# Best Other IT Infrastructure Software

## How Many Other IT Infrastructure Software Products Does G2 Track?

**Total Products under this Category:** 263

### Category Stats (Jul 2026)

- **Average Rating:** 4.29/5 (↓0.01 vs Jun 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** CoinGecko API (+0.52%) - Among all products in this category, CoinGecko API recorded the largest rating increase compared to last month

_Last updated: July 29, 2026_

## How Does G2 Rank Other IT Infrastructure Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 900+ Authentic Reviews
- 263+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

## G2 Grid® for Other IT Infrastructure Software
 ![G2 Grid® for Other IT Infrastructure Software plotting products by satisfaction and market presence](https://www.g2.com/categories/other-it-infrastructure/grids.png?focus%5B%5D=115192&focus%5B%5D=149733&focus%5B%5D=1196178&focus%5B%5D=40865&focus%5B%5D=1309571&focus%5B%5D=168633&focus%5B%5D=87455&focus%5B%5D=104280)

Highlighted products: AWS Cloud Development Kit (AWS CDK), Firstbase, CoinGecko API, AWS Schema Conversion Tool, Azure Quantum, Amazon AppFlow, AWS Transit Gateway, and AWS Deep Learning Containers.

Underlying data: [Grid® JSON](https://www.g2.com/categories/other-it-infrastructure/grids.json?focus%5B%5D=aws-cloud-development-kit-aws-cdk&focus%5B%5D=firstbase-firstbase&focus%5B%5D=coingecko-api&focus%5B%5D=aws-schema-conversion-tool&focus%5B%5D=azure-quantum&focus%5B%5D=amazon-appflow&focus%5B%5D=aws-transit-gateway&focus%5B%5D=aws-deep-learning-containers)

### [AWS Cloud Development Kit (AWS CDK)](https://www.g2.com/products/aws-cloud-development-kit-aws-cdk/reviews)

The AWS Cloud Development Kit (AWS CDK) is an open-source software development framework that enables developers to define cloud infrastructure using familiar programming languages such as TypeScript, Python, Java, C#, and Go. By leveraging AWS CDK, developers can model and provision cloud application resources through code, streamlining the process of building and managing AWS environments. Key Features and Functionality: - Familiar Programming Languages: AWS CDK supports multiple languages, allowing developers to use their preferred programming language to define cloud infrastructure. - Reusable Constructs: The framework provides a library of constructs—pre-built components that encapsulate AWS resources and configurations—promoting reusability and reducing boilerplate code. - Higher-Level Abstractions: Developers can create custom, higher-level abstractions known as patterns to simplify complex infrastructure setups and improve maintainability. - Integration with AWS CloudFormation: AWS CDK applications are compiled into AWS CloudFormation templates, ensuring compatibility with existing AWS CloudFormation features and tools. - Modularity and Extensibility: The framework encourages modularity and extensibility by allowing developers to create and share custom constructs and patterns. Primary Value and Problem Solved: AWS CDK addresses the challenge of managing cloud infrastructure by enabling developers to define and provision resources using code, thereby treating infrastructure as code (IaC). This approach enhances productivity, ensures consistency, and facilitates best practices in cloud application development. By using familiar programming languages, developers can seamlessly integrate infrastructure definition with application code, leading to more efficient development workflows and easier maintenance of cloud environments.

**Average Rating:** 4.4/5.0

**Total Reviews:** 130

#### How Do G2 Users Rate AWS Cloud Development Kit (AWS CDK)?

- **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.6/10 (Category avg: 8.4/10)
- **Ease of Admin:** 8.1/10 (Category avg: 8.6/10)
- **Ease of Use:** 8.4/10 (Category avg: 8.5/10)

#### Who Is the Company Behind AWS Cloud Development Kit (AWS CDK)?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Who Uses This:** Software Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 35% Large, 35% Medium

#### What Are Recent G2 Reviews of AWS Cloud Development Kit (AWS CDK)?

**["AWS CDK Makes Infrastructure as Code More Maintainable and Reusable"](https://www.g2.com/survey_responses/aws-cloud-development-kit-aws-cdk-review-12934137)**

**Rating:** 5.0/5.0 stars

_— Atharva P._

[Read full review](https://www.g2.com/survey_responses/aws-cloud-development-kit-aws-cdk-review-12934137)

**["Infrastructure as Code Made Easy with Real Languages in AWS CDK"](https://www.g2.com/survey_responses/aws-cloud-development-kit-aws-cdk-review-12825384)**

**Rating:** 4.0/5.0 stars

_— Gal Z._

[Read full review](https://www.g2.com/survey_responses/aws-cloud-development-kit-aws-cdk-review-12825384)

#### What Are G2 Users Discussing About AWS Cloud Development Kit (AWS CDK)?

- [What are the benefits and drawbacks of using AWS CDK for cloud infrastructure development?](https://www.g2.com/discussions/what-are-the-benefits-and-drawbacks-of-using-aws-cdk-for-cloud-infrastructure-development) - 1 comment
- [What is AWS Cloud Development Kit (AWS CDK) used for?](https://www.g2.com/discussions/what-is-aws-cloud-development-kit-aws-cdk-used-for) - 1 comment
- [How do I upgrade AWS CDK?](https://www.g2.com/discussions/how-do-i-upgrade-aws-cdk) - 1 comment
- [What is a CDK programming?](https://www.g2.com/discussions/what-is-a-cdk-programming)
- [How does AWS CDK work?](https://www.g2.com/discussions/how-does-aws-cdk-work) - 1 comment

### [Firstbase](https://www.g2.com/products/firstbase-firstbase/reviews)

Firstbase is an integrated platform for equipping global teams. We help businesses set up, support, and scale distributed teams by automating the employee & asset lifecycle, getting critical equipment to & from employees wherever they are in the world. Our platform is used by startups to global enterprises to handle all their equipment and asset management needs.

**Average Rating:** 4.8/5.0

**Total Reviews:** 50

#### How Do G2 Users Rate Firstbase?

- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.4/10 (Category avg: 8.4/10)
- **Ease of Admin:** 9.3/10 (Category avg: 8.6/10)
- **Ease of Use:** 9.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Firstbase?

- **Seller:** [Firstbase](https://www.g2.com/sellers/firstbase)
- **Year Founded:** 2019
- **HQ Location:** New York City, US
- **Twitter:** @Firstbase  
8,475 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b48317a82e2de4961914f87677a748f171beddd33e6f819f68a8c7043c223857&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FfirstbaseHQ%2F&secure%5Burl_type%5D=linkedin_company_website)  
72 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 64% Medium, 14% Large

#### What Are Recent G2 Reviews of Firstbase?

**["Game Changer for Managing Equipment Across a Distributed Workforce"](https://www.g2.com/survey_responses/firstbase-review-12085735)**

**Rating:** 4.5/5.0 stars

_— Kevin Y._

[Read full review](https://www.g2.com/survey_responses/firstbase-review-12085735)

**["Exceptional Support Team Makes Remote Work Seamless"](https://www.g2.com/survey_responses/firstbase-review-12045256)**

**Rating:** 5.0/5.0 stars

_— Marléne F._

[Read full review](https://www.g2.com/survey_responses/firstbase-review-12045256)

### [CoinGecko API](https://www.g2.com/products/coingecko-api/reviews)

CoinGecko API is crypto's most trusted crypto data API provider since 2014. Developers, businesses and enterprises can get live cryptocurrency prices, market data, historical data, exchange data, on-chain DEX data, metadata, and more for over 17M coins across 1,500+ exchanges.

**Average Rating:** 4.7/5.0

**Total Reviews:** 15

#### How Do G2 Users Rate CoinGecko API?

- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.0/10 (Category avg: 8.4/10)
- **Ease of Admin:** 9.2/10 (Category avg: 8.6/10)
- **Ease of Use:** 9.7/10 (Category avg: 8.5/10)

#### Who Is the Company Behind CoinGecko API?

- **Seller:** [CoinGecko](https://www.g2.com/sellers/coingecko)
- **HQ Location:** Kuala Lumpur, MY
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e17e60675784fb3da5c12ec26422fe2cbb279b7ce167de7fdc2ccfa2ef5c5022&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcoingecko%2Fabout%2F&secure%5Burl_type%5D=linkedin_company_website)  
178 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 93% Small, 7% Medium

#### What Are Recent G2 Reviews of CoinGecko API?

**["Excellent, Responsive Customer Support That Truly Understands Our Needs"](https://www.g2.com/survey_responses/coingecko-api-review-13125891)**

**Rating:** 5.0/5.0 stars

_— Ravi A._

[Read full review](https://www.g2.com/survey_responses/coingecko-api-review-13125891)

**["CoinGecko Makes Crypto Tracking Effortless and Complete"](https://www.g2.com/survey_responses/coingecko-api-review-12100570)**

**Rating:** 4.5/5.0 stars

_— Osvaldo B._

[Read full review](https://www.g2.com/survey_responses/coingecko-api-review-12100570)

### [AWS Schema Conversion Tool](https://www.g2.com/products/aws-schema-conversion-tool/reviews)

AWS Schema Conversion Tool is designed to make heterogeneous database migrations easy by automatically converting the source database schema and a majority of the custom code to a format compatible with the target database.

**Average Rating:** 4.3/5.0

**Total Reviews:** 54

#### How Do G2 Users Rate AWS Schema Conversion Tool?

- **Has the product been a good partner in doing business?:** 8.2/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.4/10 (Category avg: 8.4/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.6/10)
- **Ease of Use:** 8.6/10 (Category avg: 8.5/10)

#### Who Is the Company Behind AWS Schema Conversion Tool?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 42% Large, 31% Small

#### What Are Recent G2 Reviews of AWS Schema Conversion Tool?

**["Simple, Efficient Schema Conversion with an Easy-to-Use Interface"](https://www.g2.com/survey_responses/aws-schema-conversion-tool-review-12894808)**

**Rating:** 4.5/5.0 stars

_— Raksha S._

[Read full review](https://www.g2.com/survey_responses/aws-schema-conversion-tool-review-12894808)

**["Automates Database Migrations with Clear, Risk-Focused Assessment Reports"](https://www.g2.com/survey_responses/aws-schema-conversion-tool-review-12727463)**

**Rating:** 4.0/5.0 stars

_— Samir S._

[Read full review](https://www.g2.com/survey_responses/aws-schema-conversion-tool-review-12727463)

#### What Are G2 Users Discussing About AWS Schema Conversion Tool?

- [What is AWS Schema Conversion Tool used for?](https://www.g2.com/discussions/what-is-aws-schema-conversion-tool-used-for)

### [Azure Quantum](https://www.g2.com/products/azure-quantum/reviews)

Azure Quantum is a full-stack cloud service designed to enable remote access to quantum computers with a focus on integrating quantum computing with classical computing.

**Average Rating:** 4.6/5.0

**Total Reviews:** 16

#### How Do G2 Users Rate Azure Quantum?

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.7/10 (Category avg: 8.4/10)
- **Ease of Admin:** 7.8/10 (Category avg: 8.6/10)
- **Ease of Use:** 8.9/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Azure Quantum?

- **Seller:** [Microsoft](https://www.g2.com/sellers/microsoft)
- **Year Founded:** 1975
- **HQ Location:** Redmond, Washington
- **Twitter:** @microsoft  
13,091,739 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9458f51bd6ded48ad432a804f19ad736469f007787569b63827154231c315630&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmicrosoft%2F&secure%5Burl_type%5D=linkedin_company_website)  
231,632 employees on LinkedIn®
- **Ownership:** MSFT

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 44% Small, 38% Medium

#### What Are Recent G2 Reviews of Azure Quantum?

**["Accelerate Innovative Quantum Computing Solution via Cloud"](https://www.g2.com/survey_responses/azure-quantum-review-9115349)**

**Rating:** 5.0/5.0 stars

_— SriHarsha K._

[Read full review](https://www.g2.com/survey_responses/azure-quantum-review-9115349)

**["Grow up to the next level on Quantum Cloud Computing"](https://www.g2.com/survey_responses/azure-quantum-review-9475312)**

**Rating:** 5.0/5.0 stars

_— David Alejandro C._

[Read full review](https://www.g2.com/survey_responses/azure-quantum-review-9475312)

### [Amazon AppFlow](https://www.g2.com/products/amazon-appflow/reviews)

Amazon AppFlow is a fully managed integration service that enables secure and seamless data transfer between Software-as-a-Service (SaaS) applications and AWS services. With just a few clicks, users can automate data flows between applications like Salesforce, SAP, Google Analytics, Facebook Ads, and ServiceNow, and AWS services such as Amazon S3 and Amazon Redshift. This service simplifies the process of integrating various data sources, allowing businesses to gain comprehensive insights and enhance operational efficiency. Key Features and Functionality: - Fully Managed Integration: AppFlow provides a fully managed environment to transfer data between various SaaS applications and AWS services without the need for custom code or infrastructure management. - Scalable Data Transfer: The service supports data transfers at scale, handling large volumes of data efficiently without requiring users to provision system resources. - Automated Data Cataloging: AppFlow automates the cataloging of transferred data, facilitating easy discovery and sharing across AWS analytics and machine learning services, such as Amazon SageMaker Data Wrangler. - Data Preparation and Transformation: Users can simplify and automate data preparation tasks, including transformations, partitioning, and aggregation, ensuring that data is ready for analysis upon arrival. - Flexible Flow Triggers: AppFlow allows data flows to be triggered on demand, on a schedule, or in response to specific business events, providing flexibility to meet various operational needs. - Enhanced Security: The service ensures data security by encrypting data in transit and at rest, and it integrates with AWS PrivateLink to facilitate private data transfers over AWS infrastructure, reducing exposure to the public internet. Primary Value and Problem Solved: Amazon AppFlow addresses the complexity and resource-intensive nature of integrating multiple SaaS applications with AWS services. By offering a fully managed, code-free solution, it empowers businesses to quickly and securely connect disparate data sources, enabling comprehensive data analysis and informed decision-making. This streamlined integration process reduces development time, lowers operational costs, and enhances data accuracy and consistency across platforms.

**Average Rating:** 4.7/5.0

**Total Reviews:** 19

#### How Do G2 Users Rate Amazon AppFlow?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.9/10 (Category avg: 8.4/10)
- **Ease of Admin:** 9.4/10 (Category avg: 8.6/10)
- **Ease of Use:** 8.6/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Amazon AppFlow?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 58% Small, 32% Large

#### What Are Recent G2 Reviews of Amazon AppFlow?

**["Effortless Data Flows, Simple and Reliable"](https://www.g2.com/survey_responses/amazon-appflow-review-12011685)**

**Rating:** 5.0/5.0 stars

_— Mitul C._

[Read full review](https://www.g2.com/survey_responses/amazon-appflow-review-12011685)

**["Secure, No-Code Data Transfers Made Easy with Amazon AppFlow"](https://www.g2.com/survey_responses/amazon-appflow-review-12374280)**

**Rating:** 5.0/5.0 stars

_— Stephanie D._

[Read full review](https://www.g2.com/survey_responses/amazon-appflow-review-12374280)

#### What Are G2 Users Discussing About Amazon AppFlow?

- [What is Amazon AppFlow used for?](https://www.g2.com/discussions/what-is-amazon-appflow-used-for)

### [AWS Transit Gateway](https://www.g2.com/products/aws-transit-gateway/reviews)

AWS Transit Gateway is a service that enables customers to connect their Amazon Virtual Private Clouds (VPCs) and their on-premises networks to a single gateway.

**Average Rating:** 4.4/5.0

**Total Reviews:** 25

#### How Do G2 Users Rate AWS Transit Gateway?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.8/10 (Category avg: 8.4/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.6/10)
- **Ease of Use:** 8.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind AWS Transit Gateway?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 39% Large, 39% Small

#### What Are Recent G2 Reviews of AWS Transit Gateway?

**["Native AWS Reliability, Secure Routing, and Efficient Pay-Per-Use"](https://www.g2.com/survey_responses/aws-transit-gateway-review-9108304)**

**Rating:** 4.0/5.0 stars

_— Nayan L._

[Read full review](https://www.g2.com/survey_responses/aws-transit-gateway-review-9108304)

**["Simplifies Multi-VPC Connectivity with Scalable, Centralized Network Management"](https://www.g2.com/survey_responses/aws-transit-gateway-review-13126351)**

**Rating:** 4.0/5.0 stars

_— Atharva P._

[Read full review](https://www.g2.com/survey_responses/aws-transit-gateway-review-13126351)

#### What Are G2 Users Discussing About AWS Transit Gateway?

- [How many VPCs can be attached to a transit gateway?](https://www.g2.com/discussions/how-many-vpcs-can-be-attached-to-a-transit-gateway)
- [What benefits AWS transit gateway & Cisco SD-WAN integration brings to you?](https://www.g2.com/discussions/what-benefits-aws-transit-gateway-cisco-sd-wan-integration-brings-to-you)
- [How does AWS transit gateway work?](https://www.g2.com/discussions/how-does-aws-transit-gateway-work)
- [What is AWS transit gateway used for?](https://www.g2.com/discussions/what-is-aws-transit-gateway-used-for)

### [AWS Deep Learning Containers](https://www.g2.com/products/aws-deep-learning-containers/reviews)

AWS Deep Learning Containers (AWS DL Containers) are Docker images pre-installed with deep learning frameworks to make it easy to deploy custom machine learning (ML) environments quickly by letting you skip the complicated process of building and optimizing your environments from scratch.

**Average Rating:** 4.6/5.0

**Total Reviews:** 22

#### How Do G2 Users Rate AWS Deep Learning Containers?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.6/10 (Category avg: 8.4/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.6/10)
- **Ease of Use:** 8.8/10 (Category avg: 8.5/10)

#### Who Is the Company Behind AWS Deep Learning Containers?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 50% Small, 41% Medium

#### What Are Recent G2 Reviews of AWS Deep Learning Containers?

**["Best for easily deploying coustom ml environments"](https://www.g2.com/survey_responses/aws-deep-learning-containers-review-7171460)**

**Rating:** 4.5/5.0 stars

_— Shubhangi M._

[Read full review](https://www.g2.com/survey_responses/aws-deep-learning-containers-review-7171460)

**["Best Service Provide by AWS Easily Deploy Container"](https://www.g2.com/survey_responses/aws-deep-learning-containers-review-6915957)**

**Rating:** 5.0/5.0 stars

_— Jay Z._

[Read full review](https://www.g2.com/survey_responses/aws-deep-learning-containers-review-6915957)

#### What Are G2 Users Discussing About AWS Deep Learning Containers?

- [What are some of the main tasks of a container management platform AWS?](https://www.g2.com/discussions/what-are-some-of-the-main-tasks-of-a-container-management-platform-aws)
- [What are deep learning containers?](https://www.g2.com/discussions/what-are-deep-learning-containers)
- [What is the functionality of AWS containers?](https://www.g2.com/discussions/what-is-the-functionality-of-aws-containers)

### [BMC AMI Ops](https://www.g2.com/products/bmc-ami-ops/reviews)

BMC AMI Ops is an AI-driven mainframe operations management solution for IBM Z environments. It helps enterprises monitor, automate, and optimize the performance and availability of mission-critical systems while reducing operational complexity and manual effort. BMC AMI Ops uses real-time monitoring, intelligent automation, and predictive analytics to detect issues early, prioritize actions, and resolve problems faster across z/OS, Db2, IMS, and supporting infrastructure. The solution enables operations teams to shift from reactive monitoring to proactive, service-focused operations. Key capabilities include: - Real-time and predictive monitoring of mainframe workloads and resources - Intelligent automation to reduce manual intervention and operator dependency - Root cause analysis and anomaly detection to accelerate problem resolution - Service-level visibility aligned to business outcomes - On-premises execution that keeps operational data on the mainframe By modernizing mainframe operations with AI and automation, BMC AMI Ops helps organizations improve system reliability, reduce downtime, and operate IBM Z environments more efficiently at scale.

**Average Rating:** 4.1/5.0

**Total Reviews:** 43

#### How Do G2 Users Rate BMC AMI Ops?

- **Has the product been a good partner in doing business?:** 7.7/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.6/10 (Category avg: 8.4/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.6/10)
- **Ease of Use:** 8.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind BMC AMI Ops?

- **Seller:** [BMC Software](https://www.g2.com/sellers/bmc-software)
- **Company Website:** www.bmc.com
- **Year Founded:** 1980
- **HQ Location:** Houston, TX
- **Twitter:** @BMCSoftware  
47,946 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=37ad1a63508fe2cc6db417c89a62ba6b1d6cd7d1772cc2e6b66420d74a07cabe&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1597%2F&secure%5Burl_type%5D=linkedin_company_website)  
8,877 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Banking, Information Technology and Services
- **Company Size:** 50% Large, 25% Small

#### What Are Recent G2 Reviews of BMC AMI Ops?

**["AI-Driven Mainframe Observability That Predicts Issues and Cuts Costs"](https://www.g2.com/survey_responses/bmc-ami-ops-review-12997111)**

**Rating:** 4.0/5.0 stars

_— Aswindev P._

[Read full review](https://www.g2.com/survey_responses/bmc-ami-ops-review-12997111)

**["Excellent Visibility and Monitoring for Reliable System Performance"](https://www.g2.com/survey_responses/bmc-ami-ops-review-12995959)**

**Rating:** 4.0/5.0 stars

_— Om V._

[Read full review](https://www.g2.com/survey_responses/bmc-ami-ops-review-12995959)

#### What Are G2 Users Discussing About BMC AMI Ops?

- [What is BMC AMI Ops Automation for Capping used for?](https://www.g2.com/discussions/what-is-bmc-ami-ops-automation-for-capping-used-for)
- [What is BMC Compuware ThruPut Manager used for?](https://www.g2.com/discussions/what-is-bmc-compuware-thruput-manager-used-for)
- [What is BMC AMI Ops Monitoring used for?](https://www.g2.com/discussions/what-is-bmc-ami-ops-monitoring-used-for)
- [What is BMC AMI Capacity and Cost used for?](https://www.g2.com/discussions/what-is-bmc-ami-capacity-and-cost-used-for)
- [What is BMC AMI Cost Management used for?](https://www.g2.com/discussions/what-is-bmc-ami-cost-management-used-for)

### [IBM Cloud Bare Metal Servers](https://www.g2.com/products/ibm-cloud-bare-metal-servers/reviews)

IBM Cloud Bare Metal Servers are high-performance, dedicated, secure, single-tenant cloud servers configurable in hourly and monthly options, on-demand, around the globe. As a bare metal IBM Cloud customer, you have complete access to one of the industry's largest selections of standard features and services for bare metal workloads in both small business and enterprise settings. Complete customization. 11M+ configurations to choose from. A global private network. Total control up and down the stack. Up to 20 TB of bandwidth included. Learn more: https://www.ibm.com/cloud/bare-metal-servers

**Average Rating:** 4.0/5.0

**Total Reviews:** 28

#### How Do G2 Users Rate IBM Cloud Bare Metal Servers?

- **Has the product been a good partner in doing business?:** 8.0/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.1/10 (Category avg: 8.4/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.6/10)
- **Ease of Use:** 8.5/10 (Category avg: 8.5/10)

#### Who Is the Company Behind IBM Cloud Bare Metal Servers?

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity  
74,660 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website)  
328,202 employees on LinkedIn®
- **Ownership:** SWX:IBM

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 44% Large, 44% Small

#### What Are Recent G2 Reviews of IBM Cloud Bare Metal Servers?

**["Great Software to use"](https://www.g2.com/survey_responses/ibm-cloud-bare-metal-servers-review-4392073)**

**Rating:** 4.0/5.0 stars

_— Dinesh S._

[Read full review](https://www.g2.com/survey_responses/ibm-cloud-bare-metal-servers-review-4392073)

**["IBM Cloud Bare Metal Server Review"](https://www.g2.com/survey_responses/ibm-cloud-bare-metal-servers-review-1751733)**

**Rating:** 5.0/5.0 stars

_— Robert S._

[Read full review](https://www.g2.com/survey_responses/ibm-cloud-bare-metal-servers-review-1751733)

#### What Are G2 Users Discussing About IBM Cloud Bare Metal Servers?

- [What is IBM Cloud Bare Metal Servers used for?](https://www.g2.com/discussions/what-is-ibm-cloud-bare-metal-servers-used-for)

### [Oracle Bare Metal Cloud Services](https://www.g2.com/products/oracle-bare-metal-cloud-services/reviews)

From single-core VMs up to 52-core bare metal compute instances in large-scale clusters, Oracle Cloud Infrastructure compute instances scale for all your traditional and cloud-native applications.

**Average Rating:** 4.4/5.0

**Total Reviews:** 14

#### How Do G2 Users Rate Oracle Bare Metal Cloud Services?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.9/10 (Category avg: 8.4/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.6/10)
- **Ease of Use:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Oracle Bare Metal Cloud Services?

- **Seller:** [Oracle](https://www.g2.com/sellers/oracle)
- **Year Founded:** 1977
- **HQ Location:** Austin, TX
- **Twitter:** @Oracle  
827,997 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a14fcbcd818b49d781453c19628a9479a70cc1e8e335e54c876392ab5f543da3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1028%2F&secure%5Burl_type%5D=linkedin_company_website)  
208,078 employees on LinkedIn®
- **Ownership:** NYSE:ORCL

#### Who Uses This Product?

- **Company Size:** 42% Small, 32% Large

#### What Are Recent G2 Reviews of Oracle Bare Metal Cloud Services?

**["Oracle Bare Metal Cloud Service"](https://www.g2.com/survey_responses/oracle-bare-metal-cloud-services-review-6716532)**

**Rating:** 4.0/5.0 stars

_— Gulasan M._

[Read full review](https://www.g2.com/survey_responses/oracle-bare-metal-cloud-services-review-6716532)

**["Oracle Bare Metal Cloud Service is easy to use"](https://www.g2.com/survey_responses/oracle-bare-metal-cloud-services-review-6791167)**

**Rating:** 5.0/5.0 stars

_— Shubham J._

[Read full review](https://www.g2.com/survey_responses/oracle-bare-metal-cloud-services-review-6791167)

### [Google Cloud GPUs](https://www.g2.com/products/google-cloud-gpus/reviews)

Leverage GPUs on Google Cloud for machine learning, scientific computing, and 3D visualization.

**Average Rating:** 4.2/5.0

**Total Reviews:** 10

#### How Do G2 Users Rate Google Cloud GPUs?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.0/10 (Category avg: 8.4/10)
- **Ease of Admin:** 7.0/10 (Category avg: 8.6/10)
- **Ease of Use:** 8.1/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Google Cloud GPUs?

- **Seller:** [Google](https://www.g2.com/sellers/google)
- **Year Founded:** 1998
- **HQ Location:** Mountain View, CA
- **Twitter:** @google  
31,899,995 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fe4a5936665c9702418dd53c477fef5a7baea08078bb117ed67e966fc581b9ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1441%2F&secure%5Burl_type%5D=linkedin_company_website)  
341,888 employees on LinkedIn®
- **Ownership:** NASDAQ:GOOG

#### Who Uses This Product?

- **Company Size:** 60% Small, 30% Large

#### What Are Recent G2 Reviews of Google Cloud GPUs?

**["Google Cloud GPU Utility"](https://www.g2.com/survey_responses/google-cloud-gpus-review-5118712)**

**Rating:** 4.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/google-cloud-gpus-review-5118712)

**["Google cloud GPUs review"](https://www.g2.com/survey_responses/google-cloud-gpus-review-5196487)**

**Rating:** 4.5/5.0 stars

_— Neeraj S._

[Read full review](https://www.g2.com/survey_responses/google-cloud-gpus-review-5196487)

#### What Are G2 Users Discussing About Google Cloud GPUs?

- [How does Google Cloud GPU work?](https://www.g2.com/discussions/how-does-google-cloud-gpu-work)
- [What is the features of Google cloud?](https://www.g2.com/discussions/google-cloud-gpus-what-is-the-features-of-google-cloud)
- [Does Google Cloud have GPU?](https://www.g2.com/discussions/does-google-cloud-have-gpu)
- [What GPU is Google cloud?](https://www.g2.com/discussions/what-gpu-is-google-cloud)

### [Amazon Simple Workflow Service (SWF)](https://www.g2.com/products/amazon-simple-workflow-service-swf/reviews)

Amazon SWF is an application that helps developers build, run, and scale background jobs that have parallel or sequential steps it has a fully-managed state tracker and task coordinator in the Cloud.

**Average Rating:** 4.0/5.0

**Total Reviews:** 18

#### How Do G2 Users Rate Amazon Simple Workflow Service (SWF)?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.7/10)
- **Quality of Support:** 7.4/10 (Category avg: 8.4/10)
- **Ease of Admin:** 8.1/10 (Category avg: 8.6/10)
- **Ease of Use:** 7.6/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Amazon Simple Workflow Service (SWF)?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Company Size:** 55% Small, 25% Large

#### What Are Recent G2 Reviews of Amazon Simple Workflow Service (SWF)?

**["easy to use, understand, and implement"](https://www.g2.com/survey_responses/amazon-simple-workflow-service-swf-review-4265048)**

**Rating:** 5.0/5.0 stars

_— austin s._

[Read full review](https://www.g2.com/survey_responses/amazon-simple-workflow-service-swf-review-4265048)

**["Simple, easy to use Work flow."](https://www.g2.com/survey_responses/amazon-simple-workflow-service-swf-review-1666361)**

**Rating:** 5.0/5.0 stars

_— Morgan G._

[Read full review](https://www.g2.com/survey_responses/amazon-simple-workflow-service-swf-review-1666361)

### [AWs Well-Architected Tool](https://www.g2.com/products/aws-well-architected-tool/reviews)

The AWS Well-Architected Tool helps you review the state of your workloads and compares them to the latest AWS architectural best practices.

**Average Rating:** 4.5/5.0

**Total Reviews:** 11

#### How Do G2 Users Rate AWs Well-Architected Tool?

- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.9/10 (Category avg: 8.4/10)
- **Ease of Admin:** 9.2/10 (Category avg: 8.6/10)
- **Ease of Use:** 8.1/10 (Category avg: 8.5/10)

#### Who Is the Company Behind AWs Well-Architected Tool?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Company Size:** 42% Small, 33% Medium

#### What Are Recent G2 Reviews of AWs Well-Architected Tool?

**["A should-have tool to use for AWS infrastructure"](https://www.g2.com/survey_responses/aws-well-architected-tool-review-5249465)**

**Rating:** 4.5/5.0 stars

_— Verified User in Hospitality_

[Read full review](https://www.g2.com/survey_responses/aws-well-architected-tool-review-5249465)

**["Very Good Tool"](https://www.g2.com/survey_responses/aws-well-architected-tool-review-5212961)**

**Rating:** 4.5/5.0 stars

_— Jonathan A._

[Read full review](https://www.g2.com/survey_responses/aws-well-architected-tool-review-5212961)

#### What Are G2 Users Discussing About AWs Well-Architected Tool?

- [What are the 5 pillars of AWS well-architected framework?](https://www.g2.com/discussions/what-are-the-5-pillars-of-aws-well-architected-framework)
- [What are the three components of the well-architected framework?](https://www.g2.com/discussions/what-are-the-three-components-of-the-well-architected-framework)
- [What are the benefits of using the well-architected tool?](https://www.g2.com/discussions/what-are-the-benefits-of-using-the-well-architected-tool)

### [MXToolbox](https://www.g2.com/products/mxtoolbox/reviews)

MxToolbox is the leading provider of free Blacklist, DNS and Email tools and paid Email Delivery solutions. MxToolbox has almost two decades of experience in helping companies large and small improve their email delivery. MxToolbox Delivery Center is your comprehensive service for understanding email that has been sent "From" your domain. MxToolbox provides you with information on: - Who is sending email purporting to be from your domain - What is the reputation of your senders' IPs - Where your campaigns are likely to land - Inbox, Spam or Junk folders - What complaints your recipients are making to their Inbox Providers - Geolocation of your senders and What their blacklist reputations are - How your SPF, DKIM and DMARC setup is performing - What senders are failing DKIM - What senders are failing SPF verification - When to setup more restrictive policies for DMARC - What on-going maintenance you need to maintain and improve your email deliverability Delivery Center enables you to monitor email delivery information unlike any other. Improve your deliverability today!

**Average Rating:** 4.1/5.0

**Total Reviews:** 29

#### How Do G2 Users Rate MXToolbox?

- **Has the product been a good partner in doing business?:** 8.2/10 (Category avg: 8.7/10)
- **Quality of Support:** 7.8/10 (Category avg: 8.4/10)
- **Ease of Admin:** 9.3/10 (Category avg: 8.6/10)
- **Ease of Use:** 9.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind MXToolbox?

- **Seller:** [MXToolbox.com](https://www.g2.com/sellers/mxtoolbox-com)
- **Year Founded:** 2003
- **HQ Location:** Austin, TX
- **Twitter:** @MXToolBox  
1,941 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c4a59e1e4c19bd3804bf37e6bd999b5a49e1ad903a8629bcd388b6a3c3d974a4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1403914%2F&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 52% Small, 34% Medium

#### What Do G2 Reviewers Say About MXToolbox?

_AI-generated summary from verified user reviews_

##### Pros

- Users find the **data analysis capabilities** of MXToolbox invaluable for enhancing network security and operational efficiency.
- Users find the **DMARC management** features of MXToolbox invaluable for enhancing network security and analysis.
- Users value the **versatile features** of MXToolbox, essential for network security and engineering professionals.
- Users value the **accuracy** of MXToolbox in providing comprehensive details and diagnosing email delivery issues.
- Users find the **Deliverability Improvement** feature of MXToolbox essential for enhancing domain reputation and mail diagnostics.

##### Cons

- Users find the **costly services** of MXToolbox essential for accessing advanced features and deeper insights.
- Users find the **email wording misleading** , causing unnecessary alarm when there are no blacklisted IPs.
- Users find the **email alerts alarming** due to confusing messages about blacklisting status, causing unnecessary stress.

#### What Are Recent G2 Reviews of MXToolbox?

**["Reviewing Best Tool for Contextual Lookup and Network Diagnostics"](https://www.g2.com/survey_responses/mxtoolbox-review-11701412)**

**Rating:** 5.0/5.0 stars

_— Diku N._

[Read full review](https://www.g2.com/survey_responses/mxtoolbox-review-11701412)

**["Great use - insightful information"](https://www.g2.com/survey_responses/mxtoolbox-review-10733220)**

**Rating:** 5.0/5.0 stars

_— Matt C._

[Read full review](https://www.g2.com/survey_responses/mxtoolbox-review-10733220)

#### What Are G2 Users Discussing About MXToolbox?

- [How much does MxToolbox cost?](https://www.g2.com/discussions/how-much-does-mxtoolbox-cost)
- [Is MxToolbox good?](https://www.g2.com/discussions/is-mxtoolbox-good)
- [How does MxToolbox work?](https://www.g2.com/discussions/how-does-mxtoolbox-work)
- [What is MxToolbox used for?](https://www.g2.com/discussions/what-is-mxtoolbox-used-for)

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[Browse Other IT Infrastructure Themes](/categories/other-it-infrastructure/themes)

 ![Shalaka Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shalaka Joshi")
SJ

Researched and written by [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)

Updated June 16, 2025

Other IT infrastructure category encompasses products that deliver relevant functionality but do not align precisely with G2’s defined subcategories. This includes solutions with specialized, emerging, or cross-functional capabilities. These products offer a range of functionalities, such as enhancing Java application development, providing system restoration solutions, offering high-performance computing resources, and cloud infrastructure management. Key features often include advanced security measures, flexible configurations, seamless integration with existing systems, and support for multiple platforms and environments. These tools are designed to address specific needs such as system consistency, database management, cloud computing, and web performance optimization, providing organizations with the flexibility and control required to manage their IT infrastructure effectively.

To qualify for inclusion in the Other IT Infrastructure category, a product must:

- Have features and use cases that do not fit into existing IT infrastructure categories
- Provide specialized, emerging, or cross-functional capabilities that enhance traditional IT infrastructure

Show More