access and download the files from anywhere with an internet connection."

"Egnyte Connect is a great application to save files."

"If you're looking for a solid cloud DFS solution, I would highly recommend Egnyte."

"It is scalable and stable."

"It provides a way to granularly choose which folders from the internet you want to sync to your computer. It is really useful for people who are working on teams that are working with files that are frequently changing. You can go in and pretty clearly see what changes have been made. It gives you a constant feed."

More Egnyte pros

"Qdrant is one of the best vector databases out there that is also open source."

"An accuracy boost was definitely observed from 45 to 50% using Faiss to around 85 to 95% using Qdrant, and the users are really happy as they are getting suggested really good schemes that would take a lot of time to find."

"We saw a clear return on investment from Qdrant, particularly in the engineering time saved and the empowerment of team members to handle self-service tasks instead of reducing headcount."

"Qdrant is a good and scalable vector database, and it is free."

"Qdrant is an excellent vector database that anyone would want to use with RAG AI."

"Qdrant has positively impacted my organization mainly by reducing usage costs for AI because in the older system, in order to get the context, we were just dumping everything into the system, which would inflate the cost of the API, whatever AI we were using, such as OpenAI or Claude."

"Qdrant has reduced our response time to less than one second for our 128 KB token sizes, and we are satisfied with that performance."

"Qdrant has positively impacted my organization by consuming much less time than building systems through coding."

More Qdrant pros

Cons

"It would be nice to see an integration of using an active directory to validate and authenticate users on our end as well as on the client user's end."

"If this solution had a better ability to search, that would be helpful. In addition, if there was an ability to collaborate, that would also be a benefit. At present, the vision control is had because if someone gets out of it, it locks. And, whoever saves last overrides everyone's work."

"Before, when we were starting to use Egnyte, we were struggling with a lot of bugs with Egnyte desktop sync."

"With Egnyte Connect, you cannot delete a file when you have uploaded it in error, which needs improvement."

"The issue of my authorization token expiring pretty quickly was pretty annoying. On pretty much every update, it would expire on every computer. On every computer update, at the first opportunity, it would expire. When my computer got updated or the authorization got cut, my saved drives would get messed up. So, I had to reconnect them all. I was never able to set up a useful drive system with my local computer with Egnyte Connect. It would be a big improvement if there was a cached system so that when it loses connection, it can still save what kind of connections were set up, and when it reconnects, it repopulates all those. I don't know if that's even possible, but that's the feature I'd want."

"As of right now, I have everything that I and my team need."

"I was never able to set up a useful drive system with my local computer with Egnyte Connect."

"One of the key limitations is that Qdrant does not have built-in role-based access control, and while being self-hosted is a benefit, it can also be improved."

"Qdrant is pretty good overall, but it can be improved. For example, the UI could be better, and it has pretty much very generic features that every other vector database provides."

"The area for improvement in Qdrant is its clustering capability. While it has clustering functionality, it is not easy to set up, and not everyone can configure the clustering, so there is room for improvement in the clustering configuration."

"A lot of our work is agentic right now, and we have also segmented the content to be logical, so there's not a lot of vector search anymore."

"The file system lock in Qdrant prevents the API and scripts from hitting it directly, and to surpass this limitation, I have to run Qdrant client as a service, which incurs additional costs for running it continuously, so if something about that could be done, it would be really amazing."

"Architectural complexity was a key friction point, as our primary database was set in Supabase, necessitating synchronization of two separate systems for user data, permissions, and states."

"Qdrant is available through a containerized Docker, but a normal deployment in Qdrant is not there, and that can actually be worked out."

"A pain point I have encountered was the inactive expiration of the cloud created for certain projects; if the cloud is not used for a week, it gets terminated, which is frustrating."

More Qdrant cons

Pricing and Cost Advice

"I do not have experience with the pricing of this solution."

"As far as I understand, licenses are associated with the Egnyte platform. There aren't any licenses associated with Egnyte Connect."

Information not available

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Top Industries

By visitors reading reviews

Manufacturing Company

11%

Construction Company

11%

Financial Services Firm

Comms Service Provider

12%

Manufacturing Company

11%

Financial Services Firm

10%

Computer Software Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	4
Midsize Enterprise	1
Large Enterprise	2

By reviewers
Company Size	Count
Small Business	10
Midsize Enterprise	1

Questions from the Community

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What is your experience regarding pricing and costs for Qdrant?

My experience with pricing, setup cost, and licensing for Qdrant is that it is quite straightforward.

See all answers

What needs improvement with Qdrant?

I would want Qdrant to support image vectorization, as I personally have that need within our organization, and since we have been using Qdrant for a while, it seems like a relevant feature to add....

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What is your primary use case for Qdrant?

My main use case for Qdrant is as a vector database. As a vector database, I use Qdrant in a sequence and pipeline automation software that needs to look up information about certain items, each of...

See all answers

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Compared 7% of the time

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Product Reports

Buyer's Guide

Egnyte

August 2026

Download Egnyte product report

Buyer's Guide

Qdrant

August 2026

Download Qdrant product report

Overview

Egnyte offers user-friendly co-authoring, mobile access, and seamless collaboration with a focus on security. Its cloud-based operations and cost-effectiveness outperform competitors in facilitating efficient team file management.

Egnyte emphasizes enhanced security, intuitive functionality, and excellent support, making it ideal for organizations seeking reliable cloud storage and collaboration solutions. Users can switch connections, share across teams, and enjoy real-time updates through Egnyte Connect. While it boasts good performance and stability, users request improvements in search functionality and token management. Industries like real estate, which require secure platforms for financial document exchanges, find Egnyte particularly beneficial. Users appreciate integration capabilities with tools like Adobe and Google Docs.

What are Egnyte's standout features?

Co-authoring: Allows multiple users to edit documents simultaneously with real-time updates
Mobile access: Provides accessibility from any device, ensuring flexibility for remote work
Intuitive interface: Simplifies navigation and enhances user experience
Security: Offers robust protection for sensitive data, surpassing many competitors
Seamless file sync: Ensures files are updated across all devices and accessible to all users

What benefits should users look for in Egnyte reviews?

Enhanced collaboration: Improves teamwork with efficient file sharing and syncing
Cost-effectiveness: Offers value with scalable pricing models fit for different organization sizes
Performance: Delivers stable and reliable cloud operations
Integration: Works well with platforms like Adobe and Google Docs

Egnyte is essential in industries needing secure file management, such as real estate. It supports organizations using cloud apps for sharing and managing project files. Companies favor Egnyte for its ability to integrate with their existing IT environments, ensuring both security and efficiency.

Egnyte

Qdrant is a powerful tool for efficiently organizing and searching large volumes of data. It is particularly useful for tasks such as data indexing, similarity search, and recommendation systems.

With fast and accurate results, it is suitable for various applications including e-commerce, content management, and data analysis. Users appreciate Qdrant's efficient search capabilities, high performance, and ease of use.

Its quick and accurate retrieval of relevant information allows for easy navigation and analysis of large datasets.

The intuitive interface and straightforward setup process make it accessible to users with varying levels of technical expertise.

Qdrant

Sample Customers

M&C Saatchi, FMC Technologies, Learfield Communications Inc., Aerohive Networks, Devcon, Semperian, Balfour Beatty Construction, Red Bull

1. Airbnb 2. Amazon 3. Apple 4. BMW 5.Cisco 6. CocaCola 7. Dell 8. Disney 9. Google 10. HP 11. IBM 12. Intel 13. JPMorgan Chase 14. Kraft Heinz 15. L'Oreal 16. McDonalds 17. Merck 18. Microsoft 19. Nike20. Oracle 21. PG 22. PepsiCo 23. Procter and Gamble 24. Samsung 25. Shell 26. Sony 27. Toyota 28. Visa 29. Walmart 30. WeWork

Buyer's Guide

Egnyte vs. Qdrant

June 2026

Free Report: Egnyte vs. Qdrant

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