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Retool vs Zilliz Cloud 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

Retool
Ranking in AI Software Development
21st
Average Rating
8.0
Reviews Sentiment
6.8
Number of Reviews
12
Ranking in other categories
Rapid Application Development Software (17th)
Zilliz Cloud
Ranking in AI Software Development
27th
Average Rating
8.6
Reviews Sentiment
4.6
Number of Reviews
2
Ranking in other categories
Vector Databases (19th)
 

Mindshare comparison

As of June 2026, in the AI Software Development category, the mindshare of Retool is 0.5%, up from 0.5% compared to the previous year. The mindshare of Zilliz Cloud is 0.4%. It is calculated based on PeerSpot user engagement data.
AI Software Development Mindshare Distribution
ProductMindshare (%)
Retool0.5%
Zilliz Cloud0.4%
Other99.1%
AI Software Development
 

Featured Reviews

YL
IT consultant for healthcare sector at Freelancer
Has provided a quick way to build mobile apps and could improve usability for non-technical users
The best features Retool offers include the ability to quickly create a mobile app and use this mobile app in a native mobile app for Android. I found the process of creating and deploying those mobile apps for Android with Retool to be smooth as the documentation is very good, and I found answers and examples to create a mobile app. I can access a debug mode in the mobile app which was really convenient to make tests and find what can be improved, where I have a problem, and how to correct it. Retool positively impacted my organization as the proof of concept we built gave us a way to convince power users and key users before developing the real software. It was a way to maintain the launch date of the project, which helped speed up the project timeline and save resources.
PrinceKumar2 - PeerSpot reviewer
Cloud Engineer at Rishabh Software
Managed vector search has reduced infrastructure overhead and empowers faster AI workloads
Zilliz Cloud has allowed us to focus on building the AI products without the overhead of operating vector database infrastructure. The best features Zilliz Cloud offers, in my opinion, include high-performance similarity search, managed infrastructure for cluster maintaining, infrastructure scaling, backup management, storage planning, Milvus compatibility, and metadata filtering. The offering of this managed infrastructure of a vector database is most useful for me, and the high-performance similarity search is useful in my case. Regarding the similarity search, it delivers low latency retrieval and maintains strong relevance in returned units, which is particularly useful for me. Zilliz Cloud has positively impacted my organization because initially, we spent too much time hosting self-hosted Milvus and planning for infrastructure that did not yield very useful results. Now, we do not have the overhead of managing infrastructure for my vector database, so we can directly focus on building our RAG system and AI workload. Time saved is the first and foremost outcome since all the time we invested in self-hosting Milvus has been redirected towards building the AI workloads. Time has definitely been saved, which is the primary benefit of using Zilliz Cloud.

Quotes from Members

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

Pros

"Retool provides us with the opportunity to save time and be more efficient."
"Retool positively impacts our organization by saving costs compared to using other data repositories, and teams prefer Retool for daily tasks that perform customizations to showcase web pages or link their data backend, making it more efficient and cost-effective than other software available in the market."
"We have seen a return on investment because we are building these internal dashboards 30 to 50% faster, so we are saving approximately 30 to 50% of an employee's time."
"There are several key aspects to Retool that make it stand out. Firstly, its extensive range of components makes integration straightforward. Secondly, its support for SQL and JavaScript allows for the implementation of complex logic, which is particularly beneficial for developers like yourself with experience in .NET development."
"Retool can be used with many applications as it is language independent; anyone can use it easily and create various visualizations regardless of their programming knowledge—this is the main reason I recommend it."
"The stability is okay."
"With the help of Retool, we saved a lot of time; for instance, we made a similar project before that took two to three weeks to implement the same features, but with Retool, we could check our API right away very quickly, saving around twenty percent of our time and allowing us to visualize how our API works, see the drawbacks, and make changes to our FastAPI backend."
"The most valuable feature of Retool is the workflow because I can integrate multiple features, such as RESTful API, JavaScript API, or different databases on the same dashboard."
"The best feature of Zilliz Cloud is that it helps in very high-performance vector search, and it is also very scalable, with very low latency that helps provide faster results."
"Zilliz Cloud has allowed us to focus on building the AI products without the overhead of operating vector database infrastructure."
 

Cons

"Retool should add more resource integration."
"One area for improvement in Retool is expanding its library support to include a broader range of third-party JavaScript libraries."
"There are restrictions on the front-end side."
"The components are changed frequently, which is very irritating."
"Retool is more suited for startups, but it can get messy at scale."
"The part where we can add some custom logic or custom plugins could be better."
"Retool could enhance support, including efforts to establish support centers in Europe, which was lacking previously. However, the community is still in the growth phase, leading to potential delays in receiving responses to queries."
"Retool, being a low-code/no-code platform, could improve by allowing users, particularly non-technical users, to use it more easily."
"It can be improved a little bit on the search functionality."
 

Pricing and Cost Advice

"The pricing is very expensive. It costs for each user, for automated users, open-end users, et cetera."
"The tool is a little bit expensive."
"I don't know Retool's current pricing, but it cost around $12 per month earlier."
"For me, I'm in India right now, and we have Retool's subscription for one team member for $10 per month."
"For new users, evaluate the scale of their administrative needs as Retool provides excellent free services for smaller setups, but larger deployments might require transitioning to a paid plan."
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Top Industries

By visitors reading reviews
Construction Company
21%
Financial Services Firm
12%
Comms Service Provider
9%
Manufacturing Company
8%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business7
Midsize Enterprise3
Large Enterprise4
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for Retool?
I found it affordable regarding pricing, setup costs, and licensing.
What needs improvement with Retool?
Retool has some drawbacks, including limited customization; of course, it has limitations compared to React, where you can customize it as you want, but with Retool, there is limited customization....
What is your primary use case for Retool?
I used Retool in one of my projects a few months ago. The project involved making a monitoring real-time IoT system for IoT devices, and we used Retool as an internal dashboard. We had a stack of a...
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Comparisons

 

Overview

Find out what your peers are saying about Windsurf, Docker, Pega and others in AI Software Development. Updated: May 2026.
896,942 professionals have used our research since 2012.