No more typing reviews! Try our Samantha, our new voice AI agent.

Heavy.AI vs MariaDB comparison

Why PeerSpot?
 

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

Heavy.AI
Ranking in Relational Databases Tools
27th
Average Rating
8.0
Reviews Sentiment
4.4
Number of Reviews
3
Ranking in other categories
No ranking in other categories
MariaDB
Ranking in Relational Databases Tools
15th
Average Rating
8.2
Reviews Sentiment
6.7
Number of Reviews
62
Ranking in other categories
Open Source Databases (11th)
 

Mindshare comparison

As of November 2026, in the Relational Databases Tools category, the mindshare of Heavy.AI is 0.8%, up from 0.4% compared to the previous year. The mindshare of MariaDB is 3.2%, down from 5.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Relational Databases Tools Mindshare Distribution
ProductMindshare (%)
MariaDB3.2%
Heavy.AI0.8%
Other96.0%
Relational Databases Tools
 

Featured Reviews

reviewer2886843 - PeerSpot reviewer
Service Cloud Gb Strat High Technology Enterprise Account Executive at a tech vendor with 10,001+ employees
Interactive analytics has revealed territory gaps and now needs simpler, more conversational guidance
I think whenever you're using these tools, you want it to be as conversational as possible, and I think more of that would be helpful for Heavy.AI. Allowing you to ask questions on how to do things inside of Heavy.AI and have it actually show you how to do it as you're doing it would be beneficial. That way you don't have to spend a lot of time trying things out through trial and error. Trial and error can be helpful because you're learning it that way, but at the same time, when you're just trying to do things quickly and you're not a professional or a user that uses it all the time, you might not have that. So you want to be able to get that information quickly and easily. Some aspects I didn't like, but some of it's just like, "of course not." I wish I could snap my fingers and have everything be perfect, but that's not realistic. The infrastructure is probably fairly expensive. I can't afford to do that. I would need my business, the company that I work for to do it for us. Otherwise I can't really do it. It's just expensive. I did feel that it was pretty easy to use, but I'm a little bit more experienced than the average person, so maybe someone less technical like my colleagues would struggle initially to figure it out. I think maybe enhancing the user-friendliness for people that are not coders, just kind of setting up the workflows and things so it's just easier would help. It seems to be more purpose-built for spatial stuff, for location plus time and things, but general purpose BI is kind of an important thing. I don't think people were actually taking advantage of that, and when they're not doing that, it creates a little bit of trouble.
PR
Architect at LTIMindtree
Cloud deployment has improved security and performance but still needs richer query features
MariaDB is easy to install. Performance of MariaDB has improved with the query optimizer. We use MariaDB's data-at-rest encryption. Encryption is available in MariaDB, so we are secure for transmitting data without concern about moving over networks. Query optimization in MariaDB is better than Oracle. We use advanced replication for MariaDB. Role-based access is available in MariaDB, which is a good feature. The technical support of MariaDB is very helpful. They came and tuned our queries with one-to-one assistance.

Quotes from Members

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

Pros

"Heavy.AI has helped reduce handling times and improved agent performance significantly."
"We did see a saving of time and cost because we had a one-stop shop where we could access GPU utilization along with plotting of geographical data."
"Heavy.AI being able to do these things without having that background was powerful for me."
"MariaDB is easy to install and is stable and scalable."
"The solution's features have effectively met our operational requirements as a standard SQL database."
"The documentation is quite straightforward."
"The solution is very easy to implement."
"The solution is easy to set up and the implementation is very quick."
"It delivers fast processing times, particularly for frequent select queries and insert/update operations."
"The solution runs very quickly. It's not slow at all."
"I would say that for most use cases it works fine."
 

Cons

"Heavy.AI can be improved since it is a very large and comprehensive tool. For someone who does not have expertise in the tool, they will struggle somewhat, so I think it could be made easier for people."
"My experience with that was expensive to do for myself, so I had to get the company to sort of allow me to do it for Heavy.AI."
"Heavy.AI can be improved in agility to connect with multiple verticals, which is the first area, and the second is to analyze the business processes to prepare solutions for many verticals, as we approach this on a vertical basis."
"The connect engine is still a bit clunky, but it’s useful and fairly versatile."
"Complex queries in MariaDB where the query needs to parse thousands of lines or data values face some performance issues."
"It would be good if they can maybe improve the mass import in the database. Currently, for importing a large number of data, we create a CSV file and upload all the things in the system. The system does not activate them by default. We have to do this manually. This may be due to the version we are using, but this is something we would like to see improved."
"Data continuity could be improved."
"I’m not sure if it can scale."
"MariaDB's GUI is an area with certain shortcomings where improvements are required."
"With respect to clustering and the master-slave configuration, sometimes the slave goes out of synch."
"An improvement would be scaling it up to the levels of Oracle, especially when it comes to resilience, so that we can do higher transactions for two databases or power our operation."
 

Pricing and Cost Advice

Information not available
"The product is not expensive."
"There is a monthly subscription to use MariaDB."
"MariaDB is available for free."
"MariaDB is open-source and self-hosted."
"The tool is open-source."
"It is an open-source solution."
"The price could be less expensive."
"I rate the product's price a three on a scale of one to ten, where one is low price, and ten is high price since there are some support costs involved, even though it isn't an open-source solution."
report
Use our free recommendation engine to learn which Relational Databases Tools solutions are best for your needs.
921,523 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Construction Company
27%
Insurance Company
15%
Comms Service Provider
10%
Healthcare Company
9%
Financial Services Firm
10%
Comms Service Provider
10%
Computer Software Company
9%
University
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business5
Midsize Enterprise1
Large Enterprise5
By reviewers
Company SizeCount
Small Business28
Midsize Enterprise12
Large Enterprise26
 

Questions from the Community

What needs improvement with Heavy.AI?
I think whenever you're using these tools, you want it to be as conversational as possible, and I think more of that would be helpful for Heavy.AI. Allowing you to ask questions on how to do th...
What is your primary use case for Heavy.AI?
I was trying to get an idea of where some of the gaps were in my business specifically, where I should target my efforts using Heavy.AI for interactive analytics or graphics. I was trying to levera...
What advice do you have for others considering Heavy.AI?
I can compare Heavy.AI to some other things, and I was getting things that felt real. I was getting very good accuracy with it. It's hard to know exactly what is and what isn't accurate, bu...
What is your experience regarding pricing and costs for MariaDB?
MariaDB is in the pricey range, especially for huge databases handling terabytes of data. The cost depends on the volume of data and different features enabled during configuration, such as backup ...
What needs improvement with MariaDB?
The key area where MariaDB could be improved is its native GUI tooling; while the command-line interface works perfectly fine, the built-in visual tools for administration, management, and query de...
What is your primary use case for MariaDB?
My main use case for MariaDB was web applications, and I have been using MariaDB for just about a year now as I was in the development team. A specific web application where I used MariaDB is a hea...
 

Comparisons

 

Also Known As

OmniSci
No data available
 

Overview

 

Sample Customers

Pactriglo, TUTELA, Skyhook, npm, Inc., Simulmedia
Google, Wikipedia, Tencent, Verizon, DBS Bank, Deutsche Bank, Telefónica, Huatai Securities
Find out what your peers are saying about Heavy.AI vs. MariaDB and other solutions. Updated: November 2026.
921,523 professionals have used our research since 2012.