Google Cloud vs Modal Labs comparison

Google and Modal Labs are both solutions in the Infrastructure as a Service Clouds (IaaS) category. Google is ranked #3 with an average rating of 8.6, while Modal Labs is ranked #17 with an average rating of 8.0. Google holds a 4.9% mindshare in ISI, compared to Modal Labs’s 0.8% mindshare. Additionally, 97% of Google users are willing to recommend the solution, compared to 100% of Modal Labs users who would recommend it.

Google Cloud

Read 81 Google Cloud reviews

15,948 Views
10,685 Comparison Views

97% willing to recommend

Modal Labs

Read 1 Modal Labs review

1,027 Views
1,027 Comparison Views

100% willing to recommend

Google Cloud

Modal Labs

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Executive Summary

We performed a comparison between Google Cloud and Modal Labs based on real PeerSpot user reviews.

Find out what your peers are saying about Microsoft, Amazon Web Services (AWS), Google and others in Infrastructure as a Service Clouds (IaaS).

To learn more, read our detailed Infrastructure as a Service Clouds (IaaS) Report (Updated: August 2026).

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Infrastructure as a Service Clouds (IaaS)

August 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

Google Cloud

Ranking in Infrastructure as a Service Clouds (IaaS)

3rd

Average Rating

8.4

Reviews Sentiment

6.8

Number of Reviews

Ranking in other categories

PaaS Clouds (4th)

Modal Labs

Ranking in Infrastructure as a Service Clouds (IaaS)

17th

Average Rating

8.0

Reviews Sentiment

2.3

Number of Reviews

Ranking in other categories

No ranking in other categories

Mindshare comparison

As of August 2026, in the Infrastructure as a Service Clouds (IaaS) category, the mindshare of Google Cloud is 4.9%, down from 7.4% compared to the previous year. The mindshare of Modal Labs is 0.8%, up from 0.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Infrastructure as a Service Clouds (IaaS) Mindshare Distribution
Product	Mindshare (%)
Google Cloud	4.9%
Modal Labs	0.8%
Other	94.3%

Infrastructure as a Service Clouds (IaaS)

Featured Reviews

AnjaneyaVara Prasad

Solution Architect at a tech vendor with 10,001+ employees

Cloud services have reduced on‑prem hardware costs and now support flexible microservices workloads

Regarding potential areas of improvement for Google Cloud, considering that they are providing 300 plus services, some services could be improved. For example, if I am facing some network troubleshooting issue in GKE in Google Cloud, I have to dig deeply and enable some special logs, such as flow logs. To enable that, it is chargeable. At least for basic services, they should give end-to-end support. In terms of end-to-end support, if I am purchasing one firewall from Google and using that firewall, all firewall-related services should be free. If I want to troubleshoot something deep and perform deep troubleshooting, you have to enable some additional logs. That is not that good. If I have to enable additional logs and want to store them into Google Cloud storage, which is similar to an S3 bucket, it is again chargeable. Those kinds of things should be given as part of the package. If you take firewall, all firewall-related logs, activities, and diagnostics everything should come as one package. If you want to do some deep analysis, you have to enable these logs, and for that you have to store them in the cloud storage, which is again chargeable. We should not have those kinds of things.Regarding additional costs, it can vary case by case. If I want to do deep analysis, I have to enable some logs, and for those logs, Google is charging. I am already paying for my virtual firewall from Google, and I am paying the cost for that. If I want to do some further troubleshooting and enable some low-level logs, they are charging for that. So these are the kinds of things I am talking about. To do very deep-level troubleshooting and enable additional logs, they will be charging. Not only Google, but all clouds are charging for this. Functionality-wise, Google Cloud is fine. In terms of virtual machine deployment or VM instance, the functionality is good.

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reviewer2855421

AI Engineer at a university with 5,001-10,000 employees

Low-friction compute has accelerated my prototyping and supports fast code evaluation runs

I don't have anything else to add about my main use case or how Modal Labs fits into my workflow. I don't want to add anything else about the features. I don't measure my outcomes with Modal Labs, but my experience has been pretty good for use cases where other providers, which usually involve renting out the full VM, is too much of a high-friction option. This being low-friction is valuable. I have no comments regarding Modal Labs's AI capabilities, specifically about its governance and security because I haven't used it in that context. Regarding Modal Labs's AI capabilities, I find its accuracy and reliability of output to be extremely reliable. I don't think there is anything to improve regarding accuracy because it is a provider. I use Modal Labs for experimentation on and off, and I do not properly deploy it. I did not purchase Modal Labs through the AWS Marketplace. I used the free tier. My advice to others looking into using Modal Labs is to try it, as they have thirty dollars of free credits every month. I give Modal Labs an overall rating of eight.

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Quotes from Members

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

Pros

"Good storage and ease of access."

"Google Cloud is a good alternative solution; I think it's a better fit for Mac operating systems than Windows, and if you're utilizing Google Cloud for something like big data, then their BigQuery is decent."

"I find Google Cloud to be more manageable and cost-effective compared to other solutions, offering good availability and scalability."

"I like it due to the fact that it can be accessed from everywhere and it can be used for every kind of solution you need."

"I haven't had any trouble setting up Google Cloud."

"It's available any time you need it."

"Google Cloud is perceived as a cost-effective and user-friendly option, especially compared to AWS. The current affordability and ease of use make it suitable for medium-sized companies. While the complexity may increase in the future, for now, Google Cloud is considered easy to use."

"Google Meet is simple to use regarding configuration and recording sessions."

More Google Cloud pros

"Modal Labs has positively impacted my organization and my work because I don't think there is any other provider that lets me attach it as functions, and I think it fits my workflow more naturally."

Cons

"Its integration with one of the third-party platforms could be better."

"Google Cloud lacks some tools for database migration. I've only used MySQL and AWS in my career, so those are the only ones I can compare. AWS has a database migration tool that you can integrate with a cloud backup, so can take that backup and restore it in the AWS public cloud, but it's not the same with Google Cloud."

"I cannot recall coming across any missing features."

"The Spanish version is in beta. It needs to be farther along."

"The product should be more cost-effective."

"The solution has okay stability, however, that said, it has a way to go before it keeps up to something like Azure."

"They need to improve the costing for predictive analytics, which is mainly related to the tools that come with AI. They also need to improve the BigQuery cost optimization and the visualization."

"There are some areas where Google Cloud could be improved. Specifically, they are not well-aligned with right-to-left languages like Hebrew and Arabic. We encounter numerous issues when we use documents that mix right-to-left languages with left-to-right languages, such as Hebrew and English. This lack of alignment creates significant problems. Considering more than 400 million Arabic speakers, this is a central area where improvements would be beneficial."

More Google Cloud cons

"Modal Labs could be improved by not charging for the building of containers, as it turns out to be more expensive for certain use cases like mine where I have to try out many different containers."

Pricing and Cost Advice

"For the license, we didn't have to pay for any additional fees."

"The price of the solution could be better."

"The licensing for Google Cloud seems to be quite cheap and they're actually quite reasonable in comparison to Azure, which, as it turns out, is quite expensive. Even though Azure has a data center in South Africa it's still quite costly. There's no scaling, so if you go with the VM, you pay 2500 Rand. When you add another VM, it's another 2500 Rand even though you don't use the whole thing. With Google, you can go up as incrementally as you need to, even if it's just 30 Rand."

"We pay for a license."

"Pricing for Google Cloud could be improved. It would be better if it were lower."

"The price of Google Cloud is affordable compared to others services. I pay monthly for the service."

"It is not easy to calculate the price of the solution from the pricing table since they are not standard rates. However, I find the solution’s prices to be fair and reasonable."

"Compared to Azure Cloud, Google Cloud is more expensive but it is okay."

More Google Cloud pricing and cost advice

Information not available

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Top Industries

By visitors reading reviews

Manufacturing Company

14%

Financial Services Firm

12%

Comms Service Provider

10%

Construction Company

University

21%

Outsourcing Company

Construction Company

Computer Software Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	42
Midsize Enterprise	10
Large Enterprise	38

No data available

Questions from the Community

What needs improvement with Google Cloud?

I think perhaps the usability of Google Cloud could be one of the things that might get improved. In terms of not having to type the whole instruction I need to input to the system, just maybe some...

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What is your primary use case for Google Cloud?

My main use case for Google Cloud would be using the functions and the Vertex AI functionality, so mostly AI research and AI deployment. For my AI research and deployment, I use Vertex AI to extrac...

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What advice do you have for others considering Google Cloud?

On a scale of 1 to 10, I rate Google Cloud a nine. I choose nine because it combines a unique set of tools that are actually helpful and impactful on my daily work. Regarding Google Cloud's AI capa...

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What needs improvement with Modal Labs?

Modal Labs could be improved by not charging for the building of containers, as it turns out to be more expensive for certain use cases like mine where I have to try out many different containers. ...

See all answers

What is your primary use case for Modal Labs?

My main use case for Modal Labs is to accelerate my prototypes because I find it effective. A specific example of a prototype I accelerated using Modal Labs is when I wanted to run evaluations for ...

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What advice do you have for others considering Modal Labs?

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Comparisons

Alibaba Cloud vs Google Cloud

Compared 21% of the time

Amazon AWS vs Google Cloud

Compared 6% of the time

Microsoft Azure vs Google Cloud

Compared 6% of the time

Oracle Cloud Infrastructure (OCI) vs Google Cloud

Compared 6% of the time

Akamai Connected Cloud (Linode) vs Google Cloud

Compared 5% of the time

More Google Cloud Competitors

Amazon Bedrock vs Modal Labs

Compared 34% of the time

Amazon AWS vs Modal Labs

Compared 24% of the time

Microsoft Azure vs Modal Labs

Compared 11% of the time

DigitalOcean vs Modal Labs

Compared 6% of the time

NTT Cloud vs Modal Labs

Compared 3% of the time

More Modal Labs Competitors

Product Reports

Buyer's Guide

Google Cloud

August 2026

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Buyer's Guide

Infrastructure as a Service Clouds (IaaS)

August 2026

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Also Known As

GCP

No data available

Overview

Google Cloud offers a comprehensive platform renowned for cost-effectiveness, scalability, robust security, and seamless integration with tools such as Kubernetes, making it suitable for various business functions.

Google Cloud stands out for its ease of setup, stable infrastructure, and user-friendly interface. It provides essential features for AI, data analytics, and reliable storage, supporting multi-regional deployments for diverse applications. While maintaining minimal operational costs, it ensures simplified deployment and comprehensive application capabilities. However, improvements are needed in monitoring tools, customer support, documentation, and pricing options. Enhancements in stability, integration, and workload management are also required.

What are the essential features of Google Cloud?

Cost-effectiveness: Enables budget-friendly operations and reduced operational costs.
Easy Setup: Offers a straightforward and quick setup process.
Scalability: Supports growing business needs with vast resources and infrastructure.
Robust Security: Provides strong protection and compliance measures.
Seamless Integration: Effective integration with tools like Kubernetes and other applications.

What benefits and ROI can be observed?

Reduction in Operational Costs: Minimizes infrastructure and maintenance expenses.
Global Reach: Allows businesses to expand operations across multiple regions.
Flexibility: Adapts to different business models and rapid scaling needs.
Cross-Platform Compatibility: Facilitates integration with existing tools and platforms.

Industries leverage Google Cloud for infrastructure management, analytics, application hosting, and development environments. Entities utilize its cloud network, machine learning support, disaster recovery solutions, and big data handling. Many rely on Workspace tools for communication and virtual machine applications for efficient IT infrastructure deployment.

Google

Modal Labs provides innovative solutions for data processing and analytics, offering a blend of advanced technology and ease of use to meet business requirements. Its cutting-edge features facilitate efficient task management and data integration tailored to industry needs.

Modal Labs addresses complex data challenges with its sophisticated platform that supports seamless data manipulation and insightful analytics. Users can manage their data processes effectively, driving enhanced productivity and informed decision-making. The platform's adaptability fosters a collaborative environment, allowing integration with existing systems for streamlined operations. Modal Labs stands out in sectors requiring precision and rapid data processing.

What are the key features of Modal Labs?

Data Integration: Streamlines data from multiple sources for comprehensive analysis.
Advanced Analytics: Provides in-depth insights for data-driven strategies.
Automation Tools: Simplifies repetitive tasks to enhance efficiency.
Scalability: Adapts to growing data demands, ensuring continuous performance.
Collaboration Capabilities: Enables team collaboration for optimized outcomes.

What benefits or ROI should users expect from Modal Labs?

Improved Decision-Making: Access to detailed analytics supports better strategic choices.
Time Efficiency: Automation and streamlined processes save valuable time.
Cost Savings: Reduces the need for additional resources through efficient operations.

In finance, Modal Labs assists with real-time data processing for risk assessment and fraud detection. Retailers utilize it for inventory management and customer insights. In healthcare, it supports patient data analysis for improved care outcomes. Modal Labs meets industry-specific demands with precision and adaptability.

Modal Labs

Buyer's Guide

Infrastructure as a Service Clouds (IaaS)

August 2026

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