Top Free Cloud Infrastructure Automation Software

How Many Cloud Infrastructure Automation Software Products Does G2 Track?

Total Products under this Category: 118

Category Stats (Aug 2026)

  • Average Rating: 4.58/5 (↑0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Zipher (+1.06%) - Among all products in this category, Zipher recorded the largest rating increase compared to last month

Last updated: August 19, 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
  • 118+ 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

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

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=netapp-ontap-data-management-software&focus%5B%5D=gitlab&focus%5B%5D=spacelift)

Sponsored

JFrog

JFrog Ltd. (Nasdaq: FROG), the creators of the unified DevOps, DevSecOps, DevGovOps and MLOps platform, is on a mission to create a world of software delivered without friction from development to production. Driven by a “Liquid Software” vision to keep software continuously flowing, secure, and always up to date, the JFrog Platform serves as the definitive software supply chain system of record. It is uniquely engineered to power organizations as they build, manage, and distribute trusted software with unprecedented speed, security, and scale across hybrid and multi-cloud environments. As software engineering evolves in the AI era, JFrog’s newest offerings address the industry's most pressing trend: the rise of agentic software development and the hidden security risks of "Shadow AI." In response to threat actors increasingly targeting developer workflows including a massive surge in malicious open-source AI models and infected packages; JFrog has expanded its platform capabilities to deliver absolute end-to-end visibility and automated compliance. Key new innovations include the JFrog AI Catalog, which enables organizations to centralize, govern, and control the lifecycle of AI models approved for enterprise use. To secure autonomous coding environments, JFrog introduced the Universal MCP Registry and the Agent Skills Registry (developed alongside NVIDIA). These new solutions establish the industry’s first enterprise-grade trust layer to safely manage and store AI agent skills, monitor connections, and instantly block unsafe developer tools or malicious coding extensions right where developers work. Furthermore, the integration of advanced DevGovOps and Runtime Security tools allows teams to replace slow, manual compliance audits with continuous, background policy enforcement. By shifting security left directly into the binary pipeline, JFrog ensures that the volume of AI-assisted code does not outpace an organization's ability to verify its safety. Today, millions of users and approximately 6,600 organizations worldwide, including a majority of the Fortune 100, depend on the universal JFrog Platform to eliminate point-solution fatigue, bridge the governance gap, and securely embrace digital transformation. Learn more at www.jfrog.com or follow us on X @JFrog.

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GitHub

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: 2,337

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: 9.1/10)
  • Ease of Use: 8.7/10 (Category avg: 8.8/10)

Who Is the Company Behind GitHub?

  • Seller: GitHub
  • Year Founded: 2008
  • HQ Location: San Francisco, CA
  • Twitter: @github
    2,673,925 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    6,653 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 GitHub's seamless collaboration and powerful version control, enhancing project transparency and workflow management.
  • Users appreciate the ease of use of GitHub, enabling seamless collaboration and efficient version control.
  • Users value the seamless team collaboration on GitHub, enhancing code sharing and workflow management effectively.
  • Users value the seamless collaboration offered by GitHub, enhancing project transparency and team workflow management.
  • Users value GitHub for its seamless version control, enhancing collaboration and streamlining the development process.
Cons
  • Users find the complexity in advanced features of GitHub challenging, particularly for newcomers and managing large repositories.
  • Users find the learning curve challenging, especially when designing workflows and managing permissions effectively.
  • Users find the complexity for beginners challenging, especially with CI/CD workflows and permission management.
  • Users find learning GitHub challenging due to overwhelming settings and complexities, making navigation difficult for newcomers.
  • Users find the steep learning curve of GitHub challenging, especially in mastering workflows and managing permissions.

What Are Recent G2 Reviews of GitHub?

What Are G2 Users Discussing About GitHub?

Nerdio Manager

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: 9.1/10)
  • Ease of Use: 9.0/10 (Category avg: 8.8/10)

Who Is the Company Behind Nerdio Manager?

  • Seller: Nerdio
  • Company Website:
  • Year Founded: 2016
  • HQ Location: Chicago, IL
  • Twitter: @GetNerdio
    2,103 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    454 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 value the ease of use of Nerdio Manager, making workspace creation and IT management straightforward.
  • Users appreciate the automation features of Nerdio Manager, significantly reducing manual effort and enhancing control over Azure management.
  • Users appreciate the cost efficiency of Nerdio Manager, benefiting from automated scaling and optimized resource management.
  • Users value the time-saving automation of Nerdio Manager, significantly reducing manual effort in Azure management tasks.
  • Users value the automation efficiency of Nerdio Manager, significantly reducing operational overhead and simplifying workflows.
Cons
  • Users note a steep learning curve with Nerdio Manager, as the interface can initially feel overwhelming and less intuitive.
  • Users express concern over missing features, particularly the lack of support for GCC 365 tenants.
  • Users find the complex setup of Nerdio Manager challenging, often leading to frustration and unclear functionality.
  • Users find the difficult setup process of Nerdio Manager challenging due to its self-hosted Azure instance requirements.
  • Users find the cost of Nerdio Manager to be a primary drawback, particularly for smaller organizations.

What Are Recent G2 Reviews of Nerdio Manager?

What Are G2 Users Discussing About Nerdio Manager?

Railway

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: 9.1/10)
  • Ease of Use: 9.4/10 (Category avg: 8.8/10)

Who Is the Company Behind Railway?

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 highlight the ease of use of Railway, enabling fast deployments and smooth project management seamlessly.
  • Users praise Railway for its deployment ease, enabling quick and efficient management of multiple projects effortlessly.
  • Users praise Railway for its easy deployment and management, enabling quick transitions from code to production seamlessly.
  • Users praise Railway for its efficiency in deployment, making development quick and hassle-free with excellent support.
  • Users highly value the knowledgeable customer support of Railway, enhancing their overall experience with the platform.
Cons
  • Users find the complex setup of Railway's templates challenging, complicating integration and functionality within projects.
  • Users are frustrated by the missing features in Railway, including project migration options and access controls.
  • Users face scaling issues with volume extensions during rapid growth, impacting storage needs despite eventual resolutions.
  • Users find the confusion surrounding template integration in Railway hinders accessibility for non-technical users.
  • Users face integration issues with Railway, struggling to incorporate templates and set up logging to external platforms seamlessly.

What Are Recent G2 Reviews of Railway?

GitLab

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: 886

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: 9.1/10)
  • Ease of Use: 8.7/10 (Category avg: 8.8/10)

Who Is the Company Behind GitLab?

  • Seller: GitLab Inc.
  • Company Website:
  • Year Founded: 2014
  • HQ Location: San Francisco, California
  • Twitter: @gitlab
    171,534 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    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 value the ease of use in GitLab, enjoying its all-in-one DevOps capabilities and intuitive interface.
  • Users value the all-encompassing features of GitLab, which enhance collaboration and streamline the DevOps workflow.
  • Users love the seamless CI/CD integration of GitLab, simplifying automation and collaboration in DevOps workflows.
  • Users praise the seamless CI/CD integration in GitLab, enhancing automation and collaboration within their DevOps workflow.
  • Users value the seamless integrations in GitLab, resulting in efficient workflows and streamlined management across multiple functions.
Cons
  • Users find the complexity of GitLab's setup and management to be a significant barrier to efficient use.
  • Users find the difficult learning curve of GitLab challenging due to its complex interface and YAML syntax.
  • Users find the interface confusing due to clutter and slow performance with large repositories, complicating their navigation.
  • Users find the complex user interface challenging, especially with slow performance and difficulties in navigation and management.
  • Users find the learning curve steep, particularly for those new to DevOps and managing extensive features.

What Are Recent G2 Reviews of GitLab?

What Are G2 Users Discussing About GitLab?

Spacelift

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: 4.8/5.0

Total Reviews: 17

How Do G2 Users Rate Spacelift?

  • Ease of Admin: 9.2/10 (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: 9.1/10)
  • Ease of Use: 9.2/10 (Category avg: 8.8/10)

Who Is the Company Behind Spacelift?

  • Seller: Spacelift
  • Year Founded: 2020
  • HQ Location: Redwood City, California, United States
  • Twitter: @spaceliftio
    1,693 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    154 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 68% Medium, 16% Small

What Do G2 Reviewers Say About Spacelift?

AI-generated summary from verified user reviews

Pros
  • Users commend the ease of learning with Spacelift, appreciating its simple setup and smooth integration processes.
  • Users find Spacelift to be easy to use, simplifying the management of complex infrastructure configurations seamlessly.
  • Users appreciate the easy initial setup of Spacelift, simplifying the management of complex infrastructure configurations.
  • Users value the robust integrations with GitHub and appreciate its efficiency in managing complex infrastructures seamlessly.
  • Users value the efficient infrastructure automation Spacelift offers, enhancing management and simplifying workflows significantly.
Cons
  • Users find the complex interface cumbersome, lacking a holistic view and presenting navigation challenges.
  • Users find the configuration complexity of Spacelift challenging, often leading to a cumbersome setup process.
  • Users find the configuration process challenging, often facing difficulties when setting up necessary items in Spacelift.
  • Users find the confusing interface of Spacelift limits their ability to obtain a comprehensive view of their projects.
  • Users find customization difficult in Spacelift, as configuring new items can be challenging and cumbersome.

What Are Recent G2 Reviews of Spacelift?

What Are G2 Users Discussing About Spacelift?

Red Hat Ansible Automation Platform

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: 9.1/10)
  • Ease of Use: 8.7/10 (Category avg: 8.8/10)

Who Is the Company Behind Red Hat Ansible Automation Platform?

  • Seller: Red Hat
  • Year Founded: 1993
  • HQ Location: Raleigh, NC
  • Twitter: @RedHat
    300,769 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    19,413 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, DevOps 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 find the seamless automation of Red Hat Ansible Automation Platform enhances efficiency with minimal human interaction.
  • Users value the automation efficiency of Red Hat Ansible Automation Platform, streamlining operations without human intervention.
  • Users value the easy integrations of Red Hat Ansible Automation Platform, streamlining their automation workflows effortlessly.
  • Users value the task automation capabilities of Red Hat Ansible Automation Platform, streamlining processes without human intervention.
  • Users value the ease of use in Red Hat Ansible Automation Platform, making automation accessible even for beginners.
Cons
  • Users experience a steep learning curve with Ansible, requiring adjustments from traditional methods and installation challenges.
  • Users find the learning difficulty of Red Hat Ansible Automation Platform challenging due to its complexity and management issues.
  • Users find the complexity of the environment and licensing overwhelming, complicating management and scaling efforts.
  • Users find the complex setup of Red Hat Ansible Automation Platform challenging, especially with dependency management and installation.
  • Users note automation issues, including difficulties with inventory export and security that need further improvement.

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

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

IBM Terraform (formerly HashiCorp Terraform)

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: 9.1/10)
  • Ease of Use: 8.6/10 (Category avg: 8.8/10)

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

  • Seller: HashiCorp
  • Company Website:
  • Year Founded: 2012
  • HQ Location: San Francisco, CA
  • Twitter: @hashicorp
    103,221 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    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, 34% Medium

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

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of IBM Terraform, enjoying seamless infrastructure management across multiple cloud providers.
  • Users appreciate the efficiency of IBM Terraform, streamlining infrastructure management across multiple cloud providers effortlessly.
  • Users value the automation capabilities of IBM Terraform, enhancing efficiency and reliability in infrastructure management across clouds.
  • Users benefit from automation efficiency with Terraform, streamlining infrastructure management across multiple cloud providers seamlessly.
  • Users appreciate the effortless infrastructure automation of IBM Terraform, enhancing consistency across multiple cloud providers.
Cons
  • Users find state file management challenging in Terraform, especially in collaborative settings that can lead to conflicts.
  • Users find data management issues with state files challenging, particularly in team settings due to potential conflicts.
  • Users find the steep learning curve challenging, especially for beginners dealing with complex configurations and state management.
  • Users find the learning difficulty significant, particularly with HCL and managing state files effectively.
  • Users often face merge conflicts in state file management, particularly in collaborative settings, complicating their workflows.

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

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

Spot

The Spot by NetApp portfolio enables cloud operations teams to deliver scalability, performance and security for cloud infrastructure and applications — at the lowest possible cost — through continuous automation and optimization combined with deep visibility and governance. From cloud-native startups to global enterprises and managed services providers, thousands of customers rely on Spot solutions to unlock the full value of the cloud.

Average Rating: 4.8/5.0

Total Reviews: 16

How Do G2 Users Rate Spot?

  • Ease of Admin: 8.6/10 (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?: 8.8/10 (Category avg: 9.1/10)
  • Ease of Use: 8.8/10 (Category avg: 8.8/10)

Who Is the Company Behind Spot?

  • Seller: Flexera
  • Year Founded: 2008
  • HQ Location: Itasca, IL
  • Twitter: @flexera
    4,737 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,072 employees on LinkedIn®

Who Uses This Product?

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

What Are Recent G2 Reviews of Spot?

Harness Platform

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: 310

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: 9.1/10)
  • Ease of Use: 8.7/10 (Category avg: 8.8/10)

Who Is the Company Behind Harness Platform?

  • Seller: Harness
  • Company Website:
  • Year Founded: 2018
  • HQ Location: San Francisco
  • Twitter: @HarnessWealth
    1,389 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,701 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, DevOps Engineer
  • Top Industries: Computer Software, Financial Services
  • Company Size: 42% Large, 39% Medium

What Do G2 Reviewers Say About Harness Platform?

AI-generated summary from verified user reviews

Pros
  • Users find the ease of use of Harness Platform essential for streamlining their development projects effectively.
  • Users highlight the easy integration and comprehensive documentation of Harness Platform, streamlining project implementation and feature management.
  • Users value the ease of managing feature flags across environments, enhancing flexibility and control in deployment.
  • Users appreciate the easy setup of Harness Platform, allowing quick implementation of feature flags and A/B testing.
  • Users find the easy integrations in Harness Platform enhance their workflow and improve productivity significantly.
Cons
  • Users note the missing features in Harness Platform, particularly regarding multiple filters and flexibility compared to other tools.
  • Users find the activation and deactivation clarity lacking, causing confusion in managing feature flags effectively.
  • Users express frustration over limited features, including SDK options and difficulties with traffic splitting and flag management.
  • Users note a steep learning curve with Harness Platform, requiring time to master its extensive features and tools.
  • Users criticize the poor UI of Harness Platform, finding it difficult to manage feature flags effectively.

What Are Recent G2 Reviews of Harness Platform?

What Are G2 Users Discussing About Harness Platform?

Zipher

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: 4.8/5.0

Total Reviews: 12

How Do G2 Users Rate Zipher?

  • 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: 9.1/10)
  • Ease of Use: 9.3/10 (Category avg: 8.8/10)

Who Is the Company Behind Zipher?

  • Seller: Zipher
  • Company Website:
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Medium, 17% Large

What Do G2 Reviewers Say About Zipher?

AI-generated summary from verified user reviews

Pros
  • Users praise the cost efficiency of Zipher, noting significant savings on cloud infrastructure and job execution.
  • Users highlight the effortless setup of Zipher, making it easy to optimize jobs without hassle.
  • Users find Zipher to be an extremely easy-to-use solution with minimal ongoing attention required for maintenance.
  • Users value the efficiency of Zipher, achieving cost savings and improved workload stability effortlessly.
  • Users highlight the reliability of Zipher, noting improved performance and consistent cost efficiencies with minimal maintenance required.
Cons
  • Users find Zipher's missing features, like built-in dashboards and broader cost reduction, limit its overall effectiveness.
  • Users find the user experience lacking with Zipher, citing poor dashboard design and integration issues.
  • Users find the pricing model complex, making it difficult to understand the overall cost of Zipher.
  • Users find the integration issues with Zipher frustrating, hindering a smooth user experience and understanding of features.
  • Users feel the analytics are limited, craving more customization and deeper reporting options for better insights.

What Are Recent G2 Reviews of Zipher?

Google Cloud Deployment Manager

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: 9.1/10)
  • Ease of Use: 9.4/10 (Category avg: 8.8/10)

Who Is the Company Behind Google Cloud Deployment Manager?

  • Seller: Google
  • Year Founded: 1998
  • HQ Location: Mountain View, CA
  • Twitter: @google
    31,899,995 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    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?

What Are G2 Users Discussing About Google Cloud Deployment Manager?

JFrog

JFrog Ltd. (Nasdaq: FROG), the creators of the unified DevOps, DevSecOps, DevGovOps and MLOps platform, is on a mission to create a world of software delivered without friction from development to production. Driven by a “Liquid Software” vision to keep software continuously flowing, secure, and always up to date, the JFrog Platform serves as the definitive software supply chain system of record. It is uniquely engineered to power organizations as they build, manage, and distribute trusted software with unprecedented speed, security, and scale across hybrid and multi-cloud environments. As software engineering evolves in the AI era, JFrog’s newest offerings address the industry's most pressing trend: the rise of agentic software development and the hidden security risks of "Shadow AI." In response to threat actors increasingly targeting developer workflows including a massive surge in malicious open-source AI models and infected packages; JFrog has expanded its platform capabilities to deliver absolute end-to-end visibility and automated compliance. Key new innovations include the JFrog AI Catalog, which enables organizations to centralize, govern, and control the lifecycle of AI models approved for enterprise use. To secure autonomous coding environments, JFrog introduced the Universal MCP Registry and the Agent Skills Registry (developed alongside NVIDIA). These new solutions establish the industry’s first enterprise-grade trust layer to safely manage and store AI agent skills, monitor connections, and instantly block unsafe developer tools or malicious coding extensions right where developers work. Furthermore, the integration of advanced DevGovOps and Runtime Security tools allows teams to replace slow, manual compliance audits with continuous, background policy enforcement. By shifting security left directly into the binary pipeline, JFrog ensures that the volume of AI-assisted code does not outpace an organization's ability to verify its safety. Today, millions of users and approximately 6,600 organizations worldwide, including a majority of the Fortune 100, depend on the universal JFrog Platform to eliminate point-solution fatigue, bridge the governance gap, and securely embrace digital transformation. Learn more at www.jfrog.com or follow us on X @JFrog.

Average Rating: 4.2/5.0

Total Reviews: 157

How Do G2 Users Rate JFrog?

  • Ease of Admin: 8.4/10 (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?: 8.5/10 (Category avg: 9.1/10)
  • Ease of Use: 8.1/10 (Category avg: 8.8/10)

Who Is the Company Behind JFrog?

  • Seller: JFrog Ltd
  • Company Website:
  • Year Founded: 2008
  • HQ Location: Sunnyvale, CA
  • Twitter: @jfrog
    23,186 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,364 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, DevOps Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 50% Large, 30% Medium

What Do G2 Reviewers Say About JFrog?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the unified support for various package formats that simplifies DevOps management and integration.
  • Users praise JFrog for its efficient repository management, streamlining the storage and tracking of artifacts in DevOps workflows.
  • Users value the seamless integration of JFrog with CI/CD tools, enhancing efficiency in artifact management and security.
  • Users value the seamless integrations of JFrog with various tools, enhancing their CI/CD workflows significantly.
  • Users appreciate the easy integrations of JFrog, enhancing CI/CD processes and supporting various package formats seamlessly.
Cons
  • Users find the complexity of JFrog overwhelming, often needing extensive training to use all features effectively.
  • Users often find JFrog to be expensive, especially challenging for smaller teams and individual developers to afford.
  • Users find the steep learning curve of JFrog challenging, requiring significant time and investment to master.
  • Users note the difficult learning curve with JFrog, requiring extensive training to navigate its complex features effectively.
  • Users find the learning difficulty of JFrog challenging, requiring significant time investment to master its features.

What Are Recent G2 Reviews of JFrog?

What Are G2 Users Discussing About JFrog?

Encore

Encore helps you scale your engineering, not your DevOps, by providing a complete toolset for local application development, CI/CD, cloud infrastructure automation, and production monitoring. By automating infrastructure and DevOps in your cloud on AWS and GCP, Encore's average user reported benefits are: - 137% faster time to market for new features - 93% less ongoing DevOps work - $100k+ annual savings in reduced DevOps overhead and cloud costs Key features include: - One command to run complex distributed systems locally - Service Catalog and automatic API Documentation - Distributed Tracing, logging, and metrics - Preview Environments per Pull Request - Automated deployments and infrastructure in your cloud on AWS / GCP

Average Rating: 4.6/5.0

Total Reviews: 33

How Do G2 Users Rate Encore?

  • Ease of Admin: 8.8/10 (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?: 8.3/10 (Category avg: 9.1/10)
  • Ease of Use: 9.2/10 (Category avg: 8.8/10)

Who Is the Company Behind Encore?

  • Seller: Encore
  • Year Founded: 2020
  • HQ Location: Stockholm, Stockholm County, Sweden
  • LinkedIn® Page: www.linkedin.com
    20 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 55% Small, 12% Medium

What Do G2 Reviewers Say About Encore?

AI-generated summary from verified user reviews

Pros
  • Users appreciate Encore's cloud-first nature, enabling seamless app sharing and simplifying microservices implementation.
  • Users appreciate the ease of use in Encore, allowing for quick setup and streamlined development processes.
  • Users praise the super fast setup and API responses of Encore, enhancing their overall development experience.
  • Users love the setup ease of Encore, enjoying a fast, streamlined process for deploying their projects.
  • Users benefit from automation efficiency in Encore, enabling seamless deployments and simplified development processes with robust tools.
Cons
  • Users find the missing features in Encore limiting, often needing custom solutions and workarounds for advanced use cases.
  • Users find the complex setup of Encore challenging, especially when customization and advanced features are needed.
  • Users face integration issues with Encore, particularly with limited support for databases and advanced features.
  • Users feel the poor documentation hampers learning and understanding of Encore, making advanced customization challenging.
  • Users find the access restrictions of Encore limiting and wish for more flexibility and better community support.

What Are Recent G2 Reviews of Encore?

Firefly Cloud Infrastructure Automation

Firefly is a cloud infrastructure automation platform that empowers Platform and DevOps teams to simplify, secure, and scale their cloud operations. Built to address the challenges of managing sprawling, dynamic cloud environments, Firefly enables seamless automation, Infrastructure-as-Code (IaC) adoption, and governance. By combining continuous cloud scanning, AI-assisted remediation, and orchestration, Firefly provides unified visibility and control across your entire cloud footprint. What sets Firefly apart is its ability to bridge the gap between live cloud environments and IaC, ensuring your infrastructure is always optimized, compliant, and in sync. From scaling startups to global enterprises like Paramount, Cisco and 2K Games, Firefly helps organizations finally uncomplicate their cloud while accelerating cloud innovation and maintaining security and performance at scale.

Average Rating: 4.8/5.0

Total Reviews: 12

How Do G2 Users Rate Firefly Cloud Infrastructure Automation?

  • Ease of Admin: 8.0/10 (Category avg: 8.7/10)
  • Quality of Support: 9.7/10 (Category avg: 9.0/10)
  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.1/10)
  • Ease of Use: 9.1/10 (Category avg: 8.8/10)

Who Is the Company Behind Firefly Cloud Infrastructure Automation?

  • Seller: Firefly
  • Year Founded: 2021
  • HQ Location: Tel Aviv, Israel
  • LinkedIn® Page: www.linkedin.com
    115 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 42% Medium, 42% Small

What Do G2 Reviewers Say About Firefly Cloud Infrastructure Automation?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use of Firefly, simplifying cloud management and enhancing operational efficiency.
  • Users appreciate the automation efficiency of Firefly Cloud Infrastructure, streamlining cloud management and enhancing operational workflows.
  • Users appreciate the easy integrations of Firefly Cloud Infrastructure Automation, streamlining workflows and enhancing operational efficiency.
  • Users value the efficiency of Firefly Cloud Infrastructure Automation, enabling faster deployments and seamless tool integration.
  • Users value the efficiency and organization provided by Firefly Cloud Infrastructure Automation, streamlining cloud management and deployment.
Cons
  • Users find the difficult learning curve of Firefly Cloud Infrastructure Automation can be overwhelming, especially for smaller teams.
  • Users find Firefly Cloud Infrastructure Automation to be expensive, especially for smaller teams with budget constraints.
  • Users find the learning difficulty of Firefly Cloud Infrastructure Automation can hinder effective onboarding and usability.
  • Users find the pricing issues of Firefly Cloud Infrastructure Automation challenging for small teams and startups with budget constraints.
  • Users find the steep learning curve and complex onboarding process challenging, especially for smaller teams with budget constraints.

What Are Recent G2 Reviews of Firefly Cloud Infrastructure Automation?

Cloudify

Bridging the Gap between Applications & Cloud Environments Turn clouds, tools, and technologies into self-managed environments Cloudify provides infrastructure automation using ‘Environment as a Service’ technology to deploy and continuously manage any cloud, private data center, or Kubernetes service from one central point while leveraging existing toolchains; Terraform, Ansible, and more. Use Cloudify to import existing automation templates and scripts and automatically convert them into certified environments. Manage them using the Cloudify console or export these environments to ServiceNow and enable users to deploy, continuously manage and maintain them as part of approval workflows. Key Values: Speed up deployments of your Test/Dev/Production environments. Manage customers' heterogeneous cloud environments. Enable Continuous Updates (Day-2) for your Production environments. A clean API to work on top of all your tools that can easily be used within ServiceNow. Manage Kubernetes clusters at scale. Key Features: Application Configuration Management - Manage application configuration in a scalable and reliable way Infrastructure Orchestration - Integrate with your existing and future infrastructure Environment Management - Enable developers to create new environments whenever needed Deployment Management - Implement a Continuous Delivery or Continuous Deployment (CD) approach Role-Based Access Control - Manage who can do what in a scalable way Self-service Catalog (via ITSM) - Enable users to deploy, continuously manage and maintain environments as part of the approval workflow About Cloudify: Founded in 2016, Cloudify is an open-source DevOps automation platform delivering an 'Environment as a Service' technology that packages infrastructure, technologies, and existing automation tools into certified blueprints. Cloudify is designed to manage heterogeneous cloud environments at scale and to bridge the gap between DevOps and IT Service Management processes. Integration with ServiceNow ITOM: The deep integration of Cloudify with Now Platform components (catalog, flow manager, etc.) enables developers to manage their cloud environments in non-production environments while enabling DevOps teams to dramatically accelerate infrastructure provisioning.

Average Rating: 4.1/5.0

Total Reviews: 18

How Do G2 Users Rate Cloudify?

  • Ease of Admin: 7.3/10 (Category avg: 8.7/10)
  • Quality of Support: 7.9/10 (Category avg: 9.0/10)
  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 9.1/10)
  • Ease of Use: 7.7/10 (Category avg: 8.8/10)

Who Is the Company Behind Cloudify?

  • Seller: Dell Technologies
  • Year Founded: 1984
  • HQ Location: Round Rock, TX
  • Twitter: @Dell
    799,086 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    128,424 employees on LinkedIn®
  • Ownership: NYSE: DELL

Who Uses This Product?

  • Top Industries: Telecommunications
  • Company Size: 47% Small, 32% Medium

What Are Recent G2 Reviews of Cloudify?

What Are G2 Users Discussing About Cloudify?