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Appsflyer 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:
 

Categories and Ranking

Appsflyer
Ranking in AI Data Analysis
7th
Average Rating
8.4
Number of Reviews
14
Ranking in other categories
Mobile Measurement Partner (MMP) (1st)
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 Appsflyer 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 (%)
Appsflyer0.4%
Qdrant0.4%
Other99.2%
AI Data Analysis
 

Featured Reviews

Mayank Gambhir - PeerSpot reviewer
Manager, Customer Success at a real estate/law firm with 501-1,000 employees
Data has improved campaign attribution and now drives targeted onboarding and retention
One challenge that clients sometimes mention about Appsflyer is that the platform can feel slightly complex initially, especially for teams that are not from a technical background. Setting up attribution logic, SKAN configurations, or deep linking journeys may require support during onboarding. Another area for improvement is reporting flexibility and dashboard usability. Some clients want more simplified views or faster custom report generation, especially when multiple teams such as marketing, product, and CRM are all using the platform together. Some clients also mention that the pricing for Appsflyer can become expensive as apps scale and attribution volumes grow, especially for high growth consumer apps. Smaller teams sometimes feel they are not utilizing the platform's capabilities compared to the cost. From a platform perspective, another improvement area could be data freshness and attribution transparency in certain privacy heavy ecosystems such as iOS or SKAN. While this is partly an industry wide challenge, clients still expect more real time visibility and simpler interpretation of aggregated attribution data.
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.

Quotes from Members

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

Pros

"Appsflyer has changed my organization positively as it marks the beginning of client engagement and the client engaging funnel."
"Appsflyer has impacted my organization quite positively, as we were also using Adjust, and I prefer Appsflyer."
"From a programmatic perspective, Appsflyer is one of the more reliable platforms when it comes to cross-channel management."
"From the Appsflyer dashboard, I would say the most valuable feature I use while developing is the real-time tracking feature, which is pretty good."
"Appsflyer has positively impacted the organization by helping increase revenue and reduce user acquisition costs, allowing for more users at a cheaper cost."
"Appsflyer provides a strong ROI for our company and our application, which helps both our marketing team and product team."
"Appsflyer has positively impacted my organization by helping me quickly integrate with Facebook and Reddit without having to write a bunch of APIs or having to install the Facebook SDK into my mobile apps."
"Appsflyer is one of the strongest platforms for mobile attribution, deep linking, and ecosystem integration, and it actually delivers strong value for performance driven brands."
"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 is an excellent vector database that anyone would want to use with RAG AI."
"Using Qdrant's hybrid search capability has improved my search results."
"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."
"Qdrant has positively impacted my organization by consuming much less time than building systems through coding."
"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."
 

Cons

"An area of improvement for Appsflyer is the large number of reports and dashboards."
"Many times we run into problems, and Appsflyer tech support is hard to reach."
"Some clients also mention that the pricing for Appsflyer can become expensive as apps scale and attribution volumes grow, especially for high growth consumer apps."
"I feel that a feature improvement would be beneficial. After performing all the user actions, we were supposed to wait a few minutes, maybe two or five, and then check Appsflyer to download it, as there is no UI or UX to display user journey actions and properties directly."
"Appsflyer could improve its documentation so that developers can implement it better."
"One challenge is attribution discrepancies; sometimes the numbers among Appsflyer, Meta, and Google internal backend events do not match, especially after iOS ATT changes."
"One improvement that Appsflyer can make is to find better ways to access aggregating raw data."
"Appsflyer can be improved with event de-duplication."
"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."
"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."
"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."
"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."
"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."
"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."
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Top Industries

By visitors reading reviews
Construction Company
12%
Financial Services Firm
9%
Outsourcing Company
8%
Real Estate/Law Firm
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 Business9
Midsize Enterprise6
Large Enterprise4
By reviewers
Company SizeCount
Small Business8
 

Questions from the Community

What is your experience regarding pricing and costs for Appsflyer?
My overall experience with pricing, setup cost, and licensing is good; however, the initial pricing is slightly high. Eventually, we manage because visibility into ROAS, retention, and fraud preven...
What needs improvement with Appsflyer?
Overall, the platform is really strong, especially for attribution and deep linking, but there are definitely a few areas where it could improve. One challenge is attribution discrepancies; sometim...
What is your primary use case for Appsflyer?
I typically use Appsflyer for deep linking, attributions, and tracking all the URLs that we share, such as all the campaigns that we do via QR code. When we first launched Clydo.in, which is a shop...
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

Information Not Available
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 Appsflyer vs. Qdrant and other solutions. Updated: June 2026.
902,894 professionals have used our research since 2012.