Egnyte vs Qdrant comparison

Egnyte and Qdrant are both solutions in the AI Data Analysis category. Egnyte is ranked #207, while Qdrant is ranked #18 with an average rating of 9.5. Egnyte holds a 0.5% mindshare in ADA, compared to Qdrant’s 0.5% 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

2,228 Views
446 Comparison Views

100% willing to recommend

Qdrant

Read 3 Qdrant reviews

3,656 Views
512 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: April 2026).

Buyer's Guide

Egnyte vs. Qdrant

April 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

207th

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

18th

Average Rating

9.4

Reviews Sentiment

5.3

Number of Reviews

Ranking in other categories

Open Source Databases (11th), Vector Databases (5th)

Mindshare comparison

As of May 2026, in the AI Data Analysis category, the mindshare of Egnyte is 0.5%. The mindshare of Qdrant is 0.5%, down from 4.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.

AI Data Analysis Mindshare Distribution
Product	Mindshare (%)
Qdrant	0.5%
Egnyte	0.5%
Other	99.0%

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 CleanFoldz Laundry

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

"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."

"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."

"It provides a way to granularly choose which folders from the internet you want to sync to your computer, and it is really useful for people who are working on teams that are working with files that are frequently changing."

"You can really do a lot of cool things with it in terms of being able to co-author and share documents with users that are not in your organization."

"It is a good storage solution."

"It is scalable and stable."

"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."

More Egnyte pros

"Using Qdrant's hybrid search capability has improved my search results."

"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."

Cons

"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."

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

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

"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."

"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."

"You cannot delete a file when you have uploaded it in error."

"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."

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

More Egnyte cons

"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."

"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."

Pricing and Cost Advice

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

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

Information not available

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Top Industries

By visitors reading reviews

Construction Company

12%

Financial Services Firm

10%

Comms Service Provider

Computer Software Company

Financial Services Firm

11%

Comms Service Provider

11%

Computer Software Company

10%

Manufacturing 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

No data available

Questions from the Community

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What is your experience regarding pricing and costs for Qdrant?

Using Qdrant is free. We house it and have a VM where we just installed it on the VM.

See all answers

What needs improvement with Qdrant?

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...

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What is your primary use case for Qdrant?

Our use case for Qdrant is AI data analysis.

See all answers

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Product Reports

Buyer's Guide

Egnyte

May 2026

Download Egnyte product report

Buyer's Guide

Open Source Databases

May 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

April 2026

Free Report: Egnyte vs. Qdrant

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