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Alibaba Cloud vs Amazon Bedrock comparison

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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)
9th
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)
5th
Average Rating
8.0
Reviews Sentiment
6.4
Number of Reviews
17
Ranking in other categories
AI Infrastructure (1st)
 

Mindshare comparison

As of October 2026, in the Infrastructure as a Service Clouds (IaaS) category, the mindshare of Alibaba Cloud is 5.4%, down from 12.0% compared to the previous year. The mindshare of Amazon Bedrock is 2.1%, up from 1.7% 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 Cloud5.4%
Other92.5%
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 a scalable product. So, scaling up or scaling down is possible."
"When comparing solutions such as GCP, which is the same as Alibaba Cloud, and others such as Amazon AWS and Azure, Alibaba Cloud is the preferred solution in China."
"The installation is easy."
"It is easy to set up."
"Feature-wise, it provides many features, and ECS, VM, SP, bucket object storage, and databases are the most valuable."
"Flexibility and costs were probably the most important thing for us. The cost was one of the big factors for choosing Alibaba Cloud relative to other cloud solutions, especially in Asia"
"Alibaba support is responsive. When we create tickets in the Alibaba portal, they usually respond online or call me in five minutes."
"ECS is the most valuable feature of the solution."
"It is the best solution in this category and is rated a nine out of ten."
"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."
"Data encryption while in transit and at rest is managed through Bedrock account."
"Bedrock proved beneficial for generating SQL queries, which helped in delivering precise information from the database."
"It was absolutely useful and we found that we are getting 90 to 95% plus success rate while extracting the data from unstructured documents."
"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."
"Amazon Bedrock's main value lies in its LLM capabilities; these are not generally things you can host easily on SageMaker, and you have to build up custom environments, particularly if you want access to the proprietary models."
"The most valuable features of Amazon Bedrock include scalability, ease of access, having 20 to 25 plus pre-trained models, and scaling capabilities."
 

Cons

"From a performance point of view, Huawei and Azure are faster. Alibaba isn't as good."
"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. For example, a customer wants to provision some VM that has many configurations. If I want to show the price to the customer, it is very challenging. The SDK that Alibaba has provided is very limited. We can have the pricing for VM, but we cannot have pricing for RDS databases or some other services. This is a big concern area for us. They should put more effort into the SDKs or APIs that they provide, for example, pricing APIs or pricing SDK. They do not provide support for most of the services they provide. For example, if I want to get the price of MongoDB, that SDK is not available from Alibaba. Similarly, robust API support is required for S3, which is OSS or Object Storage, so that we can read the data in a faster manner, for example, in chunks. We have raised many issues with the Alibaba support team, and they have been fixing the issues after we report them."
"The majority of the tools and processes, in general, have a lot of room for improvement."
"The support offered by the tool is ridiculous."
"A big area for improvement in Alibaba Cloud is its support. Another area for improvement in Alibaba Cloud is SDK-based service because sometimes, the SDKs don't work correctly. Support for API-based services also needs improvement in Alibaba Cloud because, at the moment, it's not that stable."
"Alibaba Cloud's initial setup is somewhat complex."
"Alibaba Cloud has some problems related to latency and connection issues. If you go for a cloud solution provider, you will need to access the Internet, which may result in latency and bandwidth issues, leading to slowness in operations."
"The solution should have more integration."
"Overall, I rate Amazon Bedrock a seven out of ten. It is slightly difficult to integrate with our product."
"The advantage of Bedrock is not as an amazing enabler of AI platforms, yet we utilize it to deploy application services and microservices within Bedrock ecosystem and leverage prequalified foundation models like Claude and others."
"It would be beneficial if Bedrock were optimized for hyperscale use to avoid needing a mixed approach with SageMaker."
"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."
"Amazon Bedrock is quite highly scalable, but there are some limitations they impose on the accounts, which could be an area for improvement."
"For companies in general, the main pain point or main issue related to Amazon Bedrock is security because they are not confident that all information is hidden by this kind of architecture."
"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."
"I would appreciate a greater focus on agentic Gen AI applications in Bedrock."
 

Pricing and Cost Advice

"Pricing for Alibaba Cloud is a little bit cheaper. It has reasonable pricing."
"I'm not sure about the exact pricing, but let's just say if it cost a dollar for Amazon AWS, it was closer to 70 to 80 cents for Alibaba Cloud."
"I don't know the exact cost. It is cheaper than AWS."
"Alibaba Cloud is cheaper."
"The solution's pricing is the same as AWS'."
"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"
"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."
"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
12%
Financial Services Firm
8%
Computer Software Company
8%
Manufacturing Company
12%
Financial Services Firm
12%
Comms Service Provider
10%
Outsourcing Company
9%
 

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: September 2026.
916,240 professionals have used our research since 2012.