Total Products under this Category: 116
Last updated: August 06, 2026
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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.
Highlighted products: VMware Cloud Foundation (VCF), GitHub, AWS CloudFormation, Nerdio Manager, Railway, NetApp ONTAP Data Management Software, GitLab, 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=netapp-ontap-data-management-software&focus%5B%5D=gitlab&focus%5B%5D=red-hat-ansible-automation-platform)
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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
AI-generated summary from verified user reviews
"The Adamantium to my fragile AI pipeline"
Rating: 4.5/5.0 stars
— Khushal A.
"Exceptional Orchestration for Resilient, Self-Healing Data Pipelines"
Rating: 4.0/5.0 stars
— Deemanth G.
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
AI-generated summary from verified user reviews
"Blazing Speed and Robust Integration with Rust"
Rating: 5.0/5.0 stars
— Bohdan M.
"Streamlined Backend Development with Encore"
Rating: 4.0/5.0 stars
— Sumit K.
Google Cloud Infrastructure Manager is a fully managed service that automates the deployment and management of Google Cloud resources using Terraform configurations. By integrating Terraform's infrastructure as code (IaC) capabilities directly into the Google Cloud ecosystem, Infrastructure Manager enables users to define, provision, and manage cloud infrastructure in a declarative and consistent manner. Key Features and Functionality: - Managed Terraform Service: Infrastructure Manager handles the execution of Terraform configurations, including state management and locking, eliminating the need for users to maintain separate toolchains or manage remote state backends. - Preview Deployments: Users can preview infrastructure changes before applying them, allowing for validation and ensuring that deployments align with expectations. - Quota Validation: The service proactively checks for quota limits, preventing deployments that would exceed project quotas and thereby reducing the risk of deployment failures. - GitOps Integration: Infrastructure Manager supports integration with Git repositories, enabling automated deployments triggered by changes in the repository, which facilitates continuous integration and delivery workflows. - Native Google Cloud Integration: The service is deeply integrated with Google Cloud's ecosystem, providing seamless access to Identity and Access Management (IAM), logging, monitoring, and security features without additional configuration. Primary Value and Problem Solved: Infrastructure Manager streamlines the process of managing Google Cloud infrastructure by providing a native, managed Terraform service. It reduces operational overhead by automating state management and deployment processes, enhances reliability through preview and validation features, and ensures consistency across environments. By integrating with existing Google Cloud services, it offers a cohesive and efficient solution for infrastructure management, enabling teams to focus on delivering value rather than managing deployment complexities.
Average Rating: 4.2/5.0
Total Reviews: 11
AI-generated summary from verified user reviews
Rating: 4.5/5.0 stars
— Shivanand L.
"It simplifies resource lifecycle management, reduces manual effort and errors."
Rating: 4.5/5.0 stars
— Verified User in Information Technology and Services
True open source infrastructure management solution designed to simplify and secure your entire mixed Linux environment — at the core, on the edge or in the cloud(s). Maintain infrastructure security & compliance at any scale — from 10 to 1 million clients — from a single console. Manual or inconsistent patch management is a leading cause of cyber-attacks. SUSE Manager helps to secure your entire mixed Linux environments – from automated patch management to centralized monitoring and management. Automate infrastructure security & compliance Secure your infrastructure with automated patch and configuration management including auto-remediation. Validate your system security against SCAP protocols and perform audit scans on client systems through openSCAP. Ensure system compliance with internal and external requirements. Centralized control and reporting at any scale Scale out your infrastructure and centralize reporting for up to 1 million Linux clients using SUSE Manager’s Hub architecture. Use Prometheus to monitor real-time data and Grafana for visual dashboards. Simplify and automate deployment with the new rearchitected proxy for resource constrained environments. Manage any Linux, anywhere One console to manage and monitor all of your Linux distros wherever thy are located. One-click automation for provisioning, patching, and configuration, which leads to faster, consistent and repeatable server employments. Easy, in-place migration for SUSE Solutions, including openSUSE to SLE, service pack migrations and major version upgrades.
Average Rating: 4.6/5.0
Total Reviews: 47
AI-generated summary from verified user reviews
"SUSE Multi Linux Manager: powerful, but with a very steep learning curve"
Rating: 5.0/5.0 stars
— Jorge R.
"A Unified and Efficient Way to Manage Multiple Linux Distributions"
Rating: 5.0/5.0 stars
— Tharindu S.
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: 154
AI-generated summary from verified user reviews
"JFrog Simplifies Artifact Management for Organized, Reliable Deployments"
Rating: 4.5/5.0 stars
— Subhashree S.
"Versatile Package Management with Reliable Dependency Handling"
Rating: 4.0/5.0 stars
— Juzar A.
Qovery is the Agentic Infrastructure Platform. It sits between AI coding agents and production infrastructure: agents express intent, Qovery executes it as deterministic, policy-checked, fully audited operations on Kubernetes in the customer's own cloud. Founded in 2020 in Paris, Qovery serves 200+ companies. Learn more at www.qovery.com
Average Rating: 4.7/5.0
Total Reviews: 69
AI-generated summary from verified user reviews
"Make Kubernetes Deployment Easy"
Rating: 5.0/5.0 stars
— Kyle F.
Rating: 5.0/5.0 stars
— Rish C.
JHipster is a development platform to generate, develop and deploy Spring Boot + Angular Web applications and Spring microservices.
Average Rating: 4.4/5.0
Total Reviews: 83
"fast to make at backend for any application that uses a database"
Rating: 5.0/5.0 stars
— Anders Kristian A.
"Jhipster for In-house application development"
Rating: 5.0/5.0 stars
— Ardi G.
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
AI-generated summary from verified user reviews
"Simplified infrastructure management with a clear interface and efficient workflows"
Rating: 4.5/5.0 stars
— Guibril D.
"Streamlined Cloud Operations with Powerful Automation"
Rating: 4.5/5.0 stars
— Verified User in Information Technology and Services
Azure Automation delivers a cloud-based automation and configuration service that provides consistent management across your Azure and non-Azure environments. It consists of process automation, update management, and configuration features.
Average Rating: 4.5/5.0
Total Reviews: 32
"Azure Automation Streamlines Runbooks and Repetitive Azure Operations"
Rating: 4.0/5.0 stars
— Alan R.
"Azure Automation is a complete package"
Rating: 5.0/5.0 stars
— Verified User in Information Technology and Services
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
"smart user end to end through Automation."
Rating: 4.5/5.0 stars
— CHANDAN KUMAR M.
Rating: 4.0/5.0 stars
— Verified User in Telecommunications
DuploCloud is a low-code/no-code platform designed to simplify DevOps and Infrastructure-as-Code (IaC) processes, enabling users to automate operational workflows and maintain compliance standards without the need for extensive coding. This solution is particularly beneficial for application developers who wish to concentrate on building and deploying applications rather than getting bogged down by the complexities of infrastructure management. Targeted at organizations of all sizes, DuploCloud is ideal for development teams that seek to streamline their operations and enhance productivity. The platform provides a user-friendly interface that empowers developers to implement infrastructure automation and cloud security measures effectively. By reducing the time and effort required to manage cloud resources, DuploCloud minimizes the risk of errors that can arise from manual coding, allowing teams to focus on their core development tasks. Key features of DuploCloud include its intuitive low-code/no-code interface, which allows users to define infrastructure requirements and compliance needs through simple visual workflows. This eliminates the necessity of writing extensive scripts, making it accessible to those with limited coding experience. Furthermore, the platform integrates seamlessly with existing cloud environments, enabling users to leverage their current infrastructure while enhancing security and compliance measures. This flexibility ensures that organizations can adopt DuploCloud without overhauling their existing systems. The benefits of using DuploCloud extend beyond ease of use. By automating operational workflows, organizations can achieve faster deployment times and improved consistency across their cloud environments. The platform also incorporates built-in compliance checks and security features, ensuring that applications meet industry standards from the outset. This proactive approach to cloud security helps organizations mitigate risks and maintain regulatory compliance more effectively, which is crucial in today’s fast-paced digital landscape. DuploCloud distinguishes itself in the realm of DevOps and IaC solutions by offering a comprehensive, user-friendly platform that democratizes access to cloud infrastructure management. Its focus on low-code/no-code automation not only enhances operational efficiency but also empowers developers to prioritize innovation and application development. By streamlining processes and reducing the complexity of infrastructure management, DuploCloud ultimately drives business success and fosters an environment where creativity and productivity can thrive.
Average Rating: 4.6/5.0
Total Reviews: 40
AI-generated summary from verified user reviews
"Effortless Application Deployment, Needs a UI Refresh"
Rating: 4.0/5.0 stars
— Akash Sai R.
"Robust DevOps Automation with Few Restrictions"
Rating: 4.0/5.0 stars
— Raman S.
Azure Resource Manager (ARM) is Microsoft's deployment and management service for Azure, providing a unified layer to create, update, and delete resources within your Azure account. It enables users to manage their infrastructure through declarative templates, ensuring consistent and repeatable deployments across various environments. By organizing resources into groups, ARM simplifies monitoring, access control, and billing, offering a streamlined approach to resource management. Key Features and Functionality: - Declarative Resource Deployment: Utilize ARM templates to define and deploy Azure resources in a consistent and repeatable manner, facilitating infrastructure as code practices. - Resource Grouping: Organize related resources into resource groups, allowing for collective management actions such as deployment, monitoring, and deletion. - Access Control: Implement role-based access control (RBAC) to manage permissions effectively, ensuring that only authorized users can perform specific actions on resources. - Tagging and Organization: Assign tags to resources for better categorization, aiding in cost management and operational oversight. - Consistent Management Layer: Interact with Azure resources through a consistent API, whether using the Azure portal, PowerShell, CLI, or REST APIs, ensuring uniformity across management tools. Primary Value and User Solutions: Azure Resource Manager addresses the complexities of cloud resource management by providing a centralized and consistent framework. It enhances operational efficiency by enabling infrastructure as code, which leads to faster deployments and easier scalability. The ability to group resources and apply access controls ensures better security and compliance. Additionally, ARM's tagging and organizational features simplify cost tracking and resource monitoring, empowering users to manage their Azure environments more effectively.
Average Rating: 4.2/5.0
Total Reviews: 35
AI-generated summary from verified user reviews
"Importance of Azure Resource Manager"
Rating: 5.0/5.0 stars
— MANOJ S.
Rating: 5.0/5.0 stars
— Akash v.
Pulumi lets you build, deploy, and manage cloud infrastructure in the programming languages you already use, on any cloud. Developers and platform engineers write infrastructure in TypeScript, Python, Go, C#, Java, or YAML, with the same loops, functions, classes, package managers, IDEs, and test frameworks they use everywhere else. No domain-specific language to learn. Application and platform teams work from one codebase and one workflow, whether they're shipping to public, private, hybrid, or multiple clouds. Pulumi combines open source IaC with a managed platform that handles state, secrets, governance, and self-service. Infrastructure as Code (open source) - Define infrastructure in TypeScript, Python, Go, C#, Java, or YAML, using the libraries, IDEs, and test frameworks from your language. - Provision across AWS, Azure, Google Cloud, Kubernetes, and DigitalOcean, plus 150+ providers like Datadog, New Relic, and Cloudflare. - Build containers, serverless functions, VMs, or static sites, and ship them through your existing CI/CD pipelines. - Package reusable patterns as Components and Templates, published to a private registry with built-in documentation, search, and semantic versioning. - Convert existing Terraform, AWS CloudFormation, Azure ARM, Kubernetes YAML, and Helm charts to Pulumi without touching live infrastructure. Pulumi Cloud (managed platform) - Get automatic, secure state management with concurrent state locking, full history, and rollback. Or manage state yourself in AWS S3, Azure Blob Storage, Google Cloud Storage, or the filesystem. - Pulumi ESC (Environments, Secrets & Configuration) centralizes configuration and secrets across environments, with native integrations for AWS KMS, Azure Key Vault, GCP KMS, HashiCorp Vault, 1Password, and OIDC for short-lived credentials. - Pulumi Deployments orchestrates deployments through Git Push to Deploy, click-to-deploy, REST API, and remote automation. - Pulumi Insights searches and analyzes managed and unmanaged resources across every cloud using natural-language queries. - Pulumi CrossGuard enforces security, compliance, and cost rules with 150+ built-in policies and automatic remediation. - Identity and access cover SAML/SSO and SCIM with Okta, Microsoft Entra ID, Active Directory, Google Workspace, GitHub, and GitLab, alongside role-based access control, audit logging, and a programmable REST API with webhooks. Pulumi is open source under Apache 2.0 and SOC 2 Type 2 compliant, with 3,500+ organizations and 350,000+ developers using it today.
Average Rating: 4.8/5.0
Total Reviews: 25
AI-generated summary from verified user reviews
"A new approach for Infra-As-Code, much more closer to "as-code" than yaml oriented tools"
Rating: 5.0/5.0 stars
— Matthieu V.
"I'm a Pulumi employee now, but I was a Pulumi user first"
Rating: 5.0/5.0 stars
— Scott L.
Resolve is creating the future of agentic automation and orchestration for IT teams to drive resilience, agility, and innovation across the business. The Resolve platform gives IT and network operations teams time back to focus on strategic priorities with automation and orchestration capabilities that reduce alert noise by up to 80%, resolve incidents in minutes instead of hours, and scale operations efficiently. Forward-thinking global enterprises trust Resolve to drive operational efficiency and scale autonomous IT and network operations. Learn more at resolve.io.
Average Rating: 4.6/5.0
Total Reviews: 47
AI-generated summary from verified user reviews
Rating: 5.0/5.0 stars
— Gazi S.
"Scalable, Reusable Code Blocks That Speed Up Development"
Rating: 4.5/5.0 stars
— Verified User in Telecommunications
mogenius is the AI-powered engine for modern cloud-native IT. The company helps organizations adopt and operate Kubernetes quickly, securely, and with clarity by automating cloud-native infrastructure built on open standards. With built-in best practices, intelligent automation, and secure self-service, mogenius reduces operational overhead and accelerates IT modernization. *mogenius is ISO 27001 certified and a Certified Kubernetes Product.*
Average Rating: 4.4/5.0
Total Reviews: 21
AI-generated summary from verified user reviews
"Effortless Deployment and Auto-Scaling Made Simple"
Rating: 4.5/5.0 stars
— Gaurav K.
"A platform that makes cloud hosting easy"
Rating: 4.5/5.0 stars
— Shruti S.
