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Alibaba Cloud vs Amazon Bedrock comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 16, 2024

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

Alibaba Cloud
Ranking in Infrastructure as a Service Clouds (IaaS)
10th
Average Rating
7.4
Reviews Sentiment
6.7
Number of Reviews
19
Ranking in other categories
No ranking in other categories
Amazon Bedrock
Ranking in Infrastructure as a Service Clouds (IaaS)
6th
Average Rating
8.0
Reviews Sentiment
6.4
Number of Reviews
17
Ranking in other categories
AI Infrastructure (1st)
 

Mindshare comparison

As of August 2026, in the Infrastructure as a Service Clouds (IaaS) category, the mindshare of Alibaba Cloud is 5.2%, down from 13.1% compared to the previous year. The mindshare of Amazon Bedrock is 2.1%, up from 1.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Infrastructure as a Service Clouds (IaaS) Mindshare Distribution
ProductMindshare (%)
Amazon Bedrock2.1%
Alibaba Cloud5.2%
Other92.7%
Infrastructure as a Service Clouds (IaaS)
 

Featured Reviews

Min HtetOo - PeerSpot reviewer
Chief Marketing Officer at Soft Intelligence
The solution is useful for application development, but the user interface and user experience must be improved
The product must be made easier to use. The design is a bit tricky. When we log in to the Alibaba Cloud Marketplace and browse products, they look very small. The user experience must be improved. Alibaba Cloud must increase its partner network and brand awareness in our country. It will give our customers more opportunities to scale and save in the long run.
Amal Amami - PeerSpot reviewer
Data Scientist Team Lead at Venarisecurity
Access to large language models has transformed how our team invokes APIs and creates reports
I may not be the right person to provide this insight or recommendation. I am not really following the progress in it. Some new features may have been implemented and I am not aware of it. I would have to go back to Amazon Bedrock for that information. Working on agentic tools and providing more capability on agentic AI is what was missing at the last time I explored Amazon Bedrock. As I recall now, I found some limitations or some models are not present in Amazon Bedrock sometimes while they are present in other platforms. There are new models that are coming, and sometimes I cannot find them in Amazon Bedrock. The limitation of region sometimes also caused some problems. Some models are found in regions and not in others, and the customers or the clients do not want the model to be hosted in a region different than their own. These are some limitations that we encounter sometimes while working on a product for a specific customer.

Quotes from Members

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

Pros

"It is easy to set up."
"I rate Alibaba Cloud's scalability an eight out of ten."
"Alibaba support is responsive. When we create tickets in the Alibaba portal, they usually respond online or call me in five minutes."
"The cost of hosting the solution is very reasonable; it's quite inexpensive and the solution is very secure."
"What's good about Alibaba Cloud is its database service. It's also good in the virtual machine area."
"Alibaba Cloud allows for easy setup of mirror sites and backup servers, ensuring data redundancy and high availability."
"The installation is easy."
"Alibaba Cloud has lower costs and good support."
"Amazon Bedrock is very easy to configure and launch, and it takes care of the creation of Docker images with CodeBuild and putting the images into the ECR repository very simply and easily with the help of Agent Core and Amazon Bedrock Agent Core."
"One of the best features of Amazon Bedrock is that it is easy to use, and users do not have to worry about the infrastructure."
"Amazon Bedrock is easy to use and practical, allowing for quick development."
"The integration with pre-trained AI models has been very beneficial, allowing me to quickly access powerful machine learning models without the need to build them from scratch."
"Amazon Bedrock is an artificial intelligence engine that allows me to upload analyses of the quality of customer support calls."
"The impact of Amazon Bedrock's sophisticated natural language processing on our company's ability to predict future outcomes is very interesting because, before we were using some Python codes, we created server instances to upload it, and we had some difficulty integrating it with the ecosystem because all the features we were creating were manually based."
"The most valuable feature of Bedrock is its security and the model's ability to modify vector dimensions easily."
"Bedrock proved beneficial for generating SQL queries, which helped in delivering precise information from the database."
 

Cons

"The flexibility of the solution could be improved."
"The majority of the tools and processes, in general, have a lot of room for improvement."
"Customer support has a lot of room for improvement. There's just general documentation, general customer support, and general maturity of the processes are all lacking when compared to Amazon or Google."
"From the improvement point of view, there are lots of issues that we are facing. In all the areas, it seems like it is not mature."
"If you want more accuracy, stability, and 24/7 customer support, primarily relying on the SDKs and APIs, you should think twice."
"Regarding security issues, Alibaba Cloud is more complex and better suited for developers and R&D teams. On the other hand, Google Cloud is more convenient for new users."
"I wouldn't recommend Alibaba. I think other companies should just use Azure instead, as it's a much simpler solution."
"Alibaba Cloud's initial setup is somewhat complex."
"One area for improvement is in cost—it tends to be a bit on the higher side, especially for enterprise versions."
"While working with Bedrock, I incurred charges that were not explicitly mentioned in the pricing documentation."
"The end-to-end application setup integration was very difficult."
"There is a need for improved documentation, smoother integration, and possibly reduced prices given the competition."
"The initial setup of Amazon Bedrock is somewhat complex as it requires integration with two to three services."
"Overall, I rate Amazon Bedrock a seven out of ten. It is slightly difficult to integrate with our product."
"However, their product is not as mature as Snowflake or Databricks."
"What could be improved for Amazon Bedrock to make it more mature is that AWS needs to consider bringing their platforms together, and not having different ML and AI platforms."
 

Pricing and Cost Advice

"The product is not that expensive."
"I noticed on the pricing that it's quite expensive. It is the price you pay for making a practical choice for enterprise-level companies since it has so many features and it fits an enterprise-level company just like our company right now."
"The cost is better than similar solutions."
"We cut our costs significantly by migrating our infrastructure to the cloud. Alibaba Cloud employs a pay-as-you-go model, so that minimizes many costs for us."
"Alibaba Cloud is cheaper."
"The cost of Alibaba Cloud is lower than that of AWS, but I feel that its price is on the higher end of the spectrum. Alibaba Cloud charges its users a price in dollars"
"The price of Alibaba Cloud is good. If I was to use Microsoft Azure I would have to pay 30 percent more."
"I don't know the exact cost. It is cheaper than AWS."
"One customer paid around $100 to $200 per month, which was significant given their overall infrastructure costs."
"The cost of using Amazon Bedrock is quite high, as I incurred unexpected charges amounting to $130 USD within two weeks without actually deploying the model."
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Top Industries

By visitors reading reviews
Manufacturing Company
16%
Comms Service Provider
9%
Financial Services Firm
9%
Computer Software Company
8%
Manufacturing Company
14%
Financial Services Firm
12%
Outsourcing Company
9%
Comms Service Provider
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business10
Midsize Enterprise3
Large Enterprise8
By reviewers
Company SizeCount
Small Business9
Midsize Enterprise1
Large Enterprise8
 

Questions from the Community

Which solution do you prefer: Alibaba Cloud or Microsoft Azure?
Thanks for sharing these insights! I completely agree that Microsoft Azure provides IT administrators with strong centralized management, robust security controls through RBAC, and tools for cost o...
What is your experience regarding pricing and costs for Amazon Bedrock?
The price of invoking the model is considerably better compared to hosting the model with our local resources. This is an advantage for Amazon Bedrock.
What needs improvement with Amazon Bedrock?
Currently, I do not have any negative points in mind about Amazon Bedrock because I think Amazon Bedrock and other services are good. We have to use OpenSearch as well. We have not implemented RAG ...
What is your primary use case for Amazon Bedrock?
I am currently working on Amazon Bedrock Agent Core. We have created a data pipeline where we are using Amazon Bedrock Agent Core primarily for transformation. We use the agent for custom rules, tr...
 

Overview

 

Sample Customers

Schneider Electric, BorderX Lab, Royal Philips, Catchpoint, Conversant, Blogmint
Information Not Available
Find out what your peers are saying about Alibaba Cloud vs. Amazon Bedrock and other solutions. Updated: August 2026.
908,800 professionals have used our research since 2012.