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Percona Server vs Qdrant comparison

 

Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

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

ROI

Sentiment score
6.0
Percona Server enhances ROI via cost savings, extended hardware lifespan, improved efficiency, and skill development, especially over MySQL.
Sentiment score
5.1
Qdrant reduces costs and enhances productivity with efficient integration, open-source benefits, and improved pipeline processing, despite database issues.
What was projected for a three-year hardware lifespan extended to five years, yielding a return on investment of more than two times from migrating from MySQL to Percona Server.
IT Manager at a tech vendor with 1,001-5,000 employees
I have seen a return on investment from using Percona Server, especially in terms of time, as time to resolve issues and time to get notified mean that time is a lot of money.
Senior Team Lead Systems Administrator at a comms service provider with 51-200 employees
Thanks to Qdrant's open-source nature, our initial licensing and setup costs were nearly zero, allowing for swift testing and launch of our RAG prototype.
Automation Engineer at a educational organization with 11-50 employees
The time saved is substantial, with nearly three weeks or more for projects deployed with Qdrant Cloud in no-code platforms.
Lead Ai Tech And Tech Automation Engineer at a individual & family service with 11-50 employees
I have seen a significant return on investment from using Qdrant because it is very easy to integrate and highly efficient, saving a lot of time in my day-to-day operations, which ultimately saves money as well.
Product Engineer at a tech vendor with 11-50 employees
 

Customer Service

Sentiment score
4.3
Percona Server relies on community forums for effective and friendly support, with users appreciating the comprehensive assistance provided.
Sentiment score
4.3
Qdrant's open-source nature fosters effective community-driven support, with well-rated online resources addressing most user queries efficiently.
Percona Server's customer support is excellent with very responsive and friendly service.
Freelancer at geelen.io
support was quite helpful in assisting us with archivers, replicators, and other commands.
IT Manager at a tech vendor with 1,001-5,000 employees
It's open source, so we house it on our server.
Chief Ai Scientist at Predictive Systems
The documentation provided by Qdrant covers most queries effectively.
Lead Ai Tech And Tech Automation Engineer at a individual & family service with 11-50 employees
I rate the technical support of Qdrant as a nine because I think we have never reached out to them directly, but Qdrant has good support available online, and I can get answers from forums.
Co Founder & CEO at SaYukth Private Limited
 

Scalability Issues

Sentiment score
8.1
Percona Server excels in scalable configuration, supporting growth with features like thread pooling and tools enhancing functionality.
Sentiment score
5.3
Qdrant offers efficient scalability and performance, effectively managing increased workloads and easily integrating with custom database services.
Percona Server's scalability is very strong, as it features thread pooling for over 10,000 connections.
Principal Data Infrastructure Engineer at Susquehanna International Group
We find it is easy to scale out and scale in using Percona Operator, Percona XtraDB toolkits, and PXC XtraDB Cluster.
IT Manager at a tech vendor with 1,001-5,000 employees
Percona Server's scalability meets our needs well, as we use it in Docker and scale the way we want with multiple MongoDB servers rather than one huge server.
Devops at a tech company
In the recruiting agency project, the reliance on the vector database has expanded from storing hundreds of resumes to thousands.
Lead Ai Tech And Tech Automation Engineer at a individual & family service with 11-50 employees
When Qdrant is deployed in Docker, it scales really fast, and you can assign multiple CPUs to enhance performance.
Analyst at Synergy Connect
Qdrant handles growing workloads and data volumes well for me, which was a significant reason for my shift from other popular alternatives to Qdrant.
Product Engineer at a tech vendor with 11-50 employees
 

Stability Issues

Sentiment score
8.9
Percona Server is praised for stability and reliability, with rare OS-related issues, often rated eight out of ten.
Sentiment score
7.8
Qdrant is praised for stability and ease of use, with minor update needs and efficient file lock system.
Percona Server is perfectly stable and reliable.
Devops at a tech company
Percona Server is very stable in my experience.
Senior Team Lead Systems Administrator at a comms service provider with 51-200 employees
Percona Server is stable based on my experience.
IT Manager at a tech vendor with 1,001-5,000 employees
You need to patch Qdrant as soon as patches are released.
Co Founder & CEO at SaYukth Private Limited
It is easy to use whether on LangChain or on its own.
Product Engineer at a tech vendor with 11-50 employees
Qdrant is stable, except for the limitation concerning the termination of inactive clouds after a week.
Lead Ai Tech And Tech Automation Engineer at a individual & family service with 11-50 employees
 

Room For Improvement

Percona Server needs better disk space management, training resources, navigation, Docker support, and marketing to enhance user experience.
Qdrant could improve with UI updates, better integration, simplified setup, enhanced clustering, and support for analytics and image vectorization.
It would be helpful to clarify the metrics related to disk I/O latency so we could understand where our bottlenecks are.
Freelancer at geelen.io
I believe it would be great to have tools to deploy Percona Server in Docker so that we can split a huge database server into many small servers, which are easier to maintain and delegate to junior administrators.
Devops at a tech company
The introduction of materialized views in Percona Server would be a significant help, as this feature has been requested for a long time.
Principal Data Infrastructure Engineer at Susquehanna International Group
Fast large-scale filtering operations could be implemented, such as automatic index suggestions, adaptive query planning, and smart indexing of metadata fields, which would make Qdrant even more efficient.
Product Engineer at a tech vendor with 11-50 employees
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.
Co Founder & CEO at SaYukth Private Limited
Incorporating embedding features directly in Qdrant Cloud would eliminate the need to depend on external solutions.
Lead Ai Tech And Tech Automation Engineer at a individual & family service with 11-50 employees
 

Setup Cost

Percona Server offers cost-effective database management as a free open-source option with optional support, appealing to budget-conscious enterprises.
Qdrant's open-source model minimizes setup costs, though developer time and paid plans can increase expenses; Supabase offers savings.
What I appreciated was that they packaged support with the licenses, ensuring that we ended up with a working database.
Freelancer at geelen.io
we received the enterprise features for free
Using Qdrant is free.
Chief Ai Scientist at Predictive Systems
Regarding pricing, setup costs, and licensing, since I am using only the free tier of Qdrant Cloud, there are no setup costs involved.
Lead Ai Tech And Tech Automation Engineer at a individual & family service with 11-50 employees
Licensing posed no issues, as Qdrant is open-source software with no upfront fees.
Automation Engineer at a educational organization with 11-50 employees
 

Valuable Features

Percona Server offers scalability, high availability, open-source access, and cost savings, with tools for performance monitoring and management.
Qdrant excels with hybrid search, cost-efficient cloud, Python support, high-speed queries, and no-code deployment for user satisfaction.
Percona Kubernetes for MongoDB is a unique offering since no other companies provide a proper Kubernetes operator that supports deployment, maintenance, and backup.
Devops at a tech company
Percona Server has positively impacted my organization by allowing us to save a ton of money by not having to use RDS or Aurora in Amazon.
Director of Project Services at a consultancy with 1-10 employees
Whenever there is an issue, Percona Server notifies us, and we resolve the issue immediately.
Senior Team Lead Systems Administrator at a comms service provider with 51-200 employees
The ability of Qdrant to handle high-dimensional vectors for my AI projects is pretty fast, and I think it's the best we have used so far.
Chief Ai Scientist at Predictive Systems
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.
Analyst at Synergy Connect
Qdrant supports high-dimension vectors and cosine similarity, which any vector database should have, and it is pretty fast.
CTO at HoneyComb AI
 

Categories and Ranking

Percona Server
Ranking in Open Source Databases
10th
Average Rating
8.2
Reviews Sentiment
6.6
Number of Reviews
10
Ranking in other categories
No ranking in other categories
Qdrant
Ranking in Open Source Databases
8th
Average Rating
8.8
Reviews Sentiment
5.4
Number of Reviews
8
Ranking in other categories
Vector Databases (4th), AI Data Analysis (10th)
 

Mindshare comparison

As of August 2026, in the Open Source Databases category, the mindshare of Percona Server is 2.4%, up from 1.9% compared to the previous year. The mindshare of Qdrant is 4.4%, up from 3.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Open Source Databases Mindshare Distribution
ProductMindshare (%)
Qdrant4.4%
Percona Server2.4%
Other93.2%
Open Source Databases
 

Featured Reviews

Pieter Geelen - PeerSpot reviewer
Freelancer at geelen.io
Reliable open-source database has supported our migration and improved e-commerce performance
Percona Server seems great to me overall. If I had to think of any small area for improvement for Percona Server, it would be around the proxy story. When adding a proxy to manage traffic better, we first tried SQL Proxy, but it never really worked for us, which was unfortunate because SQL Proxy offers better optimizations for read performance. We did have success with HAProxy, but it works on a network level, while SQL Proxy was designed to be SQL-aware and distribute parts of the query across the database cluster. The performance gain we were hoping for with SQL Proxy did not materialize, so we remained on the network level with HAProxy. Databases can be finicky regarding the performance they need. We had some disk I/O latency issues, which led us to use different types of nodes in our Kubernetes cluster where we provisioned Percona Server explicitly. There is a lot of IOPS happening under the hood, and while I suspect the application was not very efficient, it was also challenging to identify that we were experiencing performance issues due to disk performance. It would be helpful to clarify the metrics related to disk I/O latency so we could understand where our bottlenecks are.
Chirag Morajkar - PeerSpot reviewer
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.
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Top Industries

By visitors reading reviews
Comms Service Provider
24%
Financial Services Firm
13%
Outsourcing Company
9%
Manufacturing Company
6%
Comms Service Provider
11%
Manufacturing Company
11%
Financial Services Firm
10%
Computer Software Company
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business4
Midsize Enterprise3
Large Enterprise3
By reviewers
Company SizeCount
Small Business10
 

Questions from the Community

What is your experience regarding pricing and costs for Percona Server?
I was involved on the sideline when it comes to pricing, setup cost, and licensing. I think the pricing was good. What I appreciated was that they packaged support with the licenses, ensuring that ...
What needs improvement with Percona Server?
To improve Percona Server, I recommend more marketing because many people in the MySQL world know it, but there is a need to let others know that instead of MySQL, they can use Percona Server to en...
What is your primary use case for Percona Server?
Percona Server serves as our main database server handling user information, real-time GPS coordinates at a 30-second interval, and functions as our GIS database, reporting database, and secondary ...
What is your experience regarding pricing and costs for Qdrant?
Licensing posed no issues, as Qdrant is open-source software with no upfront fees. Initially, the setup cost was low since we utilized a self-hosted model on a small cloud VM. However, as we added ...
What needs improvement with Qdrant?
The UI can be a bit better, but that is just my own personal opinion. Qdrant is pretty good overall, but it can be improved. For example, the UI could be better, and it has pretty much very generic...
What is your primary use case for Qdrant?
I have been designing vector databases, so I use Qdrant mostly to explore how the engineers at Qdrant have built the whole vector database, specifically the multi-vector system. In terms of usage, ...
 

Comparisons

 

Overview

 

Sample Customers

Pricefalls Marketplace, Micpoint, Rent the Runway, Transmart, Wattpad, Singular Group, Invoca, 3E
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
Find out what your peers are saying about Percona Server vs. Qdrant and other solutions. Updated: August 2026.
908,800 professionals have used our research since 2012.