Google Cloud vs TensorFlow

Microsoft Azure

Amazon S3

Minitab

Amazon EC2

Mixpanel

cnvrg.io

Compare Google Cloud and TensorFlow based on features, pricing, verified reviews, integrations & more on GetApp. Find out which software is best for your business in 2026.

Microsoft Azure is a cloud computing platform designed to help organizations run virtual desktops and applications in the cloud. It offers businesses with built-in migration tools, which enables administrators to migrate remote desktop services (RDS) and Windows server desktops to various devices.

Amazon S3 is a simple storage service that helps developers and IT teams store, backup, archive and retrieve data from anywhere across the web. It allows administrators to store data in buckets, append tags to objects, configure access controls for several clients, conduct high-volume data analysis, gain insights into storage usage and gauge trends based on activities.

Amazon Elastic Compute Cloud (Amazon EC2) is a web service that provides resizable compute capacity in the cloud. It is designed to facilitate web-scale computing for developers.

Google Cloud Platform is a modular-based platform providing multiple build and scale services to businesses of any size within any industry. It offers tools for document storage, data warehousing, security key enforcement, app creation, API management, AI and machine learning, live chat, and more.

Access Controls/Permissions

Access Management

Activity Monitoring

AI/Machine Learning

Alerts/Escalation

Alerts/Notifications

Anti Virus

Application Management

Audit Management

Authentication

Automated Scheduling

Backup and Recovery

Bandwidth Monitoring

Business Process Automation

Calendar Management

Capacity Analytics

Chatbot

Cloud Application Security

Cloud Computing

Cloud Encryption

Cloud Security Policy Management

Code Development

Collaboration Tools

Compliance Management

Compliance Tracking

Configurable Workflow

Configuration Management

Connectivity Management

Cost Management

Custom Development

Customer Database

Customizable Dashboard

Dashboard

Data Blending

Data Capture and Transfer

Data Cleansing

Data Connectors

Data Dictionary Management

Data Discovery

Data Extraction

Data Import/Export

Data Integration

Data Management

Data Migration

Data Recovery

Data Replication

Data Security

Data Storage Management

Data Synchronization

Data Transformation

Data Virtualization

Data Visualization

Data Warehousing

Database Conversion

Database Support

Debugging

Deep Learning

Device Management

Diagnostic Tools

Document Management

Document Storage

Drag & Drop

Email Management

Encryption

Endpoint Management

Endpoint Protection

ETL - Extract Transfer Load

File Management

File Sharing

File Transfer

For Developers

For eCommerce

For Healthcare

For Sales Teams/Organizations

Forecasting

Full Text Search

Generative AI

Graphical User Interface

High Availability

High Volume Processing

HIPAA Compliant

In-Database Processing

Incident Management

Integrated Development Environment

Interactive Reports

Intrusion Detection System

IOC Verification

Lifecycle Management

Load Balancing

Log Access

Machine Learning

Metadata Management

ML Algorithm Library

Mobile Access

Mobile App

Mobile Development

Model Training

Monitoring

Multi-Cloud Management

Google Cloud

Web-based

Associate Solution Advisor

The availability of this tool is fabulous and configuring setting up clusters is done in minutes. Also, the performance of this service is amazing, be it in any region, across the globe.

Dispatcher

Ease of being able to access the information or saved documents of high importance. Love the fact you can connect with others and build great relationships with.

Teacher

I love how easy and user friendly this software is. It is also very reliable and consistently just works.

Digital Media Specialist

I have a very nice and professional experience with Google Cloud Platform, because I build and invest in my cloud with full confidence. Because I know that my content is fully secure and safe.

Health Care Administrator 

I enjoyed the learning process and I will most definitely consider this software moving forward. I'm very happy to have taken advantage of the free trial.

Student

It is charged in dollar which makes it very expensive for people living in countries where the local currency is weak compared to the US dollar.

digital recruitment specialist

I dislike that it causes me to worry about privacy in regards to anything I upload. You never truly know where it's going or who has access when it goes to the cloud.

Junior Mobile Developer

I really like the free tier of the many softwares and the easy integration of, for example, App engine. The sync with Firebase is awesome too.

I is just what I was looking for, I am able to store projects  and open them on several devices seamlessly. I wish I had found this software sooner its great.

Software Developer

The thing that I like most about this software would be the ease of access and the ease of use for the user.

Things are very well managed, I use BigQuery to analyse the data. Things are great there, the integrations/options are great.

Technical consultant 

Great customer support and easiness of implementing the apps. I was part of installing and support of SAP applications in GCP and I had good experience.

Owner

It´s a great platform with excellent network performance and scalability.

Google Cloud Platform is really a best platform that offers incredibly amazing cloud computing services. You can build apps and websites fasters.

real estate

It is easy to use and cost effective to ensure things are backed up.

2nd Year Student

Navigation on the pages can be confusing at times and some information is not updated for the latest version.

It can be quite expensive compared to other providers. It won´t have the same hardware performance as a bare metal server and might be costly if you are looking to get the same performance.

Quality Lead

Customer support is the best. Web-based console to manage your account.

Google Cloud screenshot: Google Cloud Platform billing

Google Cloud screenshot: Google Cloud Platform entity creation

Google Cloud screenshot: Google Cloud Platform instance creation

Google Cloud screenshot: Google Cloud Platform SQL

Google Cloud screenshot: Google Cloud monitoring performance

Google Cloud screenshot: Google Cloud current usage data for speech to text

Freelancers

Large Enterprises

Mid Size Business

Non Profit

Public Administrations

Small Business

cnvrg.io is a data science platform, which helps businesses across industries including finance, healthcare, media, IT, aerospace, and automobile build, automate, and manage the entire machine learning (ML) lifecycle, from research to deployment

Mixpanel helps companies build better products through data. With our powerful, self-serve product analytics solution, teams can easily analyze how and why people engage, convert, and retain to improve their user experience.

Minitab is a statistical and data analytics software, which helps organizations predict, visualize, and analyze business data to forecast patterns, discover trends, view relationships between variables, and more. The built-in assistant lets users manage data analysis and interpretation operations.

TensorFlow is an open-source platform, which helps developers, businesses, and researchers build, launch, and manage machine learning (ML)-enabled applications. The solution offers a collection of customizable workflows to assist organizations with developing and training models.

Natural Language Processing

Predictive Modeling

Workflow Management

TensorFlow

Windows

The framework has been amazing for me both for getting into machine learning and for developing more advanced projects.

Data Scientist

Many of the error messages can be cryptic and difficult to use when debugging. Frequent errors caused by data type mismatches.

Software Engineer

There are a lot of tutorials on getting started, some good data available for free to assist with the learning process. Everything can be run locally which makes it easy to expand on-site.

Has rich resources to support and help in learning the nuances of Neural Networks and Deep Learning  and helps in rapid initial prototyping.

Sr Director

It also has the ability to manage the end to end process in machine learning while also giving the ability to store data and importantly tools to monitor data quality along the ML journey.

Senior Solution Architect

There is a very active community for this software which makes it a very good choice for research projects.

Research Executive - Trainee

I'm totally satisfied of the usage and can recommend it to anyone who is doing a project on machine learning and AI.

General Manager

Great community support and a great vision ahead.

Quite satisfied and believe it is an important tool in machine learning used widely over the world.

Of course, there was also a problem. The resources of Aliyun were all based on fixed configuration to determine different prices.

It is quite tricky though to debug the code if it has some problems.

Software developer

TensorFlow helped to Learn and understand the working of any machine learning models. It is simple and easy to use and is very helpful for any new comer to start their machine learning journey.

Great charts visualization options. High performance and scalability.

Owner, previous CEO

It is completely flexible compared to its costly competitors. The software connects well with various data sources and in setting up scripts to run automatically.

It is hard to build our classes and integrate them with TensorFlow pre-built classes.

Debugging is incredibly difficult with version 1 of the framework (this is meant to be addressed in version 2) and can take a long time to get a handle of the particular concepts.

Assistant professor

Programming is little difficult with tensorflow.

Cost Efficient (Pay as you go). Provide easy way for accessing data and manipulating cloud API to automate Scalable operations.

Google Cloud vs TensorFlow Comparison (2026)

Google Cloud

TensorFlow

Overview

Video & Screenshots

Pricing

User reviews

Key features

Integrations

Alternatives