# Best Cloud Cost Management Tools - Page 9 ## How Many Cloud Cost Management Tools Products Does G2 Track? **Total Products under this Category:** 237 ### Category Stats (Aug 2026) - **Average Rating:** 4.59/5 (↓0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product:** ServiceNow IT Asset Management (+0.05%) - Among all products in this category, ServiceNow IT Asset Management recorded the largest rating increase compared to last month _Last updated: August 04, 2026_ ## How Does G2 Rank Cloud Cost Management Tools Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 6,300+ Authentic Reviews - 237+ 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 Cost Management Tools ![G2 Grid® for Cloud Cost Management Tools plotting products by satisfaction and market presence](https://www.g2.com/categories/cloud-cost-management/grids.png?focus%5B%5D=136001&focus%5B%5D=150881&focus%5B%5D=17881&focus%5B%5D=107230&focus%5B%5D=1386881&focus%5B%5D=52132&focus%5B%5D=155562&focus%5B%5D=3824) Highlighted products: Cast AI, CloudKeeper, Amazon CloudWatch, Flexera One, ScaleOps, AWS Budgets, Vantage, and Datadog. Underlying data: [Grid® JSON](https://www.g2.com/categories/cloud-cost-management/grids.json?focus%5B%5D=cast-ai&focus%5B%5D=cloudkeeper&focus%5B%5D=amazon-cloudwatch&focus%5B%5D=flexera-one&focus%5B%5D=scaleops-cloud-native-optimization-scaleops&focus%5B%5D=aws-budgets&focus%5B%5D=vntg-inc-vantage&focus%5B%5D=datadog) **Sponsored** ### Datadog Datadog is the monitoring, security and analytics platform for developers, IT operations teams, security engineers and business users in the cloud age. The SaaS platform integrates and automates infrastructure monitoring, application performance monitoring and log management to provide unified, real-time observability of our customers' entire technology stack. Datadog is used by organizations of all sizes and across a wide range of industries to enable digital transformation and cloud migration, drive collaboration among development, operations, security and business teams, accelerate time to market for applications, reduce time to problem resolution, secure applications and infrastructure, understand user behavior and track key business metrics. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1388&secure%5Bchosen_at%5D=2026-08-13T09%3A48%3A08Z&secure%5Bdisplayable_resource_id%5D=1388&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1388&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=3824&secure%5Bresource_id%5D=1388&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fcloud-cost-management%3FhsCtaTracking%3Deb095e76-680d-4094-aefe-f44179d85041%257C5e44f857-deb8-4792-8a2d-9a8b83b2a9fe%26page%3D9&secure%5Btoken%5D=0c63d85241a9879a34b86da3624b4d2a5be418d11a24708be5ada5c57478969d&secure%5Burl%5D=https%3A%2F%2Fwww.datadoghq.com%2Fdg%2Fmonitor%2Fdemo-request%2F%3Futm_source%3Dg2crowd%26utm_medium%3Dreview-site%26utm_campaign%3Ddg-coreplatform-multi-ww-en-coreplatform&secure%5Burl_type%5D=custom_url) ### [HPE Consumption Analytics](https://www.g2.com/products/hpe-consumption-analytics/reviews) HPE Consumption Analytics offers a cloud financial management system designed for hybrid IT environments. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 #### How Do G2 Users Rate HPE Consumption Analytics? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.3/10) - **Automation:** 10.0/10 (Category avg: 8.6/10) - **Reporting:** 10.0/10 (Category avg: 8.8/10) - **Usage Monitoring:** 10.0/10 (Category avg: 8.9/10) #### Who Is the Company Behind HPE Consumption Analytics? - **Seller:** [HP Development Company](https://www.g2.com/sellers/hp-development-company) - **Year Founded:** 1939 - **HQ Location:** Palo Alto, CA - **Twitter:** @HPE 92,685 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=600d4eaceaea7291b026df44dbe584286101ce2f4f1ddeaa8fc4b2a3a870dcad&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1025%2F&secure%5Burl_type%5D=linkedin_company_website) 88,985 employees on LinkedIn® - **Ownership:** NYSE: HPQ #### Who Uses This Product? - **Company Size:** 100% Small #### What Are Recent G2 Reviews of HPE Consumption Analytics? **["You need hard drive space use the cloud!"](https://www.g2.com/survey_responses/hpe-consumption-analytics-review-3474357)** **Rating:** 5.0/5.0 stars _— Verified User in Computer & Network Security_ [Read full review](https://www.g2.com/survey_responses/hpe-consumption-analytics-review-3474357) #### What Are G2 Users Discussing About HPE Consumption Analytics? - [What is HPE Consumption Analytics used for?](https://www.g2.com/discussions/what-is-hpe-consumption-analytics-used-for) ### [Kalos by Stratus10](https://www.g2.com/products/kalos-by-stratus10/reviews) An AI-driven cloud management platform for AWS, Kalos helps you reduce spend, strengthen security compliance, and maintain efficient performance. Leverage AI and automation to drastically reduce time spent analyzing reports and help you prioritize cost and security optimizations. Reclaim control of your AWS environment and make data-driven decisions that increase efficiency, compliance, and savings. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 #### How Do G2 Users Rate Kalos by Stratus10? - **Automation:** 10.0/10 (Category avg: 8.6/10) - **Reporting:** 10.0/10 (Category avg: 8.8/10) - **Usage Monitoring:** 10.0/10 (Category avg: 8.9/10) #### Who Is the Company Behind Kalos by Stratus10? - **Seller:** [Stratus10](https://www.g2.com/sellers/stratus10) - **Year Founded:** 2017 - **HQ Location:** San Diego, US - **Twitter:** @Stratus\_10 272 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6e51de4f4dc44803948ddf4851f5b875de695c4cbabbbfe2bfb822a158ed3106&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstratus10%2F&secure%5Burl_type%5D=linkedin_company_website) 6 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Medium #### What Do G2 Reviewers Say About Kalos by Stratus10? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **easy access to compliance information** of Kalos, streamlining AWS infrastructure and cost management. - Users find the **ease of use** in Kalos invaluable, enabling quick access to AWS infrastructure and compliance information. - Users appreciate the **comprehensive security compliance** features of Kalos, providing an easy overview of AWS infrastructure and costs. - Users love the **visibility** Kalos provides, allowing easy access to AWS infrastructure and compliance details. #### What Are Recent G2 Reviews of Kalos by Stratus10? **["Simple and easy to use"](https://www.g2.com/survey_responses/kalos-by-stratus10-review-10438551)** **Rating:** 5.0/5.0 stars _— Verified User in Manufacturing_ [Read full review](https://www.g2.com/survey_responses/kalos-by-stratus10-review-10438551) ### [Keebo](https://www.g2.com/products/keebo/reviews) Cloud data warehouse platforms (Snowflake, Databricks, etc.) enable fast, scalable data analytics and sharing. But as data pipelines grow more complex, these platforms quickly become unpredictable and expensive. Instead of creating new revenue-driving data products, data teams spend countless hours manually tweaking pipelines to avoid blowing through their budget and facing their CFO’s wrath. But no DBA can process millions of performance stats fast enough, so manual optimization is not the answer. Plus, as workloads fluctuate, any “perfect” setup quickly becomes outdated. Keebo is an all-in-one AI platform that provides full visibility into data pipelines, surfaces the most impactful insights, and even automates real-time optimizations. By adjusting warehouse settings dynamically and routing each query to the most efficient warehouse, Keebo drastically cuts costs without sacrificing performance. Why try Keebo? -Keebo customers on avg save 27% on Snowflake. -Trusted by some of Snowflake’s largest customers for cost optimization and observability -No-brainer security model: Keebo only uses metadata (no access to your data) -Easy setup: Just 30 minutes of one engineer’s time. Once onboarded, Keebo works in the background, saving you money while your team focuses elsewhere. It's truly set-it-and-forget it. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 #### How Do G2 Users Rate Keebo? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.3/10) - **Automation:** 10.0/10 (Category avg: 8.6/10) - **Reporting:** 10.0/10 (Category avg: 8.8/10) - **Usage Monitoring:** 10.0/10 (Category avg: 8.9/10) #### Who Is the Company Behind Keebo? - **Seller:** [Keebo](https://www.g2.com/sellers/keebo) - **Year Founded:** 2019 - **HQ Location:** Bakersfield, CA - **Twitter:** @keeboinc 525 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=375f9f3235078056d3fb783527effdca0aa672d38c568c08da91da2da8c7bfd8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkeebo-inc&secure%5Burl_type%5D=linkedin_company_website) 37 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Medium #### What Do G2 Reviewers Say About Keebo? _AI-generated summary from verified user reviews_ ##### Pros - Users commend Keebo for their **effective cost-saving strategies** that significantly reduce Snowflake expenses for organizations. - Users admire the **team's expertise** in effectively reducing Snowflake expenses for organizations through transparency and knowledge. #### What Are Recent G2 Reviews of Keebo? **["Most accurate pitch for cost-savings"](https://www.g2.com/survey_responses/keebo-review-11009474)** **Rating:** 5.0/5.0 stars _— Verified User in Entertainment_ [Read full review](https://www.g2.com/survey_responses/keebo-review-11009474) ### [KloudMate](https://www.g2.com/products/kloudmate/reviews) KloudMate is an AI-powered unified, Monitoring and Observability platform, designed for monitoring performance of complex networks, infrastructure, and distributed applications. It offers tremendous value for modern engineering teams, who can create metric dashboards, analyze logs, trace requests (APIs, function calls, request paths, database queries, etc…), monitor errors, setup alarms and get insightful metrics on the performance of their applications, in a fraction of the usual time and cost. **Average Rating:** 4.8/5.0 **Total Reviews:** 2 #### How Do G2 Users Rate KloudMate? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.3/10) - **Automation:** 8.3/10 (Category avg: 8.6/10) - **Reporting:** 8.3/10 (Category avg: 8.8/10) - **Usage Monitoring:** 8.3/10 (Category avg: 8.9/10) #### Who Is the Company Behind KloudMate? - **Seller:** [KloudMate](https://www.g2.com/sellers/kloudmate) - **HQ Location:** Austin, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ec2d209514f50105fa25ff8a309eb7f7c3661641a90762c6c719272e2a285bd0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkloudmate&secure%5Burl_type%5D=linkedin_company_website) 13 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Small #### What Are Recent G2 Reviews of KloudMate? **["Basically a more robust version of Serverless Dashboard"](https://www.g2.com/survey_responses/kloudmate-review-8209485)** **Rating:** 5.0/5.0 stars _— Verified User in Marketing and Advertising_ [Read full review](https://www.g2.com/survey_responses/kloudmate-review-8209485) **["Seamless serverless observability"](https://www.g2.com/survey_responses/kloudmate-review-7804865)** **Rating:** 4.5/5.0 stars _— Divya S._ [Read full review](https://www.g2.com/survey_responses/kloudmate-review-7804865) ### [LimeOps](https://www.g2.com/products/limeops/reviews) LimeOps is a cloud cost management platform with just one-click. It equips you with easy to implement recommendations that reduce your cloud cost by letting you efficiently monitor your AWS expenditure. LimeOps seamlessly interacts with AWS and capture of 100% of your AWS costs. **Average Rating:** 4.5/5.0 **Total Reviews:** 1 #### How Do G2 Users Rate LimeOps? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.3/10) - **Automation:** 10.0/10 (Category avg: 8.6/10) - **Reporting:** 10.0/10 (Category avg: 8.8/10) - **Usage Monitoring:** 10.0/10 (Category avg: 8.9/10) #### Who Is the Company Behind LimeOps? - **Seller:** [LimeOps](https://www.g2.com/sellers/limeops) - **Year Founded:** 2023 - **HQ Location:** Reno, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=5b7bf3e746aae82573dd91a5b0225b92ef3d87b46448f38c2e2d3f2aed9f4da9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flimeops%2F&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Small #### What Are Recent G2 Reviews of LimeOps? **["Simplified AWS cost optimizer"](https://www.g2.com/survey_responses/limeops-review-8404976)** **Rating:** 4.5/5.0 stars _— Mansour N._ [Read full review](https://www.g2.com/survey_responses/limeops-review-8404976) ### [Morfless](https://www.g2.com/products/morfless/reviews) Morfless is an automation-first cloud cost optimisation platform built for teams that want to reduce AWS spend without the burden of manual cost management. Designed for organisations without dedicated FinOps resources, Morfless enables you to keep building the products your customers love while ensuring you always get the best possible rates on your infrastructure. Achieve cloud savings you never thought possible. On average, 70% of our customers increase annual cloud savings by over 50%, making it effectively software that pays for itself and more. Fast, Secure, and Risk-Free Implementation Getting started with Morfless takes just five minutes, with no disruption to your existing workflows. Unlike traditional cost management solutions, Morfless does not require access to your engineering environment, ensuring there is zero risk of downtime or impact on your applications. Maximise Savings with Short-Term Commitments Morfless unlocks deep infrastructure savings, offering up to 62% off on 3-year AWS discounts with just a 30-day commitment. Plus, our buy-back guarantee ensures you are never locked into a commitment that does not suit your evolving needs. There are no upfront fees or long-term contracts, just a simple performance-based pricing model where we take a percentage of the savings generated through our automation. Let Morfless handle cloud cost optimisation so your team can stay focused on innovation. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 #### How Do G2 Users Rate Morfless? - **Automation:** 10.0/10 (Category avg: 8.6/10) - **Reporting:** 10.0/10 (Category avg: 8.8/10) - **Usage Monitoring:** 8.3/10 (Category avg: 8.9/10) #### Who Is the Company Behind Morfless? - **Seller:** [Morfless](https://www.g2.com/sellers/morfless) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f69dfe2dd7ee3da803eb55c6febe5fdf1685d613b24147676ab8b848ecd74332&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmorfless%2F&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Medium #### What Do G2 Reviewers Say About Morfless? _AI-generated summary from verified user reviews_ ##### Pros - Users commend Morfless for its **cost reduction capabilities** , effectively helping them save and forecast AWS expenses. - Users commend Morfless for their **effective cost-saving strategies** , resulting in significant savings and better budget predictions. #### What Are Recent G2 Reviews of Morfless? **["Excellent Partnership"](https://www.g2.com/survey_responses/morfless-review-10955673)** **Rating:** 5.0/5.0 stars _— Henry A._ [Read full review](https://www.g2.com/survey_responses/morfless-review-10955673) ### [Oracle In-Memory Cost Management Cloud](https://www.g2.com/products/oracle-in-memory-cost-management-cloud/reviews) Oracle In-Memory Cost Management Cloud Service provides the data analysis tools to maximize profit margins by enabling near real-time insight into all aspects of cost management in discrete and process industries. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 #### Who Is the Company Behind Oracle In-Memory Cost Management Cloud? - **Seller:** [Oracle](https://www.g2.com/sellers/oracle) - **Year Founded:** 1977 - **HQ Location:** Austin, TX - **Twitter:** @Oracle 827,997 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a14fcbcd818b49d781453c19628a9479a70cc1e8e335e54c876392ab5f543da3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1028%2F&secure%5Burl_type%5D=linkedin_company_website) 208,078 employees on LinkedIn® - **Ownership:** NYSE:ORCL #### Who Uses This Product? - **Company Size:** 100% Small #### What Are Recent G2 Reviews of Oracle In-Memory Cost Management Cloud? **["Oracle Excellence"](https://www.g2.com/survey_responses/oracle-in-memory-cost-management-review-716400)** **Rating:** 5.0/5.0 stars _— Amanda M._ [Read full review](https://www.g2.com/survey_responses/oracle-in-memory-cost-management-review-716400) #### What Are G2 Users Discussing About Oracle In-Memory Cost Management Cloud? - [What is Oracle In-Memory Cost Management Cloud used for?](https://www.g2.com/discussions/what-is-oracle-in-memory-cost-management-cloud-used-for) ### [Scalr](https://www.g2.com/products/scalr/reviews) Scalr is a cost-effective, drop-in replacement for Terraform Cloud with feature parity and better GitOps support. Drop-in means drop-in. Scalr is fully compatible with the Terraform/OpenTofu CLI and the TFC API. A built-in migration assistant moves your workspaces, variables, and state. Integrations you or third parties built against the TFC API (like AWS Account Factory for Terraform) work with Scalr — just change the endpoint. Your developers keep using the same CLI they already know. Nothing breaks. Cost-effective: most teams save 50%+ compared to Terraform Cloud. Better GitOps: Scalr supports apply-before-merge — apply changes from a feature branch before merging to main, the workflow TFC doesn't support. Plan and apply summaries post directly into PRs as comments and checks (not just commit statuses). Your team manages the entire run lifecycle from PR comments: /scalr plan, /scalr apply, /scalr approve. Scalr also prevents accidental state overwrites with branch-aware protection, reduces noisy runs with configurable diff strategies and draft PR detection, and auto-merges main into dev branches to keep them current. Your team never leaves the PR. Purpose-built for Terraform and OpenTofu. No complexity from bolting on support for Pulumi, CloudFormation, Ansible, or Kubernetes. That focus means better native support for your IaC. Free tier available at scalr.com. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 #### Who Is the Company Behind Scalr? - **Seller:** [Scalr](https://www.g2.com/sellers/scalr) - **Year Founded:** 2011 - **HQ Location:** San Francisco, US - **Twitter:** @scalr 3,243 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7e18d63ddfd9a1bc44c24256bbfa99dbed7aa69c17d54f76eb805233b32a7293&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fscalr%2F&secure%5Burl_type%5D=linkedin_company_website) 44 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Medium #### What Do G2 Reviewers Say About Scalr? _AI-generated summary from verified user reviews_ ##### Pros - Users appreciate the **automation capabilities** of Scalr, enabling efficient scaling of infrastructure with minimal effort. - Users appreciate Scalr for its **automation and streamlined scaling of cloud infrastructure** , enhancing efficiency and responsiveness. - Users appreciate the **user-friendly interface** of Scalr, which simplifies infrastructure exploration and management significantly. - Users appreciate the **ease of use** of Scalr, facilitating straightforward management and monitoring of their infrastructure. - Users appreciate the **easy integrations** of Scalr, simplifying the management of multi-cloud environments effectively. ##### Cons - Users find Scalr's **complex configuration** challenging, as initial setup and scaling policies can be time-consuming and inconsistent. - Users find Scalr's setup process **complicated** , with challenges in scaling and limited reporting hindering usability. - Users find Scalr's **complexity issues** a barrier, making initial setup and resource scaling frustrating and time-consuming. - Users find the **difficult setup** of Scalr challenging, particularly when connecting to cloud providers and configuring policies. - Users find Scalr to be **expensive** compared to other scaling solutions, raising concerns about its overall value. #### What Are Recent G2 Reviews of Scalr? **["Scalr: A Comprehensive Review"](https://www.g2.com/survey_responses/scalr-review-7607660)** **Rating:** 5.0/5.0 stars _— Deepak K._ [Read full review](https://www.g2.com/survey_responses/scalr-review-7607660) ### [Snow-Embotics](https://www.g2.com/products/snow-embotics/reviews) Embotics is the cloud automation company for IT organizations and service providers that need to improve provisioning or enable self-service capabilities. With a relentless focus on delivering a premier user experience and unmatched customer support, Embotics is the fastest and easiest way to automate provisioning across private/public/hybrid cloud infrastructures. Its flagship product, Embotics vCommander, is used by organizations including Nordstrom, NASA, Fanatics, Informatica and Charter Communications. For more information, including vCommander product demos, free trial access, sales inquires, and general information, please use the contact us form to get in touch today. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 #### How Do G2 Users Rate Snow-Embotics? - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.3/10) - **Automation:** 8.3/10 (Category avg: 8.6/10) - **Reporting:** 10.0/10 (Category avg: 8.8/10) - **Usage Monitoring:** 5.0/10 (Category avg: 8.9/10) #### Who Is the Company Behind Snow-Embotics? - **Seller:** [Embotics](https://www.g2.com/sellers/embotics-e546c8fd-3d36-467b-afd5-f35c8af0b814) - **Year Founded:** 2006 - **HQ Location:** Kanata, CA - **Twitter:** @EmboticsCorp 1,588 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=96921e1810cfa4b34a75e6a02dba48ae7a3f3647257be3b3d8e89412e082fd87&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fembotics-corporation%2F&secure%5Burl_type%5D=linkedin_company_website) 4 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Large #### What Are Recent G2 Reviews of Snow-Embotics? **["Fast implementation, extensible and powerful, some features continuing to mature"](https://www.g2.com/survey_responses/snow-embotics-review-3036813)** **Rating:** 5.0/5.0 stars _— Noah J._ [Read full review](https://www.g2.com/survey_responses/snow-embotics-review-3036813) #### What Are G2 Users Discussing About Snow-Embotics? - [What is Snow-Embotics used for?](https://www.g2.com/discussions/what-is-snow-embotics-used-for) ### [Vitado by Certero](https://www.g2.com/products/vitado-by-certero/reviews) Demystify and Simplify Cloud Management. Gain clarity through centralized multi-cloud visibility. Simplify governance and cost-management processes. Optimize resources with confidence and reduce cloud costs with Vitado. **Average Rating:** 4.0/5.0 **Total Reviews:** 1 #### Who Is the Company Behind Vitado by Certero? - **Seller:** [Certero for Enterprise ITAM](https://www.g2.com/sellers/certero-for-enterprise-itam) - **Year Founded:** 2007 - **HQ Location:** Warrington, Cheshire - **Twitter:** @Certerosoftware 845 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ec620603aa5c1b704c4c5d1e4f8e2db748cbb059c9118902f1ee427af312e283&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F310814&secure%5Burl_type%5D=linkedin_company_website) 42 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Medium #### What Are Recent G2 Reviews of Vitado by Certero? **["Excellent product"](https://www.g2.com/survey_responses/vitado-by-certero-review-7261269)** **Rating:** 4.0/5.0 stars _— Ashish A._ [Read full review](https://www.g2.com/survey_responses/vitado-by-certero-review-7261269) ### [8iSoft CRP](https://www.g2.com/products/8isoft-crp/reviews) 8iSoft CRP - Cloud Resource Planning is an AI-based multi-cloud cost, resource, and operation management platform. CRP provides smart insights, automates administrative tasks, and simplifies your organization’s complex cost and usage data through multi-cloud dashboard. Key features include: 1. Multi-Cloud Management: Streamline costs across diverse providers (Azure, GCP, AWS) with unified dashboards, cost allocation, and cloud cost comparison. 2. Cost Analysis: Utilize powerful algorithms and historical data for precise cost estimations, supported by visualized dashboards and drill-down capabilities. 3. Budget Planning: Easily create, update, and track budgets with real-time updates and custom alerts. 4. Monitor and Automation: AI-based cost anomalies identification, optimize multi-cloud resources, and automate operations for savings. 5. Cost Optimization: Leverage machine learning for tailored recommendations, rightsizing, and identifying unused resources. Achieve budget adherence, efficient resource allocation, risk mitigation, and improved decision-making for long-term success. #### Who Is the Company Behind 8iSoft CRP? - **Seller:** [8iSoft](https://www.g2.com/sellers/8isoft) - **Year Founded:** 2020 - **HQ Location:** San Francisco, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b39a6c914799ee13b32983c57884f124ef0b2419722a435f1027c5937d178b87&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F8isoftcorp%2F&secure%5Burl_type%5D=linkedin_company_website) 9 employees on LinkedIn® ### [Adaptive6](https://www.g2.com/products/adaptive6/reviews) Adaptive6 is a Cloud + AI Cost Governance & Optimization platform that detects, remediates, and prevents cloud waste across Cloud, Code, Runtime, and AI. Enterprises running multi-cloud environments face a growing wave of inefficiencies that traditional FinOps tools fail to catch, hidden in service misconfigurations, application runtimes, AI workloads, and infrastructure code. Adaptive6 addresses this across four pillars: Cloud - Adaptive6 scans multi-cloud environments (AWS, Azure, GCP), Kubernetes, AI Platforms, and Data Cloud services like Databricks and Snowflake to detect 450+ types of waste, including Shadow Waste and Application Inefficiencies that standard visibility tools miss. Engineers receive full technical context, remediation scripts, and 1-click fixes to accelerate resolution. Code - Using Cloud-to-Code technology, Adaptive6 traces detected inefficiencies back to the Infrastructure as Code that caused them, generating automated Pull Requests in GitHub, GitLab, Bitbucket, and Azure DevOps. Shift-Left CI/CD policies prevent new waste from being deployed in the first place. Runtime (Shift-Right) - A lightweight Runtime Sensor scans live workloads and AI models across VMs and containers, uncovering Application Inefficiencies invisible to infrastructure scans, such as outdated Python runtimes or workloads that could be migrated to ARM-based processors such as AWS Graviton for cost and performance gains. AI - Agentic Remediation workflows triage and drive fixes either autonomously or with engineers in the loop. AI Cost Governance addresses LLM, ML, and GPU waste, covering model selection, throughput rightsizing, prompt caching, and agentic waste. Adaptive6 serves Fortune 500 enterprises, including Ticketmaster, Bayer, and Norstella, delivering 15-35% waste reduction and 20x proven ROI. #### Who Is the Company Behind Adaptive6? - **Seller:** [Adaptive6](https://www.g2.com/sellers/adaptive6) - **Company Website:** www.adaptive6.com - **HQ Location:** NY, United States - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bf667569d7e0a4d964f546eea2551c4e20ed084577e1e090c8c6bd8369a8ae3b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fadaptive6&secure%5Burl_type%5D=linkedin_company_website) 50 employees on LinkedIn® ### [Agentspendrix](https://www.g2.com/products/agentspendrix/reviews) AgentSpendrix is the cost intelligence platform for organizations building AI agents on AWS Bedrock. It provides real-time visibility into AI spending with detailed cost attribution at the agent, task, user, and session level — plus automated budget enforcement that pauses runaway agents before they become an incident. The problem AgentSpendrix solves: Bedrock costs scale linearly with agent invocations and token volume. AWS CloudWatch billing alerts fire after billing has accrued and offer no automatic mitigation. Most AI teams discover runaway spend at month-end when the AWS bill arrives — by then the damage is done. AgentSpendrix monitors spend in real time and pauses agents that exceed configured thresholds before runaway invocations continue. Cost attribution at four levels: Per agent — which agent ran Per task — what the agent was asked to do Per user — who initiated the run Per session — the full conversation context This four-level attribution is the level required to identify which agents, tasks, and users are responsible for spend before it becomes a problem. Automated budget enforcement: thresholds can be set per agent, per task, per user, or globally for the AWS organization. When a threshold is approached, the platform pauses the offending agent automatically. This is meaningfully different from CloudWatch billing alerts that fire after accrual with no mitigation. 30-90 day spend forecasting: with 80% accuracy, derived from per-agent invocation patterns, current usage trends, and seasonal usage signals. The forecast updates as new invocation data arrives, supporting both monthly budget planning and quarter-end CFO reporting. How it deploys: CloudFormation template, approximately 5 minutes, no code modifications to existing agents required. AgentSpendrix taps Bedrock invocation events directly through AWS Bedrock's invocation logging — no SDK wrappers, no proxy layer, no latency added to agent execution. Spend governance dashboard: AWS organization-wide visibility for AI Platform Leads and Heads of AI managing multi-team agent fleets. Drill-downs by team, by agent, by task. Export to CSV for finance review. Who uses AgentSpendrix: AI Engineers, ML Engineers, Heads of AI, AI Platform Leads, and AI Infrastructure teams running on AWS Bedrock. Most valuable for teams spending $10,000 to $100,000-plus per month on Bedrock who need spend governance before costs become a board-level conversation. AWS-native: runs on AWS Marketplace, billed on your existing AWS invoice. Uses AWS credits and committed spend. Pricing description (500 chars max) Subscription on AWS Marketplace from $299/month for up to 500,000 agent invocations. #### Who Is the Company Behind Agentspendrix? - **Seller:** [ComplyRim](https://www.g2.com/sellers/complyrim) - **HQ Location:** Idaho Falls, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d33baa302c07089fce26fee1d16dee22858bbfed5367f8218e265e0d5d261ad4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F104102638%2F&secure%5Burl_type%5D=linkedin_company_website) 2 employees on LinkedIn® ### [AI SpendOps](https://www.g2.com/products/ai-spendops/reviews) We give engineering, finance, and FinOps teams a single platform to track, attribute, and optimise API spend across every provider. Costs are broken down by dimensions you define, matching how your business already reports its financials, whether that's by team, product, cost centre, or anything else. CTOs get a single pane of glass to enforce model governance and prevent shadow usage. CFOs get finance-grade reporting for forecasting, budgeting, and chargebacks, attributed using their own reporting structure, not a rigid template. FinOps teams get real-time, multi-provider cost data that slots straight into the workflows they already run for cloud. If your organisation uses LLM APIs and the board is asking "what are we spending and why?" we are the answer. Key Features: Multi-provider cost tracking · User-defined attribution dimensions · Real-time spend alerts · Chargeback and showback reporting · Model governance and shadow usage prevention · Finance-grade export and forecasting #### Who Is the Company Behind AI SpendOps? - **Seller:** [AI SpendOps](https://www.g2.com/sellers/ai-spendops) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® ### [Akal Cloud](https://www.g2.com/products/akal-cloud/reviews) Akal Cloud is an AWS cost optimization platform designed to help engineering and finance teams cut and control their AWS spend as cloud environments grow more complex and AI workloads scale unpredictably. As organizations spread across dozens of linked AWS accounts and watch costs spike without clear ownership, Akal Cloud provides a continuous, automated way to surface savings and trace spend back to its source. The platform is particularly suited for teams that run meaningful AWS workloads and need accurate, real-time visibility into where their money is going across every account in their organization. The target audience for Akal Cloud includes SaaS, fintech, healthtech, e-commerce, media, and gaming companies operating multi-account AWS environments. These organizations often struggle to understand their cost structure because spend is fragmented across teams, services, and accounts that change constantly. Akal Cloud addresses this by connecting to an entire AWS Organization through a single read-only IAM role deployed via CloudFormation. It auto-discovers every member account, scans them daily, and presents a unified savings view across the whole org, with new accounts picked up automatically and no per-account setup required. One of the standout capabilities of Akal Cloud is its detection engine, which runs more than 150 rules across four categories: right-sizing, idle resources, modernization, and end-of-life coverage. This includes services that native AWS tooling frequently overlooks, such as Bedrock, SageMaker, CloudWatch, and DMS. Every recommendation comes with the exact console steps or CLI commands needed to fix it, so teams can move straight from finding waste to actioning it without research or guesswork. Rather than producing a static list, the platform continuously re-scans as infrastructure changes, so the savings picture stays current as workloads are provisioned, scaled, and retired. Companies using the platform have reduced their AWS bill by up to 70 percent. Akal Cloud's AI capabilities center on Akal, an AI FinOps agent that queries live AWS data in plain English. Instead of navigating dashboards, users can ask Akal questions such as "Why did costs spike last month, which resources caused it, and who started them?" or "What is running that nobody has touched in 30 days?" and receive answers traced to specific resources, accounts, IAM users, and timestamps. This lets finance and engineering teams investigate anomalies, assign accountability, and prepare FinOps and board reporting from a single conversational interface backed by their actual billing and usage data. Akal Cloud also differentiates on pricing model. The platform is priced in flat tiers based on a customer's AWS spend rather than as a percentage of the savings it finds, so its incentives never bend away from maximizing customer savings. Plans are billed through AWS Marketplace on flexible monthly or annual contracts, with a free trial available. By combining automated, organization-wide detection with step-by-step remediation and a conversational AI agent, Akal Cloud gives teams the tools they need to manage modern AWS spend effectively. #### Who Is the Company Behind Akal Cloud? - **Seller:** [Akal Cloud](https://www.g2.com/sellers/akal-cloud) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ee0d59f1725e539553f5b4956ea6c02d793e0f2e88de7a962e8bf1b7e2c3f0ad&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fakalcloud%2F&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® - [‹ Prev‹ Prev](/categories/cloud-cost-management?hsCtaTracking=eb095e76-680d-4094-aefe-f44179d85041%7C5e44f857-deb8-4792-8a2d-9a8b83b2a9fe&order=g2_score&page=8#product-list) - [1](/categories/cloud-cost-management?hsCtaTracking=eb095e76-680d-4094-aefe-f44179d85041%7C5e44f857-deb8-4792-8a2d-9a8b83b2a9fe&order=g2_score#product-list) - 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[11](/categories/cloud-cost-management?hsCtaTracking=eb095e76-680d-4094-aefe-f44179d85041%7C5e44f857-deb8-4792-8a2d-9a8b83b2a9fe&order=g2_score&page=11#product-list) - [12](/categories/cloud-cost-management?hsCtaTracking=eb095e76-680d-4094-aefe-f44179d85041%7C5e44f857-deb8-4792-8a2d-9a8b83b2a9fe&order=g2_score&page=12#product-list) - [13](/categories/cloud-cost-management?hsCtaTracking=eb095e76-680d-4094-aefe-f44179d85041%7C5e44f857-deb8-4792-8a2d-9a8b83b2a9fe&order=g2_score&page=13#product-list) - … - [15](/categories/cloud-cost-management?hsCtaTracking=eb095e76-680d-4094-aefe-f44179d85041%7C5e44f857-deb8-4792-8a2d-9a8b83b2a9fe&order=g2_score&page=15#product-list) - [16](/categories/cloud-cost-management?hsCtaTracking=eb095e76-680d-4094-aefe-f44179d85041%7C5e44f857-deb8-4792-8a2d-9a8b83b2a9fe&order=g2_score&page=16#product-list) - [Next ›Next ›](/categories/cloud-cost-management?hsCtaTracking=eb095e76-680d-4094-aefe-f44179d85041%7C5e44f857-deb8-4792-8a2d-9a8b83b2a9fe&order=g2_score&page=10#product-list) Spotlight Categories [Cloud Infrastructure Monitoring Tools and Software](https://www.g2.com/categories/cloud-infrastructure-monitoring) [E-Signature Software](https://www.g2.com/categories/e-signature) [Corporate Performance Management (CPM) Software](https://www.g2.com/categories/corporate-performance-management-cpm) [Employee Engagement Software](https://www.g2.com/categories/employee-engagement) [Session Replay Software](https://www.g2.com/categories/session-replay) Similar Categories - [Application Portfolio Management](/categories/application-portfolio-management) - [Auto Scaling](/categories/auto-scaling) - [Cloud Management Platforms](/categories/cloud-management-platforms) - [Cloud Migration Assessment Tools](/categories/cloud-migration-assessment-tools) - [Columnar Databases](/categories/columnar-databases) - [Data as a Service (DaaS)](/categories/data-as-a-service-daas) - [Data Destruction](/categories/data-destruction) - [Data Extraction](/categories/data-extraction-tools) - [Data Governance](/categories/data-governance-tools) - [Data Observability](/categories/data-observability) - [Data Recovery](/categories/data-recovery) - [Digital Employee Experience (DEX) Management](/categories/digital-employee-experience-dex-management) - [Digital Experience Monitoring (DEM)](/categories/digital-experience-monitoring-dem) - [Digital Governance](/categories/digital-governance) - [Disk Cleanup](/categories/disk-cleanup) [Browse Cloud Cost Management Themes](/categories/cloud-cost-management/themes) ![Rachana Hasyagar](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Rachana Hasyagar") RH Researched and written by [Rachana Hasyagar](https://research.g2.com/insights/author/rachana-hasyagar) Updated April 9, 2026 Cloud cost management software helps companies control cloud infrastructure spending by monitoring resource usage and computing demands, alerting users to underutilized capacity, automatically scaling usage to optimal rates, and providing reporting features to identify waste and redundancies across cloud environments. ### Core Capabilities of Cloud Cost Management Software To qualify for inclusion in the Cloud Cost Management category, a product must: - Monitor cloud infrastructure usage - Track spending as it relates to resource usage - Identify areas to save by reducing resource usage ### Common Use Cases for Cloud Cost Management Software IT, finance, and DevOps teams use cloud cost management tools to maximize the efficiency of cloud infrastructure investments. Common use cases include: - Monitoring real-time cloud resource consumption to detect overspending or underutilized capacity - Automatically scaling cloud usage to match demand and eliminate unnecessary spend - Generating cost allocation and waste reports to identify optimization opportunities across teams and workloads ### How Cloud Cost Management Software Differs from Other Tools Cloud cost management tools are typically paired with [infrastructure as a service (IaaS)](https://www.g2.com/categories/infrastructure-as-a-service-iaas) offerings to minimize the costs of pay-as-you-go cloud models. They differ from [SaaS spend management software](https://www.g2.com/categories/saas-spend-management), which monitors and manages spending on cloud-based SaaS applications rather than the underlying cloud infrastructure and compute resources. ### Insights from G2 on Cloud Cost Management Software Based on category trends on G2, real-time usage monitoring and automated rightsizing recommendations stand out as the most valued capabilities. These platforms deliver measurable reductions in cloud spend and improved budget visibility as primary outcomes of adoption. Show More