# Best Other IT Infrastructure Software - Page 18 *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 ## G2 Grid® for Other IT Infrastructure Software ![G2 Grid® for Other IT Infrastructure Software plotting products by satisfaction and market presence](https://www.g2.com/categories/other-it-infrastructure/grids.png?focus%5B%5D=115192&focus%5B%5D=149733&focus%5B%5D=1196178&focus%5B%5D=40865&focus%5B%5D=1309571&focus%5B%5D=168633&focus%5B%5D=104280&focus%5B%5D=87455) Highlighted products: AWS Cloud Development Kit (AWS CDK), Firstbase, CoinGecko API, AWS Schema Conversion Tool, Azure Quantum, Amazon AppFlow, AWS Deep Learning Containers, and AWS Transit Gateway. Underlying data: [Grid® JSON](https://www.g2.com/categories/other-it-infrastructure/grids.json?focus%5B%5D=aws-cloud-development-kit-aws-cdk&focus%5B%5D=firstbase-firstbase&focus%5B%5D=coingecko-api&focus%5B%5D=aws-schema-conversion-tool&focus%5B%5D=azure-quantum&focus%5B%5D=amazon-appflow&focus%5B%5D=aws-deep-learning-containers&focus%5B%5D=aws-transit-gateway) ## How Many Other IT Infrastructure Software Products Does G2 Track? **Total Products under this Category:** 263 ### Category Stats (Jul 2026) - **Average Rating**: 4.3/5 The average rating of products in this category, based on all submitted ratings - **Top Trending Product**: BMC AMI Data (+0.3%) - Among all products in this category, BMC AMI Data recorded the largest rating increase compared to last month *Last updated: July 14, 2026* ## How Does G2 Rank Other IT Infrastructure Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 900+ Authentic Reviews - 263+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## Which Other IT Infrastructure Software Is Best for Your Use Case? - **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:** [AWS Cloud Development Kit (AWS CDK)](https://www.g2.com/products/aws-cloud-development-kit-aws-cdk/reviews) - **Best Free Software:** [Faronics Deep Freeze](https://www.g2.com/products/faronics-deep-freeze/reviews) --- **Sponsored** ### Lumana Lumana is an AI video security platform that helps security, IT, safety, and operations teams monitor, investigate, and respond to activity across their physical sites automatically. Founded to close the gap between the cameras organizations already run and the intelligence those cameras could provide, Lumana serves enterprise, mid-market, and SLED (state, local, and education) customers across retail, education, healthcare, government, hospitality, manufacturing, and logistics. Legacy video systems rely on manual monitoring, slow investigations, and fixed, rule-based analytics; Lumana applies adaptive, agentic AI to live and recorded camera feeds so video becomes searchable, real-time intelligence instead of footage that goes unwatched. The platform is camera-agnostic: it works with any IP camera and also offers a line of NDAA-compliant Lumana cameras. AI runs on-site on Lumana Core, which processes video locally, while a hybrid-cloud architecture unifies management across every location in a single interface, VMS+. Common use cases include real-time threat and safety monitoring, faster incident investigation, loss prevention, occupancy and operational analytics, and centralized multi-site security management. Main features and benefits: • VIA-1, a continuous-learning video intelligence model that adapts to each camera's environment over time and reduces false alerts by up to 90%, so teams spend less time clearing noise and more time on real events. • AI agents that automate the video security workflow across monitoring, investigation, insights, and response, including real-time alerts and automated actions such as notifications, audio messages, and webhook or GPIO triggers. • Natural language search that finds events across thousands of hours of footage in seconds by describing them in plain language, with no query syntax to learn. • Single-pane-of-glass management for every camera, site, alert, and investigation, available on desktop and mobile. • Enterprise-grade security and compliance, including SOC 2 Type II, NDAA, HIPAA, and GDPR, with role-based access control down to the camera level. Lumana is built on a hybrid-cloud architecture that scales from a single site to tens of thousands of cameras without replacing existing infrastructure. Because VIA-1 keeps learning from each deployment, detection accuracy improves in the customer's own environment rather than staying static over time. Organizations including Salesforce, Meta, McDonald's, and the University of Miami use Lumana to secure and gain intelligence from their physical environments. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=650&secure%5Bchosen_at%5D=2026-07-15T03%3A27%3A19Z&secure%5Bdisplayable_resource_id%5D=1246&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=1424713&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1424713&secure%5Bresource_id%5D=650&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fother-it-infrastructure%3Fpage%3D9&secure%5Btoken%5D=5a5f6321cb258af34d2885c74551b33300894ea364d9f3417484a7121ace57a0&secure%5Burl%5D=https%3A%2F%2Fwww.lumana.ai%2Fget-demo%3Futm_source%3Dg2%26utm_medium%3Dpaidsocial&secure%5Burl_type%5D=book_demo) --- ## What Is Other IT Infrastructure Software? [IT Infrastructure Software](https://www.g2.com/categories/it-infrastructure)