Alibaba Cloud vs Amazon Bedrock comparison

Alibaba and Amazon Web Services (AWS) are both solutions in the Infrastructure as a Service Clouds (IaaS) category. Alibaba is ranked #8 with an average rating of 8.0, while Amazon Web Services (AWS) is ranked #9 with an average rating of 8.1. Alibaba holds a 7.2% mindshare in ISI, compared to Amazon Web Services (AWS)’s 2.1% mindshare. Additionally, 75% of Alibaba users are willing to recommend the solution, compared to 94% of Amazon Web Services (AWS) users who would recommend it.

Alibaba Cloud

Read 19 Alibaba Cloud reviews

5,710 Views
5,653 Comparison Views

75% willing to recommend

Amazon Bedrock

Read 17 Amazon Bedrock reviews

2,118 Views
1,228 Comparison Views

94% willing to recommend

Alibaba Cloud

Amazon Bedrock

Comparison Buyer's Guide

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Executive SummaryUpdated on Dec 16, 2024

Alibaba Cloud and Amazon Bedrock compete in cloud services, with Alibaba Cloud having an edge in cost-effectiveness, especially in Asia, while Amazon Bedrock offers stronger AI model capabilities.

Features: Alibaba Cloud is known for its cost-effective solutions with extensive features and flexibility, making it popular in Asia. It offers a secure platform with tools like ECS, object storage, and databases. Amazon Bedrock focuses on security and flexibility, offering pre-trained models and features like fine-tuning, supporting diverse AI-related tasks with insightful capabilities.

Room for Improvement: Alibaba Cloud needs enhancement in its user interface, SDKs, APIs, and pricing transparency, with notable latency and support challenges. Better documentation and market presence are also needed. Amazon Bedrock requires improved documentation, integration options, and more transparency in pricing. Enhanced complexity of Gen AI features and broader integration points are also necessary.

Ease of Deployment and Customer Service: Alibaba Cloud supports various cloud deployments with mixed customer service feedback, often varying in support responsiveness. Amazon Bedrock focuses on public cloud options but shares similar service issues, especially in needing more skilled support personnel and better documentation for smoother deployments.

Pricing and ROI: Alibaba Cloud is seen as affordable, particularly in Asia, offering competitive pricing with a pay-as-you-go model, leading to good ROI. Amazon Bedrock costs are perceived as higher, impacting perceptions despite its affordability for AI experimentation and comprehensive feature set, maintaining competitiveness in the enterprise sector.

To learn more, read our detailed Alibaba Cloud vs. Amazon Bedrock Report (Updated: March 2026).

Buyer's Guide

Alibaba Cloud vs. Amazon Bedrock

March 2026

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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)

8th

Average Rating

7.4

Reviews Sentiment

6.7

Number of Reviews

Ranking in other categories

No ranking in other categories

Amazon Bedrock

Ranking in Infrastructure as a Service Clouds (IaaS)

9th

Average Rating

8.0

Reviews Sentiment

6.4

Number of Reviews

Ranking in other categories

AI Infrastructure (1st)

Mindshare comparison

As of April 2026, in the Infrastructure as a Service Clouds (IaaS) category, the mindshare of Alibaba Cloud is 7.2%, down from 11.4% compared to the previous year. The mindshare of Amazon Bedrock is 2.1%, up from 0.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Infrastructure as a Service Clouds (IaaS) Mindshare Distribution
Product	Mindshare (%)
Alibaba Cloud	7.2%
Amazon Bedrock	2.1%
Other	90.7%

Infrastructure as a Service Clouds (IaaS)

Featured Reviews

Salahuddin Shaikh

Site Reliability Engineer at EPAM Systems

Alibaba Cloud has evolved a lot in all specially in AI space, but still needs to improve the support offered to users.

The part where the product lacks is not because of the services it offers. The support offered by the tool is ridiculous. Whenever you raise the support ticket, someone from China comes over the phone. When I used to raise a ticket for support, some person from China came along with another English-speaking person to whom I had to explain my issues, after which the English-speaking individual used to translate it into Mandarin for the person from China. The Chinese person used to explain something in Mandarin to the English-speaking person, and it used to keep happening continuously, making it a hectic support service from Alibaba Cloud. The support was time-consuming, and it was also frustrating. As a technical person, if you are someone who is expecting something to be done as soon as possible and the support services offered to you turn out to be time-consuming and frustrating, then it won't be a great experience for the users.

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RodrigoBassani

Diretor at Hat Thinking

Advanced integration and flexible architecture drive efficient business solutions

I have to gain more maturity to provide some improvements to Amazon Bedrock. I have a lot to do with the environment they already provided. For example, they are able to connect to any LLM solution such as Llama, Meta, Gemini, or ChatGPT. It is open; you just choose your favorite LLM solution, and you can integrate it into Amazon Bedrock. We have a lot of possibilities to do this integration at this moment; we just need to work on it, create more maturity, and then we can provide some enhancements that we can see on the solution as a whole. 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. They wonder if they are providing some company information that can run away, and I think that is the challenge we have now. We need to find ways to work on it and make our clients' data secure. They are looking for that to guarantee that this is a great solution for companies that is also secure.

Read full review

Quotes from Members

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

Pros

"What's good about Alibaba Cloud is its database service. It's also good in the virtual machine area."

"ECS is the most valuable feature of the solution."

"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"

"The cost of hosting the solution is very reasonable; it's quite inexpensive and the solution is very secure."

"We cut our costs significantly by migrating our infrastructure to the cloud, and Alibaba Cloud employs a pay-as-you-go model, so that minimizes many costs for us."

"Alibaba Cloud has lower costs and good support."

"It's easy to use, cheaper than other solutions, and more secure."

More Alibaba Cloud pros

"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."

"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 offers an environment where we only pay for the model we use, and AWS handles the scaling."

"Data encryption while in transit and at rest is managed through Bedrock account."

"The most valuable features of Amazon Bedrock include scalability, ease of access, having 20 to 25 plus pre-trained models, and scaling capabilities."

"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 easy to use and practical, allowing for quick development."

"The most beneficial aspect of Bedrock is its pool of models to choose from, catering to specific needs."

More Amazon Bedrock pros

Cons

"I think that sometimes the customer service for Alibaba Cloud is inefficient.... Sometimes it's hard to reach out to them."

"The majority of the tools and processes, in general, have a lot of room for improvement."

"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."

"Alibaba Cloud's initial setup is somewhat complex."

"I wouldn't recommend Alibaba. I think other companies should just use Azure instead, as it's a much simpler solution."

"The flexibility of the solution could be improved."

"I would not recommend the solution to others."

More Alibaba Cloud cons

"The user interface of Amazon Bedrock on the management console needs improvements. It's very bland at the moment."

"It would be beneficial if Amazon Bedrock could provide multiple responses to a query, allowing users to choose the best option."

"One area for improvement is in cost—it tends to be a bit on the higher side, especially for enterprise versions."

"The user interface of Amazon Bedrock on the management console needs improvements."

"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."

"Amazon native models could proliferate Bedrock in the future. We would welcome Amazon native models to Bedrock since, if they are natively built by Amazon, they are tuned to SageMaker and other Amazon service layers."

"Overall, I rate Amazon Bedrock a seven out of ten. It is slightly difficult to integrate with our product."

"While working with Bedrock, I incurred charges that were not explicitly mentioned in the pricing documentation."

More Amazon Bedrock cons

Pricing and Cost Advice

"I don't know the exact cost. It is cheaper than AWS."

"The price of Alibaba Cloud is good. If I was to use Microsoft Azure I would have to pay 30 percent more."

"Pricing for Alibaba Cloud is a little bit cheaper. It has reasonable pricing."

"On a scale from one to ten, where one is cheap and ten is expensive, I rate the solution's pricing a three out of ten."

"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."

"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."

"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"

More Alibaba Cloud pricing and cost advice

"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."

"One customer paid around $100 to $200 per month, which was significant given their overall infrastructure costs."

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Top Industries

By visitors reading reviews

Manufacturing Company

13%

Financial Services Firm

Computer Software Company

Comms Service Provider

Manufacturing Company

13%

Financial Services Firm

10%

Computer Software Company

Comms Service Provider

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	10
Midsize Enterprise	3
Large Enterprise	7

By reviewers
Company Size	Count
Small Business	8
Midsize Enterprise	1
Large Enterprise	7

Questions from the Community

What is your experience regarding pricing and costs for Alibaba Cloud?

On a scale from one to ten, where one is cheap and ten is expensive, I rate the solution's pricing a three out of ten.

See all answers

What needs improvement with Alibaba Cloud?

Alibaba Cloud needs to improve emails. Its pricing can also be lower. Regarding security issues, Alibaba Cloud is more complex and better suited for developers and R&D teams. On the other hand,...

See all answers

What is your primary use case for Alibaba Cloud?

I was using Alibaba Cloud for the deployment of one of the products that my previous company was developing for a client in the KSA, where I had utilized servers, storage accounts, email services, ...

See all answers

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.

See all answers

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 ...

See all answers

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...

See all answers

Comparisons

Amazon AWS vs Alibaba Cloud

Compared 26% of the time

Microsoft Azure vs Alibaba Cloud

Compared 21% of the time

Google Cloud vs Alibaba Cloud

Compared 17% of the time

Tencent Cloud vs Alibaba Cloud

Compared 12% of the time

Oracle Cloud Infrastructure (OCI) vs Alibaba Cloud

Compared 5% of the time

More Alibaba Cloud Competitors

Oracle Cloud Infrastructure (OCI) vs Amazon Bedrock

Compared 17% of the time

Google Vertex AI vs Amazon Bedrock

Compared 13% of the time

Modal Labs vs Amazon Bedrock

Compared 8% of the time

Microsoft Azure vs Amazon Bedrock

Compared 7% of the time

NVIDIA DGX Cloud vs Amazon Bedrock

Compared 7% of the time

More Amazon Bedrock Competitors

Product Reports

Buyer's Guide

Alibaba Cloud

March 2026

Download Alibaba Cloud product report

Buyer's Guide

Amazon Bedrock

March 2026

Download Amazon Bedrock product report

Overview

Alibaba Cloud offers a comprehensive suite of cloud computing services to support growing enterprises worldwide, including data storage, relational databases, big-data processing, and content delivery networks.

Alibaba

Amazon Bedrock offers comprehensive model customization and integration with AWS services, making AI development more flexible for users. It streamlines content generation and model fine-tuning with a focus on security and cost efficiency.

Amazon Bedrock is engineered to provide a seamless AI integration experience with a strong emphasis on security and user-friendliness. It simplifies AI development by offering foundational models and managed scaling, enhancing both trust and operational efficiency. With its versatile model customization and ease of integration, Bedrock reduces the need for extensive infrastructure management. It supports businesses in deploying pre-trained models, performing generative AI tasks, and improving analytics through AI technologies such as chatbots, sentiment analysis, and data formatting.

What are the key features of Amazon Bedrock?

Security: Ensures robust data protection and confidentiality.
Versatile Model Customization: Allows tailoring of AI models to specific needs.
Integration with AWS Services: Enhances operational processes with seamless AWS integrations.
Managed Scaling: Offers automatic scaling without the need for extensive infrastructure management.
User-Friendliness: Simplifies AI development processes for users.

What benefits should users look for in the reviews?

Cost Efficiency: Reduces expenses while maximizing output.
Operational Efficiency: Streamlines AI processes and reduces workload.
Enhanced Security: Increases trust with strong data protection measures.
Ease of Use: Minimizes the complexity of AI implementation.

Amazon Bedrock is applied across industries for implementing AI-driven solutions like enhancing customer service with chatbots and improving data analysis with sentiment analysis tools. Businesses create knowledge bases, automate business processes, and utilize pre-trained models for tasks such as invoice processing and customer call analysis. Its integration with large language models assists in text and image generation, offering diverse AI capabilities adaptable to industry needs.

Amazon Web Services (AWS)

Sample Customers

Schneider Electric, BorderX Lab, Royal Philips, Catchpoint, Conversant, Blogmint

Information Not Available

Buyer's Guide

Alibaba Cloud vs. Amazon Bedrock

March 2026

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