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Airtable vs Qdrant comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Mar 15, 2026

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
6.6
Airtable improved efficiency and ROI through automation, benefiting freelancers and corporates by streamlining data entry and management.
Sentiment score
5.2
Qdrant's integration streamlined support ticket resolution, enhancing efficiency and cost-effectiveness through improved retrieval and self-service capabilities.
I can automate the process so it automatically populates data into the Airtable base and performs any necessary calculations.
Business automation Expert at INSTRUTECH LIMITED
I use it to monitor my performance as a freelancer, checking if I'm doing work and delivering on time.
Automation Specialist at ZapWorx
It helped reduce time spent on organizing and updating data by about 20 to 30%, since everything was centralized and easier to track in real-time.
student at a university with 5,001-10,000 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
5.4
Airtable's support is responsive and helpful, especially for enterprise users, though experiences vary based on investment level.
Sentiment score
5.4
Qdrant's community-driven approach provides ample online resources and documentation, minimizing direct customer support needs and enhancing satisfaction.
We are prepared to go inside their account and impersonate the user's account to identify the root cause of their issues.
Senior Product Consultant II at Vimeo
Most issues can be solved using their help center and documentation.
student at a university with 5,001-10,000 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
5.6
Airtable efficiently manages small to medium projects but faces scalability challenges with extensive datasets, impacting performance.
Sentiment score
5.5
Qdrant's scalability in Docker enables efficient expansion and performance with multiple CPUs, attracting migrations from alternative solutions.
We have multiple departments, and based on my knowledge of how many clients we have on that particular table, I could say it is more than seventeen thousand clients in the whole database.
Senior Product Consultant II at Vimeo
It works well as data and tasks grow, but for very large datasets or highly complex workflows, it can become slower and harder to manage compared to more advanced database tools.
student at a university with 5,001-10,000 employees
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
7.9
Airtable is highly stable with minimal disruptions, and issues are promptly addressed despite occasional performance impacts and record limitations.
Sentiment score
7.7
Qdrant is stable, reliable, easy to use, but inactive clouds terminate after a week, affecting continuous hosting.
There was one instance of a glitch due to AWS having issues with some regions where the app was hosted, but aside from that, Airtable is very stable and reliable.
Automation Specialist at Upwork
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

Users desire enhanced AI features, flexible sharing, intuitive interface, improved integration, and efficient documentation in a cost-effective solution.
Qdrant requires UI enhancements, improved backup management, and integrated automation to address operational complexities and improve features.
I really want to see a scenario where collaborators working on a project could easily chat, asking questions and discussing changes immediately on the project.
Automation Specialist at ZapWorx
If they show step-by-step guides for automations, this will help them attract more clients who are willing to learn and use their system.
Business automation Expert at INSTRUTECH LIMITED
The CRM features in Airtable aren't as advanced as those in Monday.com, which allows for email campaigns.
Automation Specialist at Upwork
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

Airtable pricing varies by user count and plan, with costs increasing for advanced features and enterprise plans.
Qdrant offers cost-effective enterprise pricing but scaling may require migrating to paid plans for advanced features and support.
For more advanced features such as automation and larger data limits, pricing can become quite high, especially for student budgets, and licensing depends on the team size and required features.
student at a university with 5,001-10,000 employees
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

Airtable excels in automation, user-friendliness, and flexibility, streamlining tasks and enhancing workflow efficiency with robust features.
Qdrant enhances search precision using hybrid vectors, offers cost-effective deployment, and supports efficient AI handling with flexible APIs.
Everybody has a particular base for different purposes, so you add information to those bases, and anybody can access it at any point in time anywhere in the world.
Business automation Expert at INSTRUTECH LIMITED
I can integrate Airtable with other platforms; aside from the native integration where I can send notifications to Slack teams and messages to Gmail, I can also connect with Make.com to share data.
Automation Specialist at ZapWorx
We have connected our Slack channel to Airtable; any updates or changes made to Airtable will always reflect in the Slack channel.
Senior Product Consultant II at Vimeo
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
The best features of Qdrant are GPU support, which enables very fast processing, and a very light footprint as it uses fewer resources.
Co Founder & CEO at SaYukth Private Limited
 

Categories and Ranking

Airtable
Ranking in AI Data Analysis
10th
Average Rating
8.8
Reviews Sentiment
6.6
Number of Reviews
18
Ranking in other categories
Project Management Software (12th), No-Code Development Platforms (6th), Product Management Software (1st), AI Sales & Marketing (4th)
Qdrant
Ranking in AI Data Analysis
11th
Average Rating
9.0
Reviews Sentiment
5.7
Number of Reviews
6
Ranking in other categories
Open Source Databases (9th), Vector Databases (4th)
 

Mindshare comparison

As of July 2026, in the AI Data Analysis category, the mindshare of Airtable is 0.4%. The mindshare of Qdrant is 0.4%, down from 2.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Data Analysis Mindshare Distribution
ProductMindshare (%)
Airtable0.4%
Qdrant0.4%
Other99.2%
AI Data Analysis
 

Featured Reviews

Favour Emosivbe - PeerSpot reviewer
Automation Specialist at ZapWorx
Has required stronger collaboration features while still supporting complex project workflows
The best features in Airtable include the flexibility and the fact that I could create relational databases. Before I started using Airtable, I was using Excel which didn't offer these capabilities. The ability to create relationships between tables and see through what's working in other departments is great for me. I can do scripting and work on large data sets on Airtable. It makes it easy for me, as working on those data sets on Excel tends to slow me down, but on Airtable, it's much faster. I can integrate Airtable with other platforms; aside from the native integration where I can send notifications to Slack teams and messages to Gmail, I can also connect with Make.com to share data. The interface on Airtable is exceptional. Working for my clients, when a client didn't want access given to all teams, we structured that on the interface and the different teams got different access to different tables. Airtable's rich field types help in organizing complex data for my team. The advanced field types work exceptionally with features such as linking records together. I can link records from other tables and see what's happening, use the lookup field, the roll-up field, and the count field to see what's occurring in other departments and generate insights. Unlike other CRMs, data cannot enter if it's not properly structured. If I want to input an email and it's not valid, it won't allow it because it expects the data to be structured appropriately.
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
Construction Company
16%
Financial Services Firm
9%
Media Company
8%
Comms Service Provider
8%
Comms Service Provider
11%
Financial Services Firm
10%
Manufacturing Company
10%
Computer Software Company
10%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business11
Midsize Enterprise1
Large Enterprise5
By reviewers
Company SizeCount
Small Business8
 

Questions from the Community

What is your experience regarding pricing and costs for Airtable?
I am not sure about the pricing because I believe budget discussions are handled by a different marketing team. We have a separate team that manages all those matters; we just handle the clients' d...
What needs improvement with Airtable?
One area of Airtable that I think could be improved is the automation aspect, which is vast but limited compared to tools such as GoHighLevel, where multiple triggers can be utilized. In Airtable, ...
What is your primary use case for Airtable?
My usual use case for Airtable is for CRM management, such as lead management, and also real estate project management. I also use it for project management related to events, project management, i...
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?
While Qdrant is an exceptionally fast and efficient search engine within vector bases, our engineering team faced operational challenges during its adoption. Architectural complexity was a key fric...
What is your primary use case for Qdrant?
I have been using Qdrant for almost one and a half years. This was actually one of the first vector databases that we picked up in our organization. We started using the RAG modules to create a per...
 

Comparisons

 

Overview

 

Sample Customers

Cole Haan, Expedia, BuzzFeed, Medium, Shopify, Box, JetBlue
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 Airtable vs. Qdrant and other solutions. Updated: June 2026.
902,894 professionals have used our research since 2012.