# Best Cloud Infrastructure Automation Software

## How Many Cloud Infrastructure Automation Software Products Does G2 Track?

**Total Products under this Category:** 116

### Category Stats (Jul 2026)

- **Average Rating:** 4.57/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Progress Chef (+1.59%) - Among all products in this category, Progress Chef recorded the largest rating increase compared to last month

_Last updated: July 30, 2026_

## How Does G2 Rank Cloud Infrastructure Automation Software Products?

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

- 30 Analysts and Data Experts
- 6,500+ Authentic Reviews
- 116+ 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 Cloud Infrastructure Automation Software
 ![G2 Grid® for Cloud Infrastructure Automation Software plotting products by satisfaction and market presence](https://www.g2.com/categories/cloud-infrastructure-automation/grids.png?focus%5B%5D=54374&focus%5B%5D=1392&focus%5B%5D=17347&focus%5B%5D=19314&focus%5B%5D=1182671&focus%5B%5D=19003&focus%5B%5D=65521&focus%5B%5D=6516)

Highlighted products: VMware Cloud Foundation (VCF), GitHub, AWS CloudFormation, Nerdio Manager, Railway, GitLab, NetApp ONTAP Data Management Software, and Red Hat Ansible Automation Platform.

Underlying data: [Grid® JSON](https://www.g2.com/categories/cloud-infrastructure-automation/grids.json?focus%5B%5D=vmware-cloud-foundation-vcf&focus%5B%5D=github&focus%5B%5D=aws-aws-cloudformation&focus%5B%5D=nerdio-manager&focus%5B%5D=railway&focus%5B%5D=gitlab&focus%5B%5D=netapp-ontap-data-management-software&focus%5B%5D=red-hat-ansible-automation-platform)

**Sponsored**

### Datadog

Datadog is the monitoring, security and analytics platform for developers, IT operations teams, security engineers and business users in the cloud age. The SaaS platform integrates and automates infrastructure monitoring, application performance monitoring and log management to provide unified, real-time observability of our customers' entire technology stack. Datadog is used by organizations of all sizes and across a wide range of industries to enable digital transformation and cloud migration, drive collaboration among development, operations, security and business teams, accelerate time to market for applications, reduce time to problem resolution, secure applications and infrastructure, understand user behavior and track key business metrics.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1662&secure%5Bchosen_at%5D=2026-07-31T09%3A01%3A11Z&secure%5Bdisplayable_resource_id%5D=2449&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=2449&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=3824&secure%5Bresource_id%5D=1662&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fcloud-infrastructure-automation%3Fopen_modal_url%3D%252Fproducts%252Fjhipster%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Fcloud-infrastructure-automation%2526source%253Dcategory&secure%5Btoken%5D=0e4728123838f200272a8f72fde22c5565d7bdd767ca0c059734fd57dbb67ddd&secure%5Burl%5D=https%3A%2F%2Fwww.datadoghq.com%2Fdg%2Fmonitor%2Ffree-trial-g2%2F%3Futm_source%3Dg2crowd%26utm_medium%3Dreview-site%26utm_campaign%3Ddg-coreplatform-multi-ww-en-g2&secure%5Burl_type%5D=custom_url)

### [VMware Cloud Foundation (VCF)](https://www.g2.com/products/vmware-cloud-foundation-vcf/reviews)

VMware Cloud Foundation VMware Cloud Foundation (VCF) is the industry’s first private cloud platform to deliver public cloud scale and agility with on-premises security, resilience and performance, while lowering total cost of ownership. VCF accelerates customers’ digital innovation with faster infrastructure modernization, a unified cloud experience, along with stronger cyber resilience and platform security. VMware Cloud Foundation delivers a consistent private cloud experience across ANY Environment - whether it’s a customer managed data center, edge location or any cloud endpoint. VCF supports both traditional as well as modern workloads such as containers, AI/ML workloads and brings modern applications faster to the market with self-service IaaS consumption experience for the application teams. VMware Cloud Foundation integrates leading products including vSphere (compute), vSAN (storage), NSX (networking), VCF Operations and VCF Automation into a single solution, while providing access to high-value advanced services for Application and Network Security, App Platforms, Ransomware Recovery and Private AI. Core VMware Cloud Foundation Components • VMware Cloud Foundation Infrastructure Stack: Incorporates VMware’s industry-leading solutions – virtualization and compute through vSphere for compute, storage through vSAN, and networking by NSX. • VCF Operations Fleet Management: Automate the installation, operations, and lifecycle management of the VCF stack, streamlining deployment, configuration, and updating processes. • VCF Automation Orchestration: Deliver comprehensive operations, automation, and analysis, across the full stack infrastructure platform. • VMware vSphere Kubernetes Service: Built-in Kubernetes runtime that enables enterprises to run modern applications and traditional workloads on a single platform. How VMware Cloud Foundation Works • Workload Compute Platform: At its core, VMware Cloud Foundation leverages vSphere to create and manage virtual machines and containers, providing a flexible, secure, and scalable compute platform. • Storage Optimization: By integrating vSAN into the platform, VMware Cloud Foundation offers integrated, secure, scalable storage solutions that enhance resource efficiency and reduce operational complexity. • Network Integration: Leverages NSX to provide a secure, software-defined networking layer capable of handling the dynamic needs of modern cloud- based applications using virtual private clouds (VPCs) to isolate apps and users. • Automated Provisioning and Management: VMware Cloud Foundation Automation orchestrates key operational tasks in a cloud operating model, reducing the time and complexity associated with deploying, managing, and maintaining private cloud environments. How VMware Cloud Foundation helps you solve your toughest challenges • Infrastructure Modernization: VMware Cloud Foundation plays a crucial role in transforming traditional IT infrastructures into a more agile and scalable private cloud environment. This transformation is key to enabling organizations to deploy core Private Cloud use cases that deliver strategic outcomes that lower Total Cost of Ownership (TCO), improved efficiency and accelerated innovation. • Application Modernization: Update and transform legacy software to meet modern business, technology and infrastructure needs. Replace outdated, monolithic applications with modern technologies like containers, microservices, APIs, AI/ML and DevOps Automation - improving scalability, performance, security and user experience. • Security Modernization: VMware Cloud Foundation provides a consistent, secure platform with the ability to extend the security architecture even further with intrusion detection and recovery, addressing key challenges such as ransomware threats, disaster scenarios, and the need for advanced security architectures.

**Average Rating:** 4.4/5.0

**Total Reviews:** 641

#### How Do G2 Users Rate VMware Cloud Foundation (VCF)?

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

#### Who Is the Company Behind VMware Cloud Foundation (VCF)?

- **Seller:** [Broadcom](https://www.g2.com/sellers/broadcom-ab3091cd-4724-46a8-ac89-219d6bc8e166)
- **Company Website:** www.broadcom.com
- **Year Founded:** 1991
- **HQ Location:** San Jose, CA
- **Twitter:** @broadcom  
63,909 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=093adce8015fea9ef126312884b465dc8e3c20e17dcb12fbb77a7bd82577e7a5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbroadcom%2F&secure%5Burl_type%5D=linkedin_company_website)  
55,094 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** System Administrator, System Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 38% Medium, 37% Large

#### What Do G2 Reviewers Say About VMware Cloud Foundation (VCF)?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of VMware Cloud Foundation, simplifying operations and enhancing reliability in management.
- Users appreciate the **tight integration of networking** within VMware Cloud Foundation, streamlining management and enhancing operational efficiency.
- Users value the **seamless integration and automated lifecycle management** of VMware Cloud Foundation, enhancing operational efficiency and security.
- Users appreciate the **integrated security features** of VMware Cloud Foundation, enhancing consistency and reducing operational risks.
- Users value the **easy integrations** in VMware Cloud Foundation that streamline deployment and simplify management tasks efficiently.

##### Cons

- Users find the **expensive licensing and hardware** requirements a significant hurdle for smaller organizations and operational budgets.
- Users find the **difficult setup** of VMware Cloud Foundation a significant challenge, particularly for teams lacking experience.
- Users find the **complexity** of VMware Cloud Foundation challenging, requiring advanced knowledge for setup and management.
- Users face a **steep learning curve** with VMware Cloud Foundation, making initial setup and understanding quite challenging.
- Users note the **high costs and complexity** of VMware Cloud Foundation, making it difficult for small businesses to adopt.

#### What Are Recent G2 Reviews of VMware Cloud Foundation (VCF)?

**["Centralized Management, Streamlined Operations"](https://www.g2.com/survey_responses/vmware-cloud-foundation-vcf-review-13174802)**

**Rating:** 4.5/5.0 stars

_— Aditya D._

[Read full review](https://www.g2.com/survey_responses/vmware-cloud-foundation-vcf-review-13174802)

**["Integrated Platform, Reliable with a Learning Curve"](https://www.g2.com/survey_responses/vmware-cloud-foundation-vcf-review-13170607)**

**Rating:** 4.5/5.0 stars

_— Mahir \_._

[Read full review](https://www.g2.com/survey_responses/vmware-cloud-foundation-vcf-review-13170607)

#### What Are G2 Users Discussing About VMware Cloud Foundation (VCF)?

- [What is VMware vCenter Server used for?](https://www.g2.com/discussions/what-is-vmware-vcenter-server-used-for) - 1 comment
- [What is vRealize Automation used for?](https://www.g2.com/discussions/what-is-vrealize-automation-used-for) - 1 comment
- [What is vRealize Orchestrator used for?](https://www.g2.com/discussions/what-is-vrealize-orchestrator-used-for)
- [What is VMware vSAN used for?](https://www.g2.com/discussions/what-is-vmware-vsan-used-for) - 1 comment
- [What is VMware NSX Data Center used for?](https://www.g2.com/discussions/what-is-vmware-nsx-data-center-used-for) - 1 comment

### [GitHub](https://www.g2.com/products/github/reviews)

GitHub is where the world builds software. Millions of individuals, organizations and businesses around the world use GitHub to discover, share, and contribute software. Developers at startups to Fortune 50 companies use GitHub, every step of the way.

**Average Rating:** 4.7/5.0

**Total Reviews:** 2,326

#### How Do G2 Users Rate GitHub?

- **Ease of Admin:** 8.7/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.7/10 (Category avg: 9.0/10)
- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.7/10 (Category avg: 8.8/10)

#### Who Is the Company Behind GitHub?

- **Seller:** [GitHub](https://www.g2.com/sellers/github)
- **Year Founded:** 2008
- **HQ Location:** San Francisco, CA
- **Twitter:** @github  
2,673,925 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c06a67fd698737e0e0058dd8a6726d5e9af42b7ce88417153ae8028eed3914af&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1418841%2F&secure%5Burl_type%5D=linkedin_company_website)  
6,106 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Senior Software Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 47% Small, 31% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value **exceptional collaboration and version control** features, making GitHub essential for code tracking and development.
- Users value the **ease of use** that GitHub offers, enhancing collaboration and version control effortlessly.
- Users value the **seamless team collaboration** on GitHub, enhancing project transparency and workflow automation effectively.
- Users value the **seamless collaboration** GitHub offers, enabling efficient teamwork and project transparency for developers.
- Users value the **seamless version control** in GitHub, enhancing collaboration and simplifying code management throughout projects.

##### Cons

- Users find the **learning curve and complexity** of advanced features like GitHub Actions challenging for newcomers.
- Users find the **learning curve steep** , facing challenges with complexity and configuration in GitHub Actions.
- Users find the **learning difficulty** of GitHub challenging, especially for beginners unfamiliar with Git workflows.
- Users find the **complexity for beginners** challenging, especially with CI/CD workflows and permission management in GitHub.
- Users find the **steep learning curve** of GitHub challenging, especially when configuring workflows and managing permissions.

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

**["Great Developer Platform with Helpful AI Features"](https://www.g2.com/survey_responses/github-review-13164989)**

**Rating:** 4.5/5.0 stars

_— SNEHA S._

[Read full review](https://www.g2.com/survey_responses/github-review-13164989)

**["A One-Stop Hub for Code Collaboration and Automation"](https://www.g2.com/survey_responses/github-review-13168414)**

**Rating:** 5.0/5.0 stars

_— Tejas A._

[Read full review](https://www.g2.com/survey_responses/github-review-13168414)

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

- [How is GitHub shaping the landscape of collaborative software development and version control?](https://www.g2.com/discussions/how-is-github-shaping-the-landscape-of-collaborative-software-development-and-version-control) - 4 comments
- [What is GitHub used for?](https://www.g2.com/discussions/what-is-github-used-for) - 8 comments, 5 upvotes
- [What does GitHub mean?](https://www.g2.com/discussions/what-does-github-mean) - 2 comments
- [Is GitHub a CASE tool?](https://www.g2.com/discussions/is-github-a-case-tool)
- [What can GitHub be used for?](https://www.g2.com/discussions/what-can-github-be-used-for) - 5 comments

### [AWS CloudFormation](https://www.g2.com/products/aws-aws-cloudformation/reviews)

AWS CloudFormation is a service that enables users to model, provision, and manage AWS and third-party resources in a secure and automated manner. By defining infrastructure as code through JSON or YAML templates, CloudFormation allows for consistent and repeatable deployment of resources, facilitating efficient management of complex infrastructures. Key Features and Functionality: - Infrastructure as Code: Define and provision AWS resources using JSON or YAML templates, enabling version control and repeatable deployments. - Resource Management: Manage a wide range of AWS services, including EC2 instances, S3 buckets, and Lambda functions, through a single template. - Automation and Consistency: Automate the provisioning and updating of infrastructure, ensuring consistency across multiple environments. - Scalability: Scale infrastructure globally and manage resources across multiple AWS accounts and regions through a single operation. - Extensibility: Extend infrastructure management to include third-party resources and custom applications using the AWS CloudFormation Registry. - Safety Controls: Utilize features like Rollback Triggers and Change Sets to monitor and manage stack operations, enhancing the reliability of deployments. Primary Value and Problem Solved: AWS CloudFormation simplifies the process of managing and provisioning cloud infrastructure by treating it as code. This approach reduces manual intervention, minimizes errors, and ensures consistent deployments across various environments. By automating resource management, CloudFormation accelerates the development and deployment cycles, allowing organizations to focus on building applications rather than managing infrastructure.

**Average Rating:** 4.4/5.0

**Total Reviews:** 189

#### How Do G2 Users Rate AWS CloudFormation?

- **Ease of Admin:** 8.3/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.6/10 (Category avg: 9.0/10)
- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.0/10 (Category avg: 8.8/10)

#### Who Is the Company Behind AWS CloudFormation?

- **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, DevOps Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 43% Large, 40% Medium

#### What Do G2 Reviewers Say About AWS CloudFormation?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **automation efficiency** of AWS CloudFormation, allowing easy deployment and management of infrastructure as code.
- Users appreciate the **ease of Infrastructure Automation** with AWS CloudFormation, streamlining deployment and integration processes.
- Users appreciate the **ease of use** of AWS CloudFormation, benefiting from simple setup and streamlined resource management.
- Users find **efficiency** in AWS CloudFormation's easy implementation of Infrastructure as Code for managing resources seamlessly.
- Users appreciate the **automation ease** of AWS CloudFormation, simplifying resource management and reducing human error.

##### Cons

- Users find that the **template complexity** in AWS CloudFormation makes debugging and management challenging and time-consuming.
- Users find the **learning difficulty** significant, particularly for beginners trying to grasp complex concepts and templates.
- Users highlight the **limited cloud support** of AWS CloudFormation, complicating multi-cloud integration and template management.
- Users find the **understanding difficulty** challenging, particularly with concepts like rollback and template complexities.
- Users find the **complex setup** of AWS CloudFormation challenging, particularly with large templates and debugging errors.

#### What Are Recent G2 Reviews of AWS CloudFormation?

**["Reliable Infrastructure Automation with AWS CloudFormation"](https://www.g2.com/survey_responses/aws-cloudformation-review-10057569)**

**Rating:** 4.0/5.0 stars

_— Happy M._

[Read full review](https://www.g2.com/survey_responses/aws-cloudformation-review-10057569)

**["Automates Deployments but Challenges with Debugging and Maintenance"](https://www.g2.com/survey_responses/aws-cloudformation-review-12835819)**

**Rating:** 4.5/5.0 stars

_— Atharva P._

[Read full review](https://www.g2.com/survey_responses/aws-cloudformation-review-12835819)

#### What Are G2 Users Discussing About AWS CloudFormation?

- [Should I use CloudFormation?](https://www.g2.com/discussions/should-i-use-cloudformation)
- [Which are characteristics of the CloudFormation service?](https://www.g2.com/discussions/which-are-characteristics-of-the-cloudformation-service)
- [What is AWS CloudFormation?](https://www.g2.com/discussions/what-is-aws-cloudformation)
- [What is AWS CloudFormation used for?](https://www.g2.com/discussions/what-is-aws-cloudformation-used-for)

### [Nerdio Manager](https://www.g2.com/products/nerdio-manager/reviews)

Nerdio Manager is an Azure-native management platform designed to help IT teams deploy, manage, and optimize Microsoft cloud desktops and endpoints at scale. This solution operates entirely within a customer’s Azure tenant, adhering to Microsoft best practices, and enhances the native capabilities of Azure Virtual Desktop (AVD), Windows 365 Cloud PCs, Microsoft 365, and Microsoft Intune. With built-in automation, cost optimization, security controls, and migration tooling, Nerdio Manager addresses the complexities of managing cloud environments. As organizations increasingly adopt hybrid and remote work models, the responsibility of IT teams has expanded to ensure secure and high-performance access to corporate resources across both cloud and physical environments. While Microsoft technologies like AVD, Windows 365, and Intune provide essential building blocks for modern endpoint strategies, managing these platforms through native tools can lead to operational challenges. Nerdio Manager fills this gap by offering a unified management layer that simplifies administration and centralizes control across these services, thereby reducing the manual effort and cost challenges often encountered at scale. Key features of Nerdio Manager include intelligent automation and autoscaling capabilities, which help decrease infrastructure and operational costs while ensuring users have timely access to necessary resources. The platform offers centralized policy management and role-based controls, allowing IT teams to enforce consistent security and compliance standards across diverse environments. Additionally, built-in monitoring and insights provide near real-time visibility into endpoint performance, usage, and capacity, empowering IT teams to make informed decisions. Moreover, Nerdio Manager includes migration tools that facilitate the transition from legacy Virtual Desktop Infrastructure (VDI) platforms and on-premises environments to Microsoft cloud desktops with minimal disruption. This capability is particularly beneficial for organizations looking to modernize their digital workspace without incurring significant downtime or operational hiccups. In essence, Nerdio Manager serves as the operational control plane for Microsoft cloud desktops and endpoint management. It enables organizations to modernize their digital workspace environments while effectively managing costs, simplifying daily operations, and retaining full ownership and control over their infrastructure. By transforming powerful but fragmented tools into a cohesive and manageable platform, Nerdio Manager maximizes the value of Microsoft Cloud investments, making it a vital asset for IT teams navigating the complexities of modern endpoint management.

**Average Rating:** 4.7/5.0

**Total Reviews:** 230

#### How Do G2 Users Rate Nerdio Manager?

- **Ease of Admin:** 9.1/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.2/10 (Category avg: 9.0/10)
- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.0/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Nerdio Manager?

- **Seller:** [Nerdio](https://www.g2.com/sellers/nerdio)
- **Company Website:** getnerdio.com
- **Year Founded:** 2016
- **HQ Location:** Chicago, IL
- **Twitter:** @GetNerdio  
2,103 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=994b1f74efb8c67187d1f218d2ad8fb3a6d6e0b393f7e31bd183d70121f4aa0b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2130120%2F&secure%5Burl_type%5D=linkedin_company_website)  
431 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** President
- **Top Industries:** Information Technology and Services, Computer & Network Security
- **Company Size:** 47% Small, 29% Medium

#### What Do G2 Reviewers Say About Nerdio Manager?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Nerdio Manager, finding it intuitive and straightforward for workspace creation.
- Users value the **automation** in Nerdio Manager, enhancing cloud efficiency and reducing costs while simplifying management.
- Users value the **cost efficiency** of Nerdio Manager, achieving significant savings and optimized resource management effortlessly.
- Users value the **time-saving automation** of Nerdio Manager, simplifying management and reducing the need for complex scripts.
- Users value the **automation efficiency** of Nerdio Manager, enhancing cloud operations while minimizing costs and risks.

##### Cons

- Users experience a **steep learning curve** with Nerdio Manager, finding the UI initially overwhelming and documentation lacking.
- Users note the **missing features** in Nerdio Manager, specifically lacking support for GCC 365 tenants and enhanced visibility.
- Users find the **complex setup** challenging and often feel frustrated with the unclear functionality of Nerdio Manager.
- Users find the **difficult setup** of Nerdio Manager challenging due to its self-hosted Azure instance and unclear initial instructions.
- Users find the **cost of Nerdio Manager** to be high, affecting smaller deployments despite potential savings on Azure.

#### What Are Recent G2 Reviews of Nerdio Manager?

**["Powerful centralized management of AVD for MSPs"](https://www.g2.com/survey_responses/nerdio-manager-review-9726412)**

**Rating:** 5.0/5.0 stars

_— Jason C._

[Read full review](https://www.g2.com/survey_responses/nerdio-manager-review-9726412)

**["Better control over virtual environments in daily work"](https://www.g2.com/survey_responses/nerdio-manager-review-12727020)**

**Rating:** 4.5/5.0 stars

_— Xavier R._

[Read full review](https://www.g2.com/survey_responses/nerdio-manager-review-12727020)

#### What Are G2 Users Discussing About Nerdio Manager?

- [What is Nerdio Manager for MSP used for?](https://www.g2.com/discussions/nerdio-manager-for-msp-what-is-nerdio-manager-for-msp-used-for)
- [What is Nerdio Manager for MSP used for?](https://www.g2.com/discussions/what-is-nerdio-manager-for-msp-used-for)

### [Railway](https://www.g2.com/products/railway/reviews)

Railway simplifies your infrastructure stack from servers to observability with a single, scalable, easy-to-use platform. Build and Deploy: Craft a complete full-stack application with a powerful visual canvas. Network and Connect: Interconnect your application seamlessly with highly performant networking. Scale and Grow: Scale your applications with intuitive vertical and horizontal scaling. Monitor and Observe: Fix code faster with fully configurable observability. Manage Development Environments: Accelerate your development lifecycle with isolated environments, staged changes, and pull request deploys.

**Average Rating:** 4.7/5.0

**Total Reviews:** 38

#### How Do G2 Users Rate Railway?

- **Ease of Admin:** 9.4/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.0/10 (Category avg: 9.0/10)
- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.4/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Railway?

- **Seller:** [Railway](https://www.g2.com/sellers/railway)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** CTO
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 82% Small, 5% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find Railway's **ease of use** exceptional, enabling quick deployments and seamless project management effortlessly.
- Users find **deployment incredibly easy** on Railway, appreciating its fast, reliable, and seamless integration across platforms.
- Users highly value the **ease of deployment** with Railway, appreciating its simplicity and integration across various platforms.
- Users praise Railway for its **efficiency** , highlighting simple deployments and fast, reliable service with minimal downtime.
- Users appreciate the **knowledgeable customer support** from Railway, ensuring a smooth experience when needed.

##### Cons

- Users find the **complex setup** of Railway's templates and logging features to be challenging and not user-friendly.
- Users are frustrated by the **missing features** , such as project migration and regional support, hindering full adoption.
- Users face **scaling issues** with volume extensions and GPU migration, impacting their growth potential on Railway.
- Users find the **confusion regarding template integration** troubling, making it less accessible for non-technical users.
- Users face **integration issues** with Railway's templates and logging setup, making project implementation challenging.

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

**["Deploy as fast as a railway runs"](https://www.g2.com/survey_responses/railway-review-12444783)**

**Rating:** 4.0/5.0 stars

_— Sanket O._

[Read full review](https://www.g2.com/survey_responses/railway-review-12444783)

**["Effortless Railway Deployments with Helpful Logs"](https://www.g2.com/survey_responses/railway-review-13094679)**

**Rating:** 4.5/5.0 stars

_— ARYAN M._

[Read full review](https://www.g2.com/survey_responses/railway-review-13094679)

### [NetApp ONTAP Data Management Software](https://www.g2.com/products/netapp-ontap-data-management-software/reviews)

Simplify your data infrastructure—from the edge to the core to the cloud—with the industry's leading enterprise data management software.

**Average Rating:** 4.4/5.0

**Total Reviews:** 79

#### How Do G2 Users Rate NetApp ONTAP Data Management Software?

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

#### Who Is the Company Behind NetApp ONTAP Data Management Software?

- **Seller:** [NetApp](https://www.g2.com/sellers/netapp)
- **Year Founded:** 1992
- **HQ Location:** Sunnyvale, California
- **Twitter:** @NetApp  
118,015 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=03ef34693caf2db4f0f1b0b6f59cc875a5d965731467ae3f27332b9e672139a7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2105%2F&secure%5Burl_type%5D=linkedin_company_website)  
12,682 employees on LinkedIn®
- **Ownership:** NASDAQ

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Banking
- **Company Size:** 46% Large, 39% Medium

#### What Do G2 Reviewers Say About NetApp ONTAP Data Management Software?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **robust data security** offered by NetApp ONTAP, ensuring protection against ransomware and data breaches.
- Users value the **reliability** of NetApp ONTAP, ensuring data protection and fast recovery in hybrid environments.
- Users commend the **powerful architecture** of NetApp ONTAP for standardizing data management across various environments seamlessly.
- Users value the **seamless cloud integration** of NetApp ONTAP, enhancing data management across hybrid environments.
- Users appreciate the **autonomous ransomware protection** and security features of NetApp ONTAP, ensuring robust data safety.

##### Cons

- Users note the **high cost** of NetApp ONTAP, making it less accessible for smaller environments and budgets.
- Users find the **complexity of licensing and features** of NetApp ONTAP challenging, especially for smaller environments.
- Users face **complexity issues** with licensing and configuration, making it challenging for smaller environments to manage effectively.
- Users find the **initial setup complex** , especially for those unfamiliar with encryption and key management solutions.
- Users face **integration challenges** that complicate the maintenance and setup of NetApp ONTAP Data Management Software.

#### What Are Recent G2 Reviews of NetApp ONTAP Data Management Software?

**["Simple, Reliable Data Management with Powerful Snapshots, Replication, and Efficiency"](https://www.g2.com/survey_responses/netapp-ontap-data-management-software-review-12226092)**

**Rating:** 5.0/5.0 stars

_— HARIOM S._

[Read full review](https://www.g2.com/survey_responses/netapp-ontap-data-management-software-review-12226092)

**["Netapp OnTap"](https://www.g2.com/survey_responses/netapp-ontap-data-management-software-review-9937172)**

**Rating:** 4.0/5.0 stars

_— Steve W._

[Read full review](https://www.g2.com/survey_responses/netapp-ontap-data-management-software-review-9937172)

#### What Are G2 Users Discussing About NetApp ONTAP Data Management Software?

- [What is Virtual Infrastructure Management used for?](https://www.g2.com/discussions/what-is-virtual-infrastructure-management-used-for)
- [What is SnapCenter NetApp?](https://www.g2.com/discussions/what-is-snapcenter-netapp) - 1 comment

### [GitLab](https://www.g2.com/products/gitlab/reviews)

GitLab is the most comprehensive AI-Powered DevSecOps platform that enables software innovation by empowering development, security, and operations teams to build better software, faster. With GitLab, teams can create, deliver, and manage code quickly and continuously instead of managing disparate tools and scripts. GitLab helps your teams across the complete DevSecOps lifecycle, from developing, securing, and deploying software. What makes us truly different? - Flexibility: Consume as a service or manage your own deployment - Cloud-Agnostic: Deploy anywhere with no vendor lock-in - No rip and replace: Scale to a platform approach at your own pace

**Average Rating:** 4.5/5.0

**Total Reviews:** 884

#### How Do G2 Users Rate GitLab?

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

#### Who Is the Company Behind GitLab?

- **Seller:** [GitLab Inc.](https://www.g2.com/sellers/gitlab-inc)
- **Company Website:** about.gitlab.com
- **Year Founded:** 2014
- **HQ Location:** San Francisco, California
- **Twitter:** @gitlab  
171,534 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a712a3bc9d0c8f9d0d986490c4b4786dfb8085e13a770fa4c99cd9d01137c372&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F5101804%2F&secure%5Burl_type%5D=linkedin_company_website)  
3,473 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Senior Software Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 37% Medium, 37% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users enjoy the **ease of use** of GitLab, thanks to its unified interface and streamlined CI/CD integrations.
- Users value the **all-in-one platform** of GitLab, which streamlines development processes and enhances team collaboration.
- Users praise GitLab for its **powerful CI/CD integration** , which simplifies automation and enhances pipeline efficiency.
- Users value GitLab's **s seamless integrations** allowing streamlined workflows without the need for multiple tools.
- Users value GitLab's **seamless CI/CD integration** , which simplifies automation and enhances overall development efficiency.

##### Cons

- Users find the **complexity** of GitLab's group structure and management challenging, particularly for newcomers and infrastructure.
- Users face a **difficult learning curve** with GitLab, especially for those unfamiliar with its unique structure and features.
- Users find the **confusing interface** of GitLab overwhelming, especially new users navigating its complex functionalities and settings.
- Users find the **complex user interface** of GitLab requires significant effort to master and is not always intuitive.
- Users find the **steep learning curve** of GitLab challenging, especially when adapting to its comprehensive features and UI.

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

**["GitLab’s All-in-One DevOps Platform with CI/CD and Security Scanning"](https://www.g2.com/survey_responses/gitlab-review-12864830)**

**Rating:** 5.0/5.0 stars

_— mani s._

[Read full review](https://www.g2.com/survey_responses/gitlab-review-12864830)

**["All-in-One DevOps Platform That Streamlines CI/CD and Collaboration"](https://www.g2.com/survey_responses/gitlab-review-12894467)**

**Rating:** 4.5/5.0 stars

_— Kishor G._

[Read full review](https://www.g2.com/survey_responses/gitlab-review-12894467)

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

- [What is GitLab used for?](https://www.g2.com/discussions/what-is-gitlab-used-for) - 2 comments
- [Why GitLab is better than Jenkins?](https://www.g2.com/discussions/why-gitlab-is-better-than-jenkins) - 1 comment
- [Is GitLab paid?](https://www.g2.com/discussions/is-gitlab-paid) - 5 comments, 2 upvotes
- [Is GitLab free software?](https://www.g2.com/discussions/is-gitlab-free-software) - 4 comments, 1 upvote
- [What can GitLab do?](https://www.g2.com/discussions/what-can-gitlab-do) - 2 comments

### [Red Hat Ansible Automation Platform](https://www.g2.com/products/red-hat-ansible-automation-platform/reviews)

Red Hat® Ansible® Automation Platform is Red Hat's primary enterprise automation product offering., it includes all of the tooling needed for building, deploying, and managing end-to-end automation at scale. Ansible Automation Platform makes it possible for users across an organization to share, vet, and manage automation content by means of a simple, powerful, and agentless technical implementation. IT managers can provide guidelines on how automation is applied to individual teams. Meanwhile, automation creators retain the freedom to write tasks that use existing knowledge, without the operational overhead of conforming to complex tools and frameworks. It is a more secure and stable foundation for deploying end-to-end automation solutions, from hybrid cloud to the edge. Ansible Automation Platform uses an open source development model of the Ansible project to create an experience tailored to enterprise automation. This open development model connects the engineers behind Ansible Automation Platform to more than a dozen open source Ansible projects in the community. As members work together to identify and elevate the best ideas, Red Hat supports them by contributing to the code and creating products from upstream projects. View more at https://www.ansible.com/compare Ansible Automation Platform simplifies packaging and distribution while providing tested and trusted interoperability between all the components. Combined with an 18-month support life cycle, Ansible Automation Platform takes the complexity, uncertainty, and guesswork out of using upstream open source tools. With a Red Hat subscription, you get certified and validated automation content from our robust partner ecosystem; added security, reporting, and analytics; and life cycle technical support from Red Hat and Red Hat’s technology partners to scale automation across your organization. And you’ll get expert knowledge gained from our success with thousands of customers.

**Average Rating:** 4.6/5.0

**Total Reviews:** 369

#### How Do G2 Users Rate Red Hat Ansible Automation Platform?

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

#### Who Is the Company Behind Red Hat Ansible Automation Platform?

- **Seller:** [Red Hat](https://www.g2.com/sellers/red-hat)
- **Year Founded:** 1993
- **HQ Location:** Raleigh, NC
- **Twitter:** @RedHat  
300,769 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4e0d3729ea76bc2ca4cd8f1f390777549ab9f3d824d6dd01fe584e175b43fe7a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3545%2F&secure%5Burl_type%5D=linkedin_company_website)  
19,413 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** DevOps Engineer, Software Engineer
- **Top Industries:** Information Technology and Services, Financial Services
- **Company Size:** 48% Large, 36% Medium

#### What Do G2 Reviewers Say About Red Hat Ansible Automation Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **automation efficiency** of Red Hat Ansible Automation Platform, simplifying task execution without human intervention.
- Users value the **automation efficiency** of Red Hat Ansible Automation Platform, streamlining tasks without human intervention.
- Users value the **easy integrations** of Red Hat Ansible Automation Platform, streamlining their automation processes efficiently.
- Users value the **task automation** capabilities of Red Hat Ansible, enabling efficient, hands-free operations for repeatable tasks.
- Users appreciate the **ease of use** of Red Hat Ansible Automation Platform, enabling efficient multitasking and streamlined operations.

##### Cons

- Users face a **steep learning curve** with Ansible, requiring a shift from traditional methods and challenging installations.
- Users find the **learning difficulty** of the Red Hat Ansible Automation Platform due to its complexity and daunting environment.
- Users find the **complexity of the environment** and licensing challenging, making management and scaling difficult.
- Users find the **complex setup** of Red Hat Ansible Automation Platform challenging, particularly when managing dependencies in isolated environments.
- Users find **automation issues** with Ansible Automation Platform, citing bugs and limited export functionality as concerns.

#### What Are Recent G2 Reviews of Red Hat Ansible Automation Platform?

**["Consistent, Scalable Automation That Boosts Stability and Efficiency"](https://www.g2.com/survey_responses/red-hat-ansible-automation-platform-review-12121846)**

**Rating:** 5.0/5.0 stars

_— Prasanth K._

[Read full review](https://www.g2.com/survey_responses/red-hat-ansible-automation-platform-review-12121846)

**["Efficient Automation with Some Learning Curves"](https://www.g2.com/survey_responses/red-hat-ansible-automation-platform-review-12646247)**

**Rating:** 4.0/5.0 stars

_— Jairo R._

[Read full review](https://www.g2.com/survey_responses/red-hat-ansible-automation-platform-review-12646247)

#### What Are G2 Users Discussing About Red Hat Ansible Automation Platform?

- [What is Red Hat Ansible Automation Platform used for?](https://www.g2.com/discussions/what-is-red-hat-ansible-automation-platform-used-for) - 1 comment
- [Is Red Hat Ansible free?](https://www.g2.com/discussions/is-red-hat-ansible-free)
- [What should I automate with Ansible?](https://www.g2.com/discussions/what-should-i-automate-with-ansible)
- [What are the three main components in Red Hat Ansible automation platform?](https://www.g2.com/discussions/what-are-the-three-main-components-in-red-hat-ansible-automation-platform)
- [What is Red Hat Ansible automation platform?](https://www.g2.com/discussions/what-is-red-hat-ansible-automation-platform)

### [IBM Terraform (formerly HashiCorp Terraform)](https://www.g2.com/products/ibm-terraform-formerly-hashicorp-terraform/reviews)

IBM Terraform (formerly HashiCorp Terraform) is an infrastructure as code tool that lets you define both cloud and on-prem resources in human-readable configuration files that you can version, reuse, and share. You can then use a consistent workflow to provision and manage all of your infrastructure throughout its lifecycle. Terraform can manage low-level components like compute, storage, and networking resources, as well as high-level components like DNS entries and SaaS features. Terraform creates and manages resources on cloud platforms and other services through their application programming interfaces (APIs). Providers enable Terraform to work with virtually any platform or service with an accessible API.

**Average Rating:** 4.6/5.0

**Total Reviews:** 107

#### How Do G2 Users Rate IBM Terraform (formerly HashiCorp Terraform)?

- **Ease of Admin:** 8.9/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.1/10 (Category avg: 9.0/10)
- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.6/10 (Category avg: 8.8/10)

#### Who Is the Company Behind IBM Terraform (formerly HashiCorp Terraform)?

- **Seller:** [HashiCorp](https://www.g2.com/sellers/hashicorp)
- **Company Website:** www.hashicorp.com
- **Year Founded:** 2012
- **HQ Location:** San Francisco, CA
- **Twitter:** @hashicorp  
103,221 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7a8ea2037550810dd476598fbad4d6deacd5ace6fab9b5da215c073ebd049f00&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2830763%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,181 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** DevOps Engineer, Software Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 36% Large, 35% Medium

#### What Do G2 Reviewers Say About IBM Terraform (formerly HashiCorp Terraform)?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **automation capabilities** of IBM Terraform, streamlining deployments and enhancing collaboration in team environments.
- Users benefit from **automation efficiency** in IBM Terraform, simplifying infrastructure management across multiple cloud providers seamlessly.
- Users appreciate the **ease of use** of IBM Terraform, enjoying streamlined deployments and intuitive management across cloud providers.
- Users value the **efficiency** of Terraform in managing infrastructure, streamlining processes across multiple cloud platforms effortlessly.
- Users appreciate the **effortless infrastructure management** with Terraform, enjoying its multi-cloud support and modularity.

##### Cons

- Users face challenges with **conflict management** in Terraform, particularly during collaboration on state file handling.
- Users often face **data management issues** with Terraform, particularly with state file handling in collaborative setups.
- Users find the **learning curve steep** , particularly for beginners grappling with complex configurations and state management.
- Users find the **learning difficulty** significant, especially for beginners managing state files and advanced features.
- Users often face **merge conflicts** due to challenging state file management, particularly in collaborative environments.

#### What Are Recent G2 Reviews of IBM Terraform (formerly HashiCorp Terraform)?

**["Good for Infrastructure Automation but Has a Learning Curve"](https://www.g2.com/survey_responses/ibm-terraform-formerly-hashicorp-terraform-review-12917227)**

**Rating:** 4.5/5.0 stars

_— Ashish S._

[Read full review](https://www.g2.com/survey_responses/ibm-terraform-formerly-hashicorp-terraform-review-12917227)

**["Brings Consistency and Scalability to Cloud Management"](https://www.g2.com/survey_responses/ibm-terraform-formerly-hashicorp-terraform-review-12882200)**

**Rating:** 4.5/5.0 stars

_— Verified User_

[Read full review](https://www.g2.com/survey_responses/ibm-terraform-formerly-hashicorp-terraform-review-12882200)

#### What Are G2 Users Discussing About IBM Terraform (formerly HashiCorp Terraform)?

- [How does terraform work internally?](https://www.g2.com/discussions/how-does-terraform-work-internally) - 1 comment
- [What kind of tool is terraform?](https://www.g2.com/discussions/what-kind-of-tool-is-terraform) - 2 comments
- [Is terraform free?](https://www.g2.com/discussions/is-terraform-free) - 3 comments
- [What does HashiCorp terraform do?](https://www.g2.com/discussions/what-does-hashicorp-terraform-do)

### [Spacelift](https://www.g2.com/products/spacelift/reviews)

The Spacelift orchestration platform combines infrastructure provisioning, configuration, and governance to increase platform team efficiency, accelerate developer velocity, and control costs. It connects to and orchestrates infrastructure as code (IaC), version control systems (VCSs), observability tools, control and governance solutions, and cloud providers to help deliver secure infrastructure faster. With Spacelift Intelligence, teams can also understand, design, deploy, and govern infrastructure using natural language, giving developers a fast, governed path to infrastructure without adding to the platform team's backlog. Infrastructure provisioning: Stacks ensure faster, more secure provisioning by automatically combining source code, current infrastructure state, and configuration. The platform works with any major IaC tool or cloud platform and the VCS provider where your teams store infrastructure code. Configuration automation: Expand your capabilities beyond Terraform and OpenTofu with a workflow that also manages Ansible playbooks. Governance to balance speed and control: Reinforce security and compliance with controls over developer/DevOps activity. Provide Golden Paths and define custom policies for third-party security vulnerability scanning tools, while accelerating policy creation with best-practice templates. Detect drift automatically, and restore resources to their expected state with drift remediation. Integrated workflow: Easily create workflows that combine IaC for provisioning, Ansible for configuration management, Kubernetes for container orchestration, and policies for governance. Blueprint templates allow you to open your infrastructure pipelines to developers without losing control. Infra Assistant: Your AI infrastructure assistant that can understand, design, deploy, and govern infrastructure in plain language. Ask questions about your infrastructure state that dashboards and reports can't answer. Get expert design guidance before you deploy, create and apply policies with AI assistance and diagnose failures faster with AI-generated context across your stacks, dependencies, and history. Intent: A no-code, AI-based deployment model for maximum speed. Developers request infrastructure through their LLM via Spacelift MCP. Intent translates those requests into governed infrastructure actions with the same policies, credentials, and visibility as IaC, without requiring Terraform expertise.

**Average Rating:** 4.9/5.0

**Total Reviews:** 12

#### How Do G2 Users Rate Spacelift?

- **Ease of Admin:** 8.9/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.8/10 (Category avg: 9.0/10)
- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.1/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Spacelift?

- **Seller:** [Spacelift](https://www.g2.com/sellers/spacelift)
- **Year Founded:** 2020
- **HQ Location:** Redwood City, California, United States
- **Twitter:** @spaceliftio  
1,693 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=99cb4187c1693ad955240110249ac72ab090929a9c260718da5a65980efcaa15&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fspacelift-io%2F&secure%5Burl_type%5D=linkedin_company_website)  
154 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 58% Medium, 17% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find Spacelift offers **ease of learning** , simplifying the integration and management of infrastructure configurations effortlessly.
- Users appreciate the **ease of use** of Spacelift, particularly valuing its straightforward setup and efficient management features.
- Users praise the **easy initial setup** of Spacelift, facilitating smooth integration and management of infrastructure configurations.
- Users value the **seamless integration with GitHub** and tools that simplify stack management and infrastructure configuration.
- Users value the **efficient management of multiple stacks** in Spacelift, enhancing their infrastructure automation experience.

##### Cons

- Users find the **complex interface** limits holistic views and leads to frustrating navigation challenges within Spacelift.
- Users find the **configuration process quite challenging** , often experiencing hassle when adding new items in Spacelift.
- Users experience **complex setup challenges** in Spacelift, finding configuration processes cumbersome and time-consuming.
- Users find the **confusing interface** of Spacelift limiting, hindering their ability to gain a comprehensive view efficiently.
- Users find **customization difficult** in Spacelift, as configuring items can be challenging and cumbersome.

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

**["User-Friendly UI, Feature-Rich Platform, and Exceptional Support"](https://www.g2.com/survey_responses/spacelift-review-12846724)**

**Rating:** 5.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/spacelift-review-12846724)

**["Spacelift Brings Strong Governance, Self-Service Guardrails, and Great Support"](https://www.g2.com/survey_responses/spacelift-review-12879052)**

**Rating:** 5.0/5.0 stars

_— Rick A._

[Read full review](https://www.g2.com/survey_responses/spacelift-review-12879052)

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

- [What is Spacelift used for?](https://www.g2.com/discussions/what-is-spacelift-used-for)

### [Progress Chef](https://www.g2.com/products/progress-chef/reviews)

The Progress Chef portfolio consists of multiple, integrated products. It offers a set of capabilities that provide organizations the flexibility to support different use cases. All these capabilities are based on a trusted set of tools rooted in open source, starting with the ability to configure, deploy and manage all aspects of a technology stack as well as the ability to secure and support compliance across the asset fleet. The Chef portfolio includes configuration/infrastructure management, application delivery (including edge support and device management as well as support for security and compliance), all of which are supported by a single pane of glass for fleet wide visibility and control.

**Average Rating:** 4.3/5.0

**Total Reviews:** 122

#### How Do G2 Users Rate Progress Chef?

- **Ease of Admin:** 8.0/10 (Category avg: 8.7/10)
- **Quality of Support:** 8.1/10 (Category avg: 9.0/10)
- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 9.0/10)
- **Ease of Use:** 7.7/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Progress Chef?

- **Seller:** [Progress Software](https://www.g2.com/sellers/progress-software)
- **Company Website:** www.progress.com
- **Year Founded:** 1981
- **HQ Location:** Burlington, MA.
- **Twitter:** @ProgressSW  
48,773 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ab257d11ab0255eaaae8c28635f37e0e64277d81eae954d5985edfd545cd2d69&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fprogress-software%2F&secure%5Burl_type%5D=linkedin_company_website)  
4,205 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** DevOps Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 41% Medium, 38% Large

#### What Are Recent G2 Reviews of Progress Chef?

**["Intuitive and Efficient Task Management with Minor Speed Hiccups"](https://www.g2.com/survey_responses/progress-chef-review-13141654)**

**Rating:** 4.5/5.0 stars

_— Vicky Shereen S._

[Read full review](https://www.g2.com/survey_responses/progress-chef-review-13141654)

**["Easy Task Management, Needs Speed Improvement"](https://www.g2.com/survey_responses/progress-chef-review-13142642)**

**Rating:** 4.5/5.0 stars

_— NONKULULEKO Z._

[Read full review](https://www.g2.com/survey_responses/progress-chef-review-13142642)

#### What Are G2 Users Discussing About Progress Chef?

- [How has Progress Chef helped automate your infrastructure management, and what features do you rely on?](https://www.g2.com/discussions/how-has-progress-chef-helped-automate-your-infrastructure-management-and-what-features-do-you-rely-on)
- [What is Progress Chef used for?](https://www.g2.com/discussions/what-is-progress-chef-used-for)

### [Zipher - Intelligent Execution Layer for Agentic Workloads](https://www.g2.com/products/zipher-intelligent-execution-layer-for-agentic-workloads/reviews)

When AI creates data workloads at scale, static compute infra can't keep up. Zipher's intelligent compute layer takes workloads from static to dynamic, unlocking growth for enterprise data teams.

**Average Rating:** 4.7/5.0

**Total Reviews:** 11

#### How Do G2 Users Rate Zipher - Intelligent Execution Layer for Agentic Workloads?

- **Ease of Admin:** 8.5/10 (Category avg: 8.7/10)
- **Quality of Support:** 10.0/10 (Category avg: 9.0/10)
- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.2/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Zipher - Intelligent Execution Layer for Agentic Workloads?

- **Seller:** [Zipher](https://www.g2.com/sellers/zipher)
- **Company Website:** zipher.cloud
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=db85f46630d48b69f8ed9534f371b74d19e3041be9259a14c9f4a73c879e073d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fzipher%2F&secure%5Burl_type%5D=linkedin_company_website)  
26 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 73% Medium, 18% Large

#### What Do G2 Reviewers Say About Zipher - Intelligent Execution Layer for Agentic Workloads?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend Zipher for its **significant cost efficiency** , achieving rapid reductions in cloud and Databricks expenses.
- Users praise the **setup ease** of Zipher, appreciating its quick installation and hands-free functionality.
- Users find Zipher's platform to be extremely **easy to use** , enabling a hands-free solution with minimal ongoing attention.
- Users commend Zipher for its **efficiency** , enhancing performance while reducing costs and stabilizing workload management.
- Users appreciate the **reliability** of Zipher, noting improved stability and consistent cost efficiencies in workload management.

##### Cons

- Users find Zipher's **missing features** limiting, particularly the lack of dashboards and metrics for comprehensive monitoring.
- Users find the **dashboard design lacking** , impacting usability and the overall smooth experience with Zipher.
- Users find the **pricing model quite complex** , making it difficult to understand the overall cost structure.
- Users face **integration issues** with Zipher, leading to a confusing and less intuitive experience during onboarding.
- Users feel that Zipher has **poor analytics** , lacking in-depth reporting and custom drilldown features for better insights.

#### What Are Recent G2 Reviews of Zipher - Intelligent Execution Layer for Agentic Workloads?

**["Effortless Databricks Cost Savings with Zipher"](https://www.g2.com/survey_responses/zipher-intelligent-execution-layer-for-agentic-workloads-review-11709945)**

**Rating:** 5.0/5.0 stars

_— Moshe D._

[Read full review](https://www.g2.com/survey_responses/zipher-intelligent-execution-layer-for-agentic-workloads-review-11709945)

**["Truly Hands-Off: Cut Our Databricks Bill Without Touching Code"](https://www.g2.com/survey_responses/zipher-intelligent-execution-layer-for-agentic-workloads-review-13180837)**

**Rating:** 5.0/5.0 stars

_— Roy H._

[Read full review](https://www.g2.com/survey_responses/zipher-intelligent-execution-layer-for-agentic-workloads-review-13180837)

### [Google Cloud Deployment Manager](https://www.g2.com/products/google-cloud-deployment-manager/reviews)

Create and manage cloud resources with simple templates

**Average Rating:** 4.6/5.0

**Total Reviews:** 26

#### How Do G2 Users Rate Google Cloud Deployment Manager?

- **Ease of Admin:** 10.0/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.2/10 (Category avg: 9.0/10)
- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.4/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Google Cloud Deployment Manager?

- **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:** 59% Small, 22% Medium

#### What Are Recent G2 Reviews of Google Cloud Deployment Manager?

**["Deploying A Ready-To-Use Cloud Server Within Clicks"](https://www.g2.com/survey_responses/google-cloud-deployment-manager-review-8196049)**

**Rating:** 5.0/5.0 stars

_— Nicolas F._

[Read full review](https://www.g2.com/survey_responses/google-cloud-deployment-manager-review-8196049)

**["Great but underestimated GCP IaC tool"](https://www.g2.com/survey_responses/google-cloud-deployment-manager-review-6752401)**

**Rating:** 4.5/5.0 stars

_— Bartek M._

[Read full review](https://www.g2.com/survey_responses/google-cloud-deployment-manager-review-6752401)

#### What Are G2 Users Discussing About Google Cloud Deployment Manager?

- [What is Google Cloud Deployment Manager used for?](https://www.g2.com/discussions/what-is-google-cloud-deployment-manager-used-for)

### [kestra](https://www.g2.com/products/kestra-technologies-kestra/reviews)

Kestra is an open-source workflow orchestration and automation platform that enables organizations to define, schedule, and monitor both event-driven and time-based workflows. It brings Infrastructure-as-Code principles to orchestration, allowing teams to manage processes through YAML definitions or an intuitive user interface. Kestra is designed for data engineers, developers, and DevOps teams who need to automate data pipelines, integrate distributed systems, or coordinate multi-step workflows across hybrid or cloud environments. Core Capabilities Declarative orchestration: Workflows are defined in YAML and automatically synchronized with changes made through the UI or API. Event-driven and scheduled triggers: Supports automation initiated by timers or external events such as file arrivals, API calls, or message queues (Kafka, Redis, Pulsar, AMQP, MQTT, NATS, AWS SQS, Google Pub/Sub, Azure Event Hubs). Visual workflow design: Build and modify workflows directly in the browser with syntax validation, auto-completion, and real-time DAG visualization. Scalability and resilience: Distributed architecture provides high availability, fault tolerance, retries, and backfill management for millions of executions. Plugin ecosystem: Hundreds of integrations for databases, APIs, cloud platforms, and languages including Python, Node.js, Go, R, and Shell. Key Benefits Unified orchestration layer: Manage scheduled and event-based workflows in one system instead of maintaining separate schedulers or automation tools. Version control integration: Workflows can be stored in Git repositories, supporting CI/CD pipelines and Terraform for Infrastructure-as-Code management. Multi-environment flexibility: Deploy locally, in containers, or across Kubernetes clusters and major cloud providers (AWS, GCP, Azure). Observability and notifications: Track executions, manage inputs and outputs, and send alerts via Slack, PagerDuty, or email. Extensibility: Users can develop custom plugins to extend functionality and standardize internal operations. Typical Use Cases Data orchestration: Build and schedule ETL pipelines, batch or streaming data processes, and big-data workflows with tools like Spark and BigQuery. AI and ML automation: Coordinate model training, evaluation, and deployment workflows. Infrastructure automation: Replace cron jobs or legacy schedulers with declarative, event-driven execution. Microservice coordination: Connect APIs and services into reliable end-to-end processes. Getting Started Kestra can be launched locally in one command using Docker or deployed in production environments with Docker Compose, Kubernetes, or AWS CloudFormation. Users can create and run their first “Hello World” workflow in minutes via the built-in editor or API. Community and Support Kestra is distributed under the Apache 2.0 License and maintained by an active open-source community.

**Average Rating:** 4.6/5.0

**Total Reviews:** 24

#### How Do G2 Users Rate kestra?

- **Ease of Admin:** 10.0/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.8/10 (Category avg: 9.0/10)
- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.0/10)
- **Ease of Use:** 9.6/10 (Category avg: 8.8/10)

#### Who Is the Company Behind kestra?

- **Seller:** [Kestra Technologies](https://www.g2.com/sellers/kestra-technologies)
- **Year Founded:** 2022
- **HQ Location:** Paris, FR
- **Twitter:** @kestra\_io  
3,146 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=91ac982b361411c4bfe8a244cfe57e8b42fb9bdf6e595743e8e4b3ec5c29e66c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkestra%2F&secure%5Burl_type%5D=linkedin_company_website)  
67 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 83% Small, 8% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **centralized management** features of Kestra, enhancing collaboration and streamlining workflow integration across teams.
- Users commend Kestra for its **responsive support** , excellent documentation, and role in enhancing collaboration and efficiency.
- Users value the **customization options** in Kestra, enhancing collaboration and integration within diverse data workflows.
- Users commend Kestra for its **exceptional data security** , enhancing collaboration and reliability in data and automation pipelines.
- Users praise the **excellent documentation** of Kestra, which supports easy growth and aids in efficient tool usage.

##### Cons

- Users find the **alert overload** in Kestra's UI overwhelming and hard to filter effectively.
- Users find the **UI overwhelming** , particularly in the Logging/Task Runs menu, which complicates navigation and filtering.

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

**["The Adamantium to my fragile AI pipeline"](https://www.g2.com/survey_responses/kestra-review-12931708)**

**Rating:** 4.5/5.0 stars

_— Khushal A._

[Read full review](https://www.g2.com/survey_responses/kestra-review-12931708)

**["Exceptional Orchestration for Resilient, Self-Healing Data Pipelines"](https://www.g2.com/survey_responses/kestra-review-12935633)**

**Rating:** 4.0/5.0 stars

_— Deemanth G._

[Read full review](https://www.g2.com/survey_responses/kestra-review-12935633)

### [Harness Platform](https://www.g2.com/products/harness-platform/reviews)

Simplify your developer experience with the world's first AI-augmented software delivery platform. Upgrade your software delivery with Harness' innovative CI/CD, Feature Flags, Infrastructure as Code Management, and Chaos Engineering tools. We are a software delivery platform that helps developers and infrastructure engineers build and ship code for cloud and on-premise projects. We automate the continuous integration and continuous delivery (CI/CD) process to help teams build faster, ship more frequently, and improve quality, efficiency, and governance. We help companies in four key areas: Number one, we accelerate innovation through DevOps modernization. We provide an approach for software delivery that automates processes, reduces manual interventions, consolidates tools, and accelerates time-to-market for new products, features, and fixes. Number two, we improve developer experience. We give you the ability to attract, retain, and onboard high-caliber engineering talent while fostering a culture of continuous innovation and improvement. Number three, we secure software delivery. We give you the ability to integrate security into every phase of the SDLC. And last but not least is, we optimize cloud costs. We give you the ability to eliminate waste and to ensure that appropriate cloud resources are allocated at the right place at the right time.

**Average Rating:** 4.6/5.0

**Total Reviews:** 301

#### How Do G2 Users Rate Harness Platform?

- **Ease of Admin:** 8.8/10 (Category avg: 8.7/10)
- **Quality of Support:** 9.1/10 (Category avg: 9.0/10)
- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 9.0/10)
- **Ease of Use:** 8.7/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Harness Platform?

- **Seller:** [Harness](https://www.g2.com/sellers/harness-25016f40-e80f-4417-bea8-39412055d17a)
- **Company Website:** harness.io
- **Year Founded:** 2018
- **HQ Location:** San Francisco
- **Twitter:** @HarnessWealth  
1,389 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fbec562b1d7a892f3293de88d17cc0509949905a19856805c612616710bc3a7d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fharnessinc%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,701 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, DevOps Engineer
- **Top Industries:** Computer Software, Financial Services
- **Company Size:** 43% Large, 37% Medium

#### What Do G2 Reviewers Say About Harness Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Harness Platform, making implementation and configuration seamless and efficient.
- Users value the **ease of use and flexibility** in targeting features within the Harness Platform.
- Users appreciate the **user-friendly interface** of Harness Platform for easily managing and deploying feature flags.
- Users find the **easy setup** of Harness Platform quick and efficient, leading to immediate cost savings and satisfaction.
- Users value the **easy integrations** with SSO and tools that streamline software delivery on the Harness Platform.

##### Cons

- Users note a **lack of multiple filters** in Harness Platform, limiting flexibility for advanced customization and usability.
- Users face **limitations in configuration management** , including issues with renaming and deleting toggles that complicate usability.
- Users note a **lack of multiple filters** and missing features in the Harness Platform, limiting its overall usability.
- Users find the **steep learning curve** challenging, particularly due to complicated settings and insufficient documentation.
- Users find the **UI complex and clunky** , which can complicate the overall user experience with the platform.

#### What Are Recent G2 Reviews of Harness Platform?

**["Harness - World of automation"](https://www.g2.com/survey_responses/harness-platform-review-11792426)**

**Rating:** 4.5/5.0 stars

_— Sunil A._

[Read full review](https://www.g2.com/survey_responses/harness-platform-review-11792426)

**["End-to-End DevOps Automation with Powerful, Flexible CI/CD Pipelines"](https://www.g2.com/survey_responses/harness-platform-review-13164505)**

**Rating:** 4.5/5.0 stars

_— Ravindra N._

[Read full review](https://www.g2.com/survey_responses/harness-platform-review-13164505)

#### What Are G2 Users Discussing About Harness Platform?

- [What is Harness Continuous Delivery used for?](https://www.g2.com/discussions/what-is-harness-continuous-delivery-used-for) - 1 comment
- [What is Propelo used for?](https://www.g2.com/discussions/what-is-propelo-used-for)
- [What is Harness Cloud Cost Management used for?](https://www.g2.com/discussions/what-is-harness-cloud-cost-management-used-for)
- [What is the difference between harness and Jenkins?](https://www.g2.com/discussions/what-is-the-difference-between-harness-and-jenkins) - 1 comment
- [What is streaming Split IO?](https://www.g2.com/discussions/what-is-streaming-split-io) - 1 comment

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Similar Categories

- [Continuous Delivery](/categories/continuous-delivery-tools)
- [Continuous Integration](/categories/continuous-integration)

- [Build Automation](/categories/build-automation)
- [Configuration Management](/categories/configuration-management)

- [Other Continuous Delivery](/categories/other-continuous-delivery)

[Browse Cloud Infrastructure Automation Themes](/categories/cloud-infrastructure-automation/themes)

 ![Adam Crivello](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Adam Crivello")
AC

Researched and written by [Adam Crivello](https://research.g2.com/insights/author/adam-crivello)

Updated October 3, 2024

Cloud infrastructure automation technology is used to provision servers and computer data centers through metadata files, as opposed to physical configuration. The concept in practice can also be referred to implementing "infrastructure as code" or performing continuous configuration automation. Developers will create templated infrastructure to run their application code, review code, and integrate it. These templates can then be reused and generated automatically, minimizing a developer’s need to reconfigure infrastructure.

Companies use cloud infrastructure automation technology in DevOps practices to reuse preconfigured infrastructure and ensure configuration visibility at all times. These tools can save developers time in configuring infrastructure as well as reduce downtime.

These tools have a strong tie to the [continuous delivery](https://www.g2.com/categories/continuous-delivery) process. A number DevOps-focused [configuration management software](https://www.g2.com/categories/configuration-management) tools will have the ability to automate cloud infrastructure, but that capability is not inherent to all configuration management tools.

To qualify for inclusion in the Cloud Infrastructure Automation category, a product must:

- Facilitate the definition and configuration of cloud infrastructure
- Allow the recreation of that infrastructure state in a templated form
- Automate the enforcement of the infrastructure definitions
- Integrate with other DevOps tools for complete continuous delivery

Show More