# Best Other IT Infrastructure Software *By [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)* Other IT infrastructure category encompasses products that deliver relevant functionality but do not align precisely with G2’s defined subcategories. This includes solutions with specialized, emerging, or cross-functional capabilities. These products offer a range of functionalities, such as enhancing Java application development, providing system restoration solutions, offering high-performance computing resources, and cloud infrastructure management. Key features often include advanced security measures, flexible configurations, seamless integration with existing systems, and support for multiple platforms and environments. These tools are designed to address specific needs such as system consistency, database management, cloud computing, and web performance optimization, providing organizations with the flexibility and control required to manage their IT infrastructure effectively. To qualify for inclusion in the Other IT Infrastructure category, a product must: - Have features and use cases that do not fit into existing IT infrastructure categories - Provide specialized, emerging, or cross-functional capabilities that enhance traditional IT infrastructure ## Best Other IT Infrastructure Software At A Glance - **Leader:** [AWS Cloud Development Kit (AWS CDK)](https://www.g2.com/products/aws-cloud-development-kit-aws-cdk/reviews) - **Highest Performer:** [Firstbase](https://www.g2.com/products/firstbase-firstbase/reviews) - **Easiest to Use:** [Firstbase](https://www.g2.com/products/firstbase-firstbase/reviews) - **Top Trending:** [Faronics Deep Freeze](https://www.g2.com/products/faronics-deep-freeze/reviews) - **Best Free Software:** [Faronics Deep Freeze](https://www.g2.com/products/faronics-deep-freeze/reviews) ## Top-Rated Products (Ranked by G2 Score) ### 1. [AWS Cloud Development Kit (AWS CDK)](https://www.g2.com/products/aws-cloud-development-kit-aws-cdk/reviews) The AWS Cloud Development Kit (AWS CDK) is an open-source software development framework that enables developers to define cloud infrastructure using familiar programming languages such as TypeScript, Python, Java, C#, and Go. By leveraging AWS CDK, developers can model and provision cloud application resources through code, streamlining the process of building and managing AWS environments. Key Features and Functionality: - Familiar Programming Languages: AWS CDK supports multiple languages, allowing developers to use their preferred programming language to define cloud infrastructure. - Reusable Constructs: The framework provides a library of constructs—pre-built components that encapsulate AWS resources and configurations—promoting reusability and reducing boilerplate code. - Higher-Level Abstractions: Developers can create custom, higher-level abstractions known as patterns to simplify complex infrastructure setups and improve maintainability. - Integration with AWS CloudFormation: AWS CDK applications are compiled into AWS CloudFormation templates, ensuring compatibility with existing AWS CloudFormation features and tools. - Modularity and Extensibility: The framework encourages modularity and extensibility by allowing developers to create and share custom constructs and patterns. Primary Value and Problem Solved: AWS CDK addresses the challenge of managing cloud infrastructure by enabling developers to define and provision resources using code, thereby treating infrastructure as code (IaC). This approach enhances productivity, ensures consistency, and facilitates best practices in cloud application development. By using familiar programming languages, developers can seamlessly integrate infrastructure definition with application code, leading to more efficient development workflows and easier maintenance of cloud environments. **Average Rating:** 4.4/5.0 **Total Reviews:** 123 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 8.6/10) - **Quality of Support:** 8.5/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.1/10 (Category avg: 8.6/10) - **Ease of Use:** 8.4/10 (Category avg: 8.5/10) **Seller Details:** - **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 (2,220,862 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN **Reviewer Demographics:** - **Who Uses This:** Software Engineer - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 36% Enterprise, 34% Mid-Market ### 2. [Firstbase](https://www.g2.com/products/firstbase-firstbase/reviews) Firstbase is an integrated platform for equipping global teams. We help businesses set up, support, and scale distributed teams by automating the employee & asset lifecycle, getting critical equipment to & from employees wherever they are in the world. Our platform is used by startups to global enterprises to handle all their equipment and asset management needs. **Average Rating:** 4.8/5.0 **Total Reviews:** 50 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 8.6/10) - **Quality of Support:** 9.4/10 (Category avg: 8.4/10) - **Ease of Admin:** 9.3/10 (Category avg: 8.6/10) - **Ease of Use:** 9.2/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [Firstbase](https://www.g2.com/sellers/firstbase) - **Year Founded:** 2019 - **HQ Location:** New York City, US - **Twitter:** @Firstbase (8,500 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/firstbaseHQ/ (76 employees on LinkedIn®) **Reviewer Demographics:** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 64% Mid-Market, 14% Enterprise ### 3. [CoinGecko API](https://www.g2.com/products/coingecko-api/reviews) CoinGecko API is crypto's most trusted crypto data API provider since 2014. Developers, businesses and enterprises can get live cryptocurrency prices, market data, historical data, exchange data, on-chain DEX data, metadata, and more for over 17M coins across 1,500+ exchanges. **Average Rating:** 4.6/5.0 **Total Reviews:** 13 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 8.6/10) - **Quality of Support:** 8.8/10 (Category avg: 8.4/10) - **Ease of Admin:** 9.2/10 (Category avg: 8.6/10) - **Ease of Use:** 9.6/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [CoinGecko](https://www.g2.com/sellers/coingecko) - **HQ Location:** Kuala Lumpur, MY - **LinkedIn® Page:** https://www.linkedin.com/company/coingecko/about/ (172 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 92% Small-Business, 8% Mid-Market ### 4. [AWS Schema Conversion Tool](https://www.g2.com/products/aws-schema-conversion-tool/reviews) AWS Schema Conversion Tool is designed to make heterogeneous database migrations easy by automatically converting the source database schema and a majority of the custom code to a format compatible with the target database. **Average Rating:** 4.3/5.0 **Total Reviews:** 51 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.2/10 (Category avg: 8.6/10) - **Quality of Support:** 8.5/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 8.6/10 (Category avg: 8.5/10) **Seller Details:** - **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 (2,220,862 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN **Reviewer Demographics:** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 43% Enterprise, 30% Small-Business ### 5. [Azure Quantum](https://www.g2.com/products/azure-quantum/reviews) Azure Quantum is a full-stack cloud service designed to enable remote access to quantum computers with a focus on integrating quantum computing with classical computing. **Average Rating:** 4.6/5.0 **Total Reviews:** 16 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.6/10) - **Quality of Support:** 8.7/10 (Category avg: 8.4/10) - **Ease of Admin:** 7.8/10 (Category avg: 8.6/10) - **Ease of Use:** 8.9/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [Microsoft](https://www.g2.com/sellers/microsoft) - **Year Founded:** 1975 - **HQ Location:** Redmond, Washington - **Twitter:** @microsoft (13,090,464 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/microsoft/ (227,697 employees on LinkedIn®) - **Ownership:** MSFT **Reviewer Demographics:** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 44% Small-Business, 38% Mid-Market ### 6. [Amazon AppFlow](https://www.g2.com/products/amazon-appflow/reviews) Amazon AppFlow is a fully managed integration service that enables secure and seamless data transfer between Software-as-a-Service (SaaS) applications and AWS services. With just a few clicks, users can automate data flows between applications like Salesforce, SAP, Google Analytics, Facebook Ads, and ServiceNow, and AWS services such as Amazon S3 and Amazon Redshift. This service simplifies the process of integrating various data sources, allowing businesses to gain comprehensive insights and enhance operational efficiency. Key Features and Functionality: - Fully Managed Integration: AppFlow provides a fully managed environment to transfer data between various SaaS applications and AWS services without the need for custom code or infrastructure management. - Scalable Data Transfer: The service supports data transfers at scale, handling large volumes of data efficiently without requiring users to provision system resources. - Automated Data Cataloging: AppFlow automates the cataloging of transferred data, facilitating easy discovery and sharing across AWS analytics and machine learning services, such as Amazon SageMaker Data Wrangler. - Data Preparation and Transformation: Users can simplify and automate data preparation tasks, including transformations, partitioning, and aggregation, ensuring that data is ready for analysis upon arrival. - Flexible Flow Triggers: AppFlow allows data flows to be triggered on demand, on a schedule, or in response to specific business events, providing flexibility to meet various operational needs. - Enhanced Security: The service ensures data security by encrypting data in transit and at rest, and it integrates with AWS PrivateLink to facilitate private data transfers over AWS infrastructure, reducing exposure to the public internet. Primary Value and Problem Solved: Amazon AppFlow addresses the complexity and resource-intensive nature of integrating multiple SaaS applications with AWS services. By offering a fully managed, code-free solution, it empowers businesses to quickly and securely connect disparate data sources, enabling comprehensive data analysis and informed decision-making. This streamlined integration process reduces development time, lowers operational costs, and enhances data accuracy and consistency across platforms. **Average Rating:** 4.7/5.0 **Total Reviews:** 19 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.6/10) - **Quality of Support:** 8.9/10 (Category avg: 8.4/10) - **Ease of Admin:** 9.4/10 (Category avg: 8.6/10) - **Ease of Use:** 8.6/10 (Category avg: 8.5/10) **Seller Details:** - **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 (2,220,862 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN **Reviewer Demographics:** - **Top Industries:** Information Technology and Services - **Company Size:** 58% Small-Business, 32% Enterprise ### 7. [AWS Deep Learning Containers](https://www.g2.com/products/aws-deep-learning-containers/reviews) AWS Deep Learning Containers (AWS DL Containers) are Docker images pre-installed with deep learning frameworks to make it easy to deploy custom machine learning (ML) environments quickly by letting you skip the complicated process of building and optimizing your environments from scratch. **Average Rating:** 4.6/5.0 **Total Reviews:** 22 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.6/10) - **Quality of Support:** 8.6/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 8.8/10 (Category avg: 8.5/10) **Seller Details:** - **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 (2,220,862 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN **Reviewer Demographics:** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 50% Small-Business, 41% Mid-Market ### 8. [AWS Transit Gateway](https://www.g2.com/products/aws-transit-gateway/reviews) AWS Transit Gateway is a service that enables customers to connect their Amazon Virtual Private Clouds (VPCs) and their on-premises networks to a single gateway. **Average Rating:** 4.5/5.0 **Total Reviews:** 23 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.6/10) - **Quality of Support:** 8.7/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 8.3/10 (Category avg: 8.5/10) **Seller Details:** - **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 (2,220,862 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN **Reviewer Demographics:** - **Top Industries:** Information Technology and Services - **Company Size:** 42% Small-Business, 38% Enterprise ### 9. [IBM Cloud Bare Metal Servers](https://www.g2.com/products/ibm-cloud-bare-metal-servers/reviews) IBM Cloud Bare Metal Servers are high-performance, dedicated, secure, single-tenant cloud servers configurable in hourly and monthly options, on-demand, around the globe. As a bare metal IBM Cloud customer, you have complete access to one of the industry's largest selections of standard features and services for bare metal workloads in both small business and enterprise settings. Complete customization. 11M+ configurations to choose from. A global private network. Total control up and down the stack. Up to 20 TB of bandwidth included. Learn more: https://www.ibm.com/cloud/bare-metal-servers **Average Rating:** 4.0/5.0 **Total Reviews:** 28 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.0/10 (Category avg: 8.6/10) - **Quality of Support:** 8.1/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 8.5/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [IBM](https://www.g2.com/sellers/ibm) - **Year Founded:** 1911 - **HQ Location:** Armonk, NY - **Twitter:** @IBM (708,000 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1009/ (324,553 employees on LinkedIn®) - **Ownership:** SWX:IBM **Reviewer Demographics:** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 44% Enterprise, 44% Small-Business ### 10. [MXToolbox](https://www.g2.com/products/mxtoolbox/reviews) MxToolbox is the leading provider of free Blacklist, DNS and Email tools and paid Email Delivery solutions. MxToolbox has almost two decades of experience in helping companies large and small improve their email delivery. MxToolbox Delivery Center is your comprehensive service for understanding email that has been sent "From" your domain. MxToolbox provides you with information on: - Who is sending email purporting to be from your domain - What is the reputation of your senders' IPs - Where your campaigns are likely to land - Inbox, Spam or Junk folders - What complaints your recipients are making to their Inbox Providers - Geolocation of your senders and What their blacklist reputations are - How your SPF, DKIM and DMARC setup is performing - What senders are failing DKIM - What senders are failing SPF verification - When to setup more restrictive policies for DMARC - What on-going maintenance you need to maintain and improve your email deliverability Delivery Center enables you to monitor email delivery information unlike any other. Improve your deliverability today! **Average Rating:** 4.1/5.0 **Total Reviews:** 29 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.2/10 (Category avg: 8.6/10) - **Quality of Support:** 7.8/10 (Category avg: 8.4/10) - **Ease of Admin:** 9.3/10 (Category avg: 8.6/10) - **Ease of Use:** 9.2/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [MXToolbox.com](https://www.g2.com/sellers/mxtoolbox-com) - **Year Founded:** 2003 - **HQ Location:** Austin, TX - **Twitter:** @MXToolBox (1,941 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1403914/ (14 employees on LinkedIn®) **Reviewer Demographics:** - **Top Industries:** Information Technology and Services - **Company Size:** 52% Small-Business, 34% Mid-Market #### Pros & Cons **Pros:** - Data Analysis (2 reviews) - DMARC Management (2 reviews) - Features (2 reviews) - Accuracy (1 reviews) - Deliverability Improvement (1 reviews) **Cons:** - Costly Services (1 reviews) - Email Functionality (1 reviews) - Email Management (1 reviews) ### 11. [Oracle Bare Metal Cloud Services](https://www.g2.com/products/oracle-bare-metal-cloud-services/reviews) From single-core VMs up to 52-core bare metal compute instances in large-scale clusters, Oracle Cloud Infrastructure compute instances scale for all your traditional and cloud-native applications. **Average Rating:** 4.4/5.0 **Total Reviews:** 14 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.6/10) - **Quality of Support:** 8.9/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 8.3/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [Oracle](https://www.g2.com/sellers/oracle) - **Year Founded:** 1977 - **HQ Location:** Austin, TX - **Twitter:** @Oracle (826,383 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1028/ (199,301 employees on LinkedIn®) - **Ownership:** NYSE:ORCL **Reviewer Demographics:** - **Company Size:** 42% Small-Business, 32% Enterprise ### 12. [pgAdmin](https://www.g2.com/products/pgadmin/reviews) pgAdmin is a comprehensive, open-source administration and development platform for PostgreSQL, the world's most advanced open-source database. Designed to meet the needs of both database administrators and developers, pgAdmin offers an intuitive graphical interface that simplifies the management, querying, and analysis of PostgreSQL databases. Its cross-platform compatibility ensures seamless operation on Windows, macOS, and Linux systems, making it a versatile tool for diverse development environments. Key Features and Functionality: - Cross-Platform Support: Operates on Windows, macOS, and Linux, providing flexibility across different operating systems. - Comprehensive Database Management: Enables users to create, manage, and query all PostgreSQL objects through an intuitive graphical interface. - Powerful Query Tool: Features syntax highlighting, auto-complete, and graphical EXPLAIN options to optimize query performance. - Multiple Deployment Models: Offers both desktop mode with a dedicated runtime and server mode, supporting multiple users over the web. - Advanced Tools: Includes a schema diff tool for managing differences between schemas, an ERD tool for designing and documenting schemas, and a procedural language debugger supporting pl/pgsql and edb-spl. - Routine Maintenance Utilities: Provides auto-vacuum management, a monitoring dashboard, and on-demand backup, restore, vacuum, and analyze functions. - Extensive Documentation: Offers comprehensive documentation for both the pgAdmin application and PostgreSQL, facilitating ease of use and learning. Primary Value and User Solutions: pgAdmin addresses the complexities associated with PostgreSQL database management by offering a user-friendly, feature-rich interface that streamlines administrative tasks and development processes. Its cross-platform support and multiple deployment options cater to a wide range of user preferences and operational requirements. By integrating advanced tools for query optimization, schema management, and routine maintenance, pgAdmin enhances productivity and ensures efficient database performance. This makes it an invaluable resource for database administrators and developers seeking a robust and reliable PostgreSQL management solution. **Average Rating:** 4.2/5.0 **Total Reviews:** 67 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.2/10 (Category avg: 8.6/10) - **Quality of Support:** 7.8/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.7/10 (Category avg: 8.6/10) - **Ease of Use:** 8.3/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [pgAdmin](https://www.g2.com/sellers/pgadmin) - **HQ Location:** ALPENA - **Twitter:** @PostgreSQL (56,610 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/pgadmin/about/ (2 employees on LinkedIn®) **Reviewer Demographics:** - **Who Uses This:** Software Engineer - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 39% Small-Business, 33% Mid-Market ### 13. [Google Cloud GPUs](https://www.g2.com/products/google-cloud-gpus/reviews) Leverage GPUs on Google Cloud for machine learning, scientific computing, and 3D visualization. **Average Rating:** 4.2/5.0 **Total Reviews:** 10 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.6/10) - **Quality of Support:** 9.0/10 (Category avg: 8.4/10) - **Ease of Admin:** 7.0/10 (Category avg: 8.6/10) - **Ease of Use:** 8.1/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [Google](https://www.g2.com/sellers/google) - **Year Founded:** 1998 - **HQ Location:** Mountain View, CA - **Twitter:** @google (31,840,340 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1441/ (336,169 employees on LinkedIn®) - **Ownership:** NASDAQ:GOOG **Reviewer Demographics:** - **Company Size:** 60% Small-Business, 30% Enterprise ### 14. [Amazon Simple Workflow Service (SWF)](https://www.g2.com/products/amazon-simple-workflow-service-swf/reviews) Amazon SWF is an application that helps developers build, run, and scale background jobs that have parallel or sequential steps it has a fully-managed state tracker and task coordinator in the Cloud. **Average Rating:** 4.0/5.0 **Total Reviews:** 18 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.6/10) - **Quality of Support:** 7.4/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.1/10 (Category avg: 8.6/10) - **Ease of Use:** 7.6/10 (Category avg: 8.5/10) **Seller Details:** - **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 (2,220,862 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN **Reviewer Demographics:** - **Company Size:** 55% Small-Business, 25% Enterprise ### 15. [AWs Well-Architected Tool](https://www.g2.com/products/aws-well-architected-tool/reviews) The AWS Well-Architected Tool helps you review the state of your workloads and compares them to the latest AWS architectural best practices. **Average Rating:** 4.5/5.0 **Total Reviews:** 11 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 8.6/10) - **Quality of Support:** 8.9/10 (Category avg: 8.4/10) - **Ease of Admin:** 9.2/10 (Category avg: 8.6/10) - **Ease of Use:** 8.1/10 (Category avg: 8.5/10) **Seller Details:** - **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 (2,220,862 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN **Reviewer Demographics:** - **Company Size:** 42% Small-Business, 33% Mid-Market ### 16. [Amazon Inferentia](https://www.g2.com/products/amazon-inferentia/reviews) Amazon Inferentia is a machine learning inference chip designed to deliver high performance at low cost. AWS Inferentia will support the TensorFlow, Apache MXNet, and PyTorch deep learning frameworks, as well as models that use the ONNX format. **Average Rating:** 4.1/5.0 **Total Reviews:** 24 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.6/10) - **Quality of Support:** 8.5/10 (Category avg: 8.4/10) - **Ease of Admin:** 7.2/10 (Category avg: 8.6/10) - **Ease of Use:** 7.7/10 (Category avg: 8.5/10) **Seller Details:** - **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 (2,220,862 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN **Reviewer Demographics:** - **Top Industries:** Computer Software - **Company Size:** 52% Small-Business, 24% Mid-Market ### 17. [Faronics Deep Freeze](https://www.g2.com/products/faronics-deep-freeze/reviews) Deep Freeze is a system restore software solution that preserves computer configurations by returning systems to a predefined state upon restart. It falls under the category of endpoint management and reboot‑to‑restore software, designed for IT administrators managing shared or public‑access computers. Deep Freeze is commonly used in educational institutions, libraries, corporate training environments and other settings where devices are accessed by multiple users. The software functions by 'freezing' the desired system configuration. Any changes made during a user session - including software installations, downloaded files, or system setting alterations - are discarded upon reboot. This ensures a consistent, secure and predictable computing environment while significantly reducing IT workload and support requests. Key features and benefits include: Reboot‑to‑restore functionality: Automatically resets systems to their original state with each restart, eliminating the need for manual reimaging or troubleshooting. Custom configuration options: Allows the creation of Thawed partitions where users can store files permanently, supporting operational flexibility. Prevention of configuration drift: Ensures that malware infections, software misconfigurations and user‑introduced changes do not persist. Centralised administration tools: Supports remote deployment and control via cloud‑based or on‑premise management consoles for multiple devices. Extended device longevity: Reduces downtime and maintenance, helping organisations maximise their IT investment. Deep Freeze is especially effective in high‑turnover environments where user activity can compromise system stability. By automatically restoring machines to a clean slate, it helps organisations maintain reliability and reduce operating costs. **Average Rating:** 4.3/5.0 **Total Reviews:** 24 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 7.1/10 (Category avg: 8.6/10) - **Quality of Support:** 7.0/10 (Category avg: 8.4/10) - **Ease of Admin:** 7.9/10 (Category avg: 8.6/10) - **Ease of Use:** 8.0/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [Faronics](https://www.g2.com/sellers/faronics-18f5bca6-4107-4e9e-979f-334265762ef6) - **Year Founded:** 1996 - **HQ Location:** Vancouver, Canada - **Twitter:** @faronics (1,460 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/faronics/ (118 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 44% Small-Business, 36% Mid-Market ### 18. [LibreNMS](https://www.g2.com/products/librenms/reviews) LibreNMS is an open-source, fully featured network monitoring system that provides real-time visibility into network performance, device health, and security. It supports a wide range of devices using SNMP and other protocols, making it a flexible solution for IT teams managing complex networks. Key Features and Functionality: - Automatic Network Discovery: Automatically detects and adds new devices, reducing manual setup. - Customizable Alerts & Notifications: Alerts via email, Slack, Microsoft Teams, PagerDuty, and more. - API Access: A full API to manage, graph, and retrieve data from your install. - Billing System: Generate bandwidth bills for ports on your network based on usage or transfer. - Automatic Updates: Stay up-to-date automatically with bug fixes, new features, and more. - Distributed Polling: Horizontal scaling to grow with your network. - Mobile-Friendly Web UI: Access network monitoring data on the go. - Integration Support: Integrates with tools like NfSen, collectd, SmokePing, RANCID, and Oxidized. - Multiple Authentication Methods: Supports MySQL, HTTP, LDAP, Radius, and Active Directory. Primary Value and Problem Solved: LibreNMS enhances network visibility and performance by providing comprehensive monitoring and alerting capabilities. It enables proactive issue detection, reducing downtime and improving operational efficiency. As a free and open-source solution, it offers a cost-effective alternative to proprietary network monitoring tools, making it accessible for organizations of all sizes. **Average Rating:** 4.6/5.0 **Total Reviews:** 14 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.6/10) - **Quality of Support:** 7.4/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.9/10 (Category avg: 8.6/10) - **Ease of Use:** 9.4/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [LibreNMS](https://www.g2.com/sellers/librenms) - **Year Founded:** 2013 - **HQ Location:** Worldwide, OO - **LinkedIn® Page:** https://www.linkedin.com/company/librenms/ (1 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 33% Mid-Market, 33% Small-Business #### Pros & Cons **Pros:** - Easy Installation (2 reviews) - Easy Setup (2 reviews) - Open Source (2 reviews) - Community Size (1 reviews) - Ease of Use (1 reviews) **Cons:** - Resource Limitations (2 reviews) - Inadequate Reporting (1 reviews) - Lack of Features (1 reviews) - Limited Availability (1 reviews) - Performance Issues (1 reviews) ### 19. [Universal Data Access Components](https://www.g2.com/products/universal-data-access-components/reviews) Universal Data Access Components (UniDAC) is a library of components that provides direct access to multiple databases from Delphi and C++Builder including Community Edition, as well as Lazarus (and Free Pascal) on Windows, Linux, macOS, iOS, and Android for both 32-bit and 64-bit platforms. One product that provides unified access to multiple databases and cloud applications: Oracle, SQL Server, SQL Azure, Firebird, MySQL, PostgreSQL, SQLite, Salesforce, QuickBooks, etc. UniDAC provides transparent server-independent interfaces for working with different databases and lets you change the client engine for a specific server type just by changing the single connection option. It means that you can easily switch between different database servers in your cross-database UniDAC-based application. **Average Rating:** 4.7/5.0 **Total Reviews:** 17 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.6/10) - **Quality of Support:** 9.3/10 (Category avg: 8.4/10) - **Ease of Admin:** 9.4/10 (Category avg: 8.6/10) - **Ease of Use:** 8.9/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [Devart](https://www.g2.com/sellers/devart) - **Year Founded:** 1997 - **HQ Location:** Wilmington, Delaware, USA - **Twitter:** @DevartSoftware (1,738 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/800325/ (254 employees on LinkedIn®) **Reviewer Demographics:** - **Top Industries:** Computer Software - **Company Size:** 68% Small-Business, 21% Mid-Market ### 20. [Canonical OpenStack](https://www.g2.com/products/canonical-openstack/reviews) Canonical’s OpenStack on Ubuntu gives you the flexibility to place your OpenStack services exactly where you want them, while sharing all the operational code with a large community. **Average Rating:** 4.2/5.0 **Total Reviews:** 14 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 8.6/10) - **Quality of Support:** 5.6/10 (Category avg: 8.4/10) - **Ease of Admin:** 7.7/10 (Category avg: 8.6/10) - **Ease of Use:** 8.2/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [Canonical Ltd.](https://www.g2.com/sellers/canonical-ltd) - **Year Founded:** 2004 - **HQ Location:** London - **Twitter:** @Canonical (109,157 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/234280/ (1,893 employees on LinkedIn®) **Reviewer Demographics:** - **Top Industries:** Information Technology and Services - **Company Size:** 57% Small-Business, 43% Enterprise #### Pros & Cons **Pros:** - Cost-Effective (3 reviews) - Ease of Use (3 reviews) - Setup Ease (3 reviews) - Cost Saving (2 reviews) - Flexibility (2 reviews) **Cons:** - Poor Customer Support (4 reviews) - Complexity (3 reviews) - Expensive (2 reviews) - Complex Configuration (1 reviews) - Difficult Learning (1 reviews) ### 21. [Remedy Single Sign On](https://www.g2.com/products/remedy-single-sign-on/reviews) Remedy Single Sign-On (Remedy SSO) is an authentication system designed to streamline user access across multiple software applications by enabling users to authenticate once and gain seamless entry to all integrated applications without repeated credential prompts. Key Features and Functionality: - Diverse Authentication Methods: Supports various authentication protocols, including AR System server, SAML 2.0, LDAP, Kerberos, certificate-based authentication, local authentication, OAuth 2.0, OpenID Connect, and preauthentication. - Centralized User Management: Allows administrators to configure and manage authentication methods for different applications from a single interface. - Password Management Integration: When integrated with Remedy AR System, users can change their AR passwords directly through the Remedy SSO login page, provided the password change functionality is enabled on the AR System server. Primary Value and User Solutions: Remedy SSO enhances security and user convenience by reducing the need for multiple logins, thereby minimizing password fatigue and the risk of credential-related security breaches. It simplifies administrative tasks by offering centralized control over authentication processes, ensuring consistent security policies across all integrated applications. This solution is particularly beneficial for organizations seeking to improve user experience and strengthen security in environments with multiple software applications. **Average Rating:** 3.9/5.0 **Total Reviews:** 11 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.6/10) - **Quality of Support:** 7.2/10 (Category avg: 8.4/10) - **Ease of Admin:** 10.0/10 (Category avg: 8.6/10) - **Ease of Use:** 8.0/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [BMC Helix](https://www.g2.com/sellers/bmc-helix) - **Year Founded:** 2025 - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/bmchelix/ (1,083 employees on LinkedIn®) **Reviewer Demographics:** - **Top Industries:** Information Technology and Services - **Company Size:** 73% Enterprise, 27% Small-Business ### 22. [Apache DeltaSpike](https://www.g2.com/products/apache-deltaspike/reviews) Apache DeltaSpike is a collection of portable CDI extensions.DeltaSpike consists of a core module and a number of optional modules for providing additional enterprise functionality to your applications. **Average Rating:** 4.3/5.0 **Total Reviews:** 12 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 7.5/10 (Category avg: 8.6/10) - **Quality of Support:** 7.8/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 8.1/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [The Apache Software Foundation](https://www.g2.com/sellers/the-apache-software-foundation) - **Year Founded:** 1999 - **HQ Location:** Wakefield, MA - **Twitter:** @TheASF (66,059 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/215982/ (2,408 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 58% Mid-Market, 33% Small-Business ### 23. [dbForge SQL Tools](https://www.g2.com/products/dbforge-sql-tools/reviews) dbForge SQL Tools includes a bundle of SSMS and VS add-ins and stand-alone tools that cover nearly any database-related task on Microsoft SQL Server and Azure SQL Database. The pack of tools includes the dbForge DevOps Automation solution, which helps implement DevOps practices in the development of SQL Server databases. Write SQL queries on a fly Version-control databases Compare schemas and data Optimize database performance Generate meaningful test data Automate routine tasks **Average Rating:** 4.3/5.0 **Total Reviews:** 23 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 8.6/10) - **Quality of Support:** 8.0/10 (Category avg: 8.4/10) - **Ease of Admin:** 9.2/10 (Category avg: 8.6/10) - **Ease of Use:** 8.4/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [Devart](https://www.g2.com/sellers/devart) - **Year Founded:** 1997 - **HQ Location:** Wilmington, Delaware, USA - **Twitter:** @DevartSoftware (1,738 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/800325/ (254 employees on LinkedIn®) **Reviewer Demographics:** - **Top Industries:** Computer Software - **Company Size:** 39% Mid-Market, 35% Small-Business ### 24. [Google Cloud NAT](https://www.g2.com/products/google-cloud-nat/reviews) Just because an application is running in the cloud, doesn‚Äôt mean you want it to be accessible to the outside world. Cloud NAT, Google Cloud‚Äôs managed Network Address Translation service, enables you to provision your application instances without public IP addresses while also allowing them to access the internet ‚Äî for updates, patching, config management, and more ‚Äî in a controlled and efficient manner. **Average Rating:** 4.3/5.0 **Total Reviews:** 9 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.6/10) - **Quality of Support:** 8.5/10 (Category avg: 8.4/10) - **Ease of Admin:** 9.3/10 (Category avg: 8.6/10) - **Ease of Use:** 8.9/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [Google](https://www.g2.com/sellers/google) - **Year Founded:** 1998 - **HQ Location:** Mountain View, CA - **Twitter:** @google (31,840,340 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1441/ (336,169 employees on LinkedIn®) - **Ownership:** NASDAQ:GOOG **Reviewer Demographics:** - **Company Size:** 40% Mid-Market, 30% Enterprise ### 25. [BMC AMI Ops](https://www.g2.com/products/bmc-ami-ops/reviews) BMC AMI Ops is an AI-driven mainframe operations management solution for IBM Z environments. It helps enterprises monitor, automate, and optimize the performance and availability of mission-critical systems while reducing operational complexity and manual effort. BMC AMI Ops uses real-time monitoring, intelligent automation, and predictive analytics to detect issues early, prioritize actions, and resolve problems faster across z/OS, Db2, IMS, and supporting infrastructure. The solution enables operations teams to shift from reactive monitoring to proactive, service-focused operations. Key capabilities include: - Real-time and predictive monitoring of mainframe workloads and resources - Intelligent automation to reduce manual intervention and operator dependency - Root cause analysis and anomaly detection to accelerate problem resolution - Service-level visibility aligned to business outcomes - On-premises execution that keeps operational data on the mainframe By modernizing mainframe operations with AI and automation, BMC AMI Ops helps organizations improve system reliability, reduce downtime, and operate IBM Z environments more efficiently at scale. **Average Rating:** 4.2/5.0 **Total Reviews:** 25 **User Satisfaction Scores:** - **Has the product been a good partner in doing business?:** 7.7/10 (Category avg: 8.6/10) - **Quality of Support:** 8.3/10 (Category avg: 8.4/10) - **Ease of Admin:** 8.3/10 (Category avg: 8.6/10) - **Ease of Use:** 8.2/10 (Category avg: 8.5/10) **Seller Details:** - **Seller:** [BMC Software](https://www.g2.com/sellers/bmc-software) - **Year Founded:** 1980 - **HQ Location:** Houston, TX - **Twitter:** @BMCSoftware (48,040 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1597/ (9,008 employees on LinkedIn®) - **Phone:** 713 918 8800 **Reviewer Demographics:** - **Top Industries:** Banking - **Company Size:** 62% Enterprise, 27% Small-Business ## Parent Category [IT Infrastructure Software](https://www.g2.com/categories/it-infrastructure)