# Best Cloud Cost Management Tools - Page 5

## 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**

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### [Lightrun](https://www.g2.com/products/lightrun-lightrun/reviews)

Named 2021 Gartner Cool Vendor, Lightrun builds an IDE-native observability & debugging platform that enables developers to securely add logs, metrics and traces to production and staging environments in real time, on demand. No hotfixes, redeployments or restarts required. Developers use Lightrun for multiple code-level observability needs, including: \* Code-level alerts (Java, Node.js, Python, .NET) \* Feature verification \* Testing / debugging in production \* Troubleshooting cloud native apps, Serverless, and more \* Log optimization capabilities through a Log Optimizer(TM) By eliminating the need to reproduce bugs locally or issue a new software version for adding new logs or metrics to troubleshoot production issues, Lightrun's customers consistently reduce their MTTR by up to 50-60% and significantly improve development productivity. Issues that used to take 1-2 weeks to mitigate now take our customers on average less than an hour to solve. Lightrun empowers our customers' developers by eliminating the need for costly developer lifecycle operations like reproducing locally, or issuing a new software version just for adding new logs or metrics. Our customers, running petabyte-scale workloads with QPS in the high 100Ks across thousands of production servers, include companies that reach 44.5% of the internet's population and major, publicly-traded cybersecurity companies.

**Average Rating:** 4.8/5.0

**Total Reviews:** 67

#### How Do G2 Users Rate Lightrun?

- **Has the product been a good partner in doing business?:** 9.5/10 (Category avg: 9.3/10)

#### Who Is the Company Behind Lightrun?

- **Seller:** [Lightrun](https://www.g2.com/sellers/lightrun)
- **Year Founded:** 2019
- **HQ Location:** Tel Aviv, IL
- **Twitter:** @Lightruntech  
282 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3c3f1daf125b81f535bed0f4470817ad5959d07c1d9acb263b5c0795be1ae631&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flightruntech%2F&secure%5Burl_type%5D=linkedin_company_website)  
90 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 43% Medium, 28% Large

#### What Do G2 Reviewers Say About Lightrun?

_AI-generated summary from verified user reviews_

##### Pros

- Users value Lightrun for its **easy integrations** , enhancing real-time debugging and streamlining workflows effortlessly.
- Users value the **IDE integration** of Lightrun, enhancing real-time debugging efficiency in production environments.
- Users find Lightrun's **ease of use** exceptional, greatly enhancing their debugging and troubleshooting experiences.
- Users commend Lightrun for its **performance optimization** , enabling efficient real-time debugging directly in production environments.
- Users value the **time-saving capabilities** of Lightrun, enabling quick troubleshooting and reducing debugging complexity.

##### Cons

- Users seek **improvements in deployment options and UI** for a more efficient and user-friendly experience with Lightrun.
- Users feel the **UI design is lacking** , suggesting that improvements could enhance their overall experience with Lightrun.
- Users note that while there are **UI improvement opportunities** in Lightrun, the overall experience continues to progress positively.
- Users find the **learning curve steep** , particularly due to the IDE plugin difficulties and compiler limitations.
- Users note that the **UI needs improvement** , suggesting enhancements for a better experience across platforms.

#### What Are Recent G2 Reviews of Lightrun?

**["Amazing product saved the customer two months of waiting"](https://www.g2.com/survey_responses/lightrun-review-11698457)**

**Rating:** 5.0/5.0 stars

_— Verified User in Program Development_

[Read full review](https://www.g2.com/survey_responses/lightrun-review-11698457)

**["Effortless Production Debugging with Root Cause Precision"](https://www.g2.com/survey_responses/lightrun-review-12211888)**

**Rating:** 4.5/5.0 stars

_— Ranjit S._

[Read full review](https://www.g2.com/survey_responses/lightrun-review-12211888)

#### What Are G2 Users Discussing About Lightrun?

- [What is Lightrun used for?](https://www.g2.com/discussions/what-is-lightrun-used-for) - 5 upvotes

### [Espresso AI](https://www.g2.com/products/espresso-ai/reviews)

Espresso AI is an advanced artificial intelligence platform designed to optimize cloud data warehouse operations, particularly for Snowflake and Databricks users. By leveraging state-of-the-art machine learning models, Espresso AI automates performance engineering tasks, enabling organizations to achieve significant cost savings—up to 70%—while enhancing system efficiency. The platform operates autonomously, continuously monitoring and optimizing data warehouse performance without requiring manual intervention. Key Features and Functionality: - Autoscaling Agent: Analyzes workload patterns to predict and adjust resource allocation in real-time, minimizing idle time and improving utilization by over 25%. - Scheduling Agent: Dynamically reroutes queries to underutilized warehouses, reducing idle time below 10% and ensuring optimal resource usage without compromising performance. - Query Agent: Utilizes large language models to optimize SQL queries on-the-fly, automating improvements that traditionally required expert intervention, with formal verification to ensure accuracy. - Fully Automated Operation: Functions autonomously, akin to having a team of expert database administrators working around the clock to monitor and optimize data warehouse performance. - Rapid Deployment: Simple setup process that can be completed in approximately ten minutes, allowing organizations to quickly realize cost savings and performance enhancements. Primary Value and Problem Solved: Espresso AI addresses the escalating costs and operational complexities associated with managing cloud data warehouses. By automating critical performance engineering tasks, the platform enables organizations to: - Achieve Significant Cost Savings: Reduce expenses related to Snowflake and Databricks operations by up to 70%, allowing for more efficient budget allocation. - Enhance System Performance: Optimize resource utilization and query execution, leading to faster data processing and improved overall system efficiency. - Reduce Manual Workload: Eliminate the need for extensive manual monitoring and optimization, freeing up engineering resources to focus on strategic initiatives. By integrating Espresso AI, organizations can effectively manage their data warehouse operations, ensuring optimal performance and cost-effectiveness in an increasingly data-driven landscape.

**Average Rating:** 4.5/5.0

**Total Reviews:** 14

#### How Do G2 Users Rate Espresso AI?

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.3/10)

#### Who Is the Company Behind Espresso AI?

- **Seller:** [Espresso AI](https://www.g2.com/sellers/espresso-ai)
- **Year Founded:** 2023
- **HQ Location:** , 
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=31d83799db3bddfc0bfe305905ae91d7058e5591ccb837b19c7407a6433c5b5e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fespresso-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
21 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 47% Small, 33% Large

#### What Do G2 Reviewers Say About Espresso AI?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **ease of use** of Espresso AI, valuing its user-friendly and automated interface for enhanced productivity.
- Users praise Espresso AI for its **precise accuracy** in targeting UI elements and enhancing decision-making efficiency.
- Users love the **easy setup** of Espresso AI, appreciating the minimal maintenance needed for effective use.
- Users value the **affordability** of Espresso AI, noting significant savings and minimal maintenance requirements.
- Users benefit from the **powerful automation** capabilities of Espresso AI, improving decision-making and efficiency significantly.

##### Cons

- Users find the **complexity of integration** and UI challenging, making it difficult for beginners to navigate Espresso AI.
- Users find the **live view challenging** with specific file types, impacting usability and efficiency.
- Users find the **cost of Espresso AI** to be high, suggesting there are cheaper alternatives available.
- Users face challenges due to **dependency on data quality** and the complexity of integration with existing systems.
- Users find the **UI complex** , which can be challenging for beginners despite its detailed error insights.

#### What Are Recent G2 Reviews of Espresso AI?

**["Detailed error logs for android"](https://www.g2.com/survey_responses/espresso-ai-review-10557965)**

**Rating:** 4.5/5.0 stars

_— Rohit M._

[Read full review](https://www.g2.com/survey_responses/espresso-ai-review-10557965)

**["Finally, a Solution to Our Snowflake Cost Problem"](https://www.g2.com/survey_responses/espresso-ai-review-11439694)**

**Rating:** 4.5/5.0 stars

_— Shubham V._

[Read full review](https://www.g2.com/survey_responses/espresso-ai-review-11439694)

### [CloudCheckr CMx](https://www.g2.com/products/cloudcheckr-cmx/reviews)

The CloudCheckr Cloud Management Platform (CMP) offers a single pane of glass view to help modern enterprises manage and optimize their public cloud. DevOps, SecOps, and FinOps teams from hundreds of global enterprises and service providers rely on CloudCheckr to manage their Azure, AWS, and Google Cloud investments so they can quickly optimize spend, eliminate waste, and improve security and compliance throughout their cloud journey. CloudCheckr enables users to save money, time, and effort to increase operational efficiencies with automated actions for your cloud. Manage your expenses with cost allocation, spend optimization, invoicing and chargebacks. Use custom reports and alerts ensure governance and accountability as your environments scale. The CloudCheckr CMP provides total visibility across your cloud infrastructure and enables protection for state and activity monitoring, turning insight to action while meeting compliance demands. Manage your assets with cross-account dashboards that provide sophisticated reporting for enterprise-wide inventory based on tags, geography, function and more to proactively optimize workloads. Review summary and detailed usage statistics for resources across AWS, Azure, and Google Cloud, offering actionable intelligence to right-size and scale services efficiently.

**Average Rating:** 4.0/5.0

**Total Reviews:** 12

#### How Do G2 Users Rate CloudCheckr CMx?

- **Has the product been a good partner in doing business?:** 6.7/10 (Category avg: 9.3/10)
- **Automation:** 6.7/10 (Category avg: 8.6/10)
- **Reporting:** 7.7/10 (Category avg: 8.8/10)
- **Usage Monitoring:** 7.3/10 (Category avg: 8.9/10)

#### Who Is the Company Behind CloudCheckr CMx?

- **Seller:** [CloudCheckr](https://www.g2.com/sellers/cloudcheckr)
- **Year Founded:** 2011
- **HQ Location:** Rochester, NY
- **Twitter:** @cloudcheckr  
2,118 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=685c46257113fabb32b15d8e430f9db85a1644582a5b7278e8de9611fd8b6205&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcloudcheckr%2F&secure%5Burl_type%5D=linkedin_company_website)  
33 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 50% Small, 42% Medium

#### What Do G2 Reviewers Say About CloudCheckr CMx?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **comprehensive solutions** of CloudCheckr CMx, enhanced by excellent support and user-friendly documentation.
- Users value the **ease of use and supportive customer success** of CloudCheckr CMx, enhancing their overall experience.
- Users appreciate the **excellent customer support** from CloudCheckr CMx, which significantly enhances the setup experience.
- Users appreciate the **comprehensive documentation** of CloudCheckr CMx, which enhances their ability to explore features effortlessly.
- Users enjoy the **ease of use** of CloudCheckr CMx, thanks to its friendly interface and helpful documentation.

##### Cons

- Users find **limited optimization opportunities** in CloudCheckr CMx, lacking features beyond EC2 rightsizing and RI recommendations.
- Users find the **expensive pricing** of CloudCheckr CMx unjustified due to limited optimization opportunities and features.
- Users feel there is a lack of **optimization opportunities** beyond basic recommendations, hindering overall effectiveness.
- Users feel there are **limited optimization options** in CloudCheckr CMx, primarily focused on EC2 and RI recommendations.
- Users find **missing features** in CloudCheckr CMx, particularly a lack of optimization opportunities beyond EC2 rightsizing and RI recommendations.

#### What Are Recent G2 Reviews of CloudCheckr CMx?

**["Syncing files across devices made easy."](https://www.g2.com/survey_responses/cloudcheckr-cmx-review-8593807)**

**Rating:** 5.0/5.0 stars

_— Jerry Michael V._

[Read full review](https://www.g2.com/survey_responses/cloudcheckr-cmx-review-8593807)

**["Cloud Managment"](https://www.g2.com/survey_responses/cloudcheckr-cmx-review-8232687)**

**Rating:** 5.0/5.0 stars

_— Yusuf Mustafa K._

[Read full review](https://www.g2.com/survey_responses/cloudcheckr-cmx-review-8232687)

### [CloudYali](https://www.g2.com/products/cloudyali/reviews)

CloudYali is a cloud FinOps platform that helps engineering, finance, and FinOps teams monitor cloud costs and systematically implement savings recommendations across AWS, GCP, Azure, CDN providers, and AI services like OpenAI and Anthropic. Most cloud cost management tools focus on cost visibility — showing teams where money is being spent and where waste exists. CloudYali covers that ground but extends further into the implementation layer, addressing the gap between identifying savings opportunities and getting engineers to act on them. Industry data shows the average cloud savings recommendation takes 31 days to implement, and fewer than half ever get done. CloudYali is built to compress that timeline by enriching recommendations with the context engineers need to take action confidently. Key features and capabilities include: Multi-cloud cost visibility across AWS, GCP, Azure, CDN providers (Fastly), and AI API services (OpenAI, Anthropic), with real-time dashboards, cost allocation, and anomaly detection that surfaces unexpected spend spikes. Contextualized recommendations that go beyond flagging underutilized resources. Each recommendation is enriched with resource ownership, activity verification through CloudTrail data, utilization metrics with peak and trough patterns, and effort-vs-savings scoring so engineers can evaluate and act in minutes rather than hours. Workflow integration with Jira and Slack that routes recommendations to the right engineer with full context, eliminating the manual triage step where most savings opportunities stall. Implementation tracking and realized savings measurement that lets FinOps teams track every recommendation from identification through completion, and verify that projected savings actually materialized in the cloud bill. Team scorecards and executive reporting that give engineering managers visibility into their team's optimization progress, and give CFOs and finance leaders a clear line of sight into cloud cost efficiency, savings realized, and ROI on optimization efforts. CloudYali is designed for mid-market organizations. The primary users are FinOps practitioners who need to drive measurable savings outcomes, platform engineering leads who need cost optimization integrated into existing developer workflows, CFOs and finance leaders who need visibility into cloud spend efficiency and savings realization, and engineering leaders who need to track ROI on optimization efforts. Common use cases include identifying and eliminating idle cloud resources, rightsizing over-provisioned instances, improving reserved instance and savings plan coverage, cleaning up orphaned storage volumes, scheduling non-production environment shutdowns, and tracking AI API costs. The platform is available with a free tier for cost visibility, with paid tiers adding the action and implementation tracking capabilities.

**Average Rating:** 4.4/5.0

**Total Reviews:** 9

#### How Do G2 Users Rate CloudYali?

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.3/10)
- **Automation:** 4.5/10 (Category avg: 8.6/10)
- **Reporting:** 8.8/10 (Category avg: 8.8/10)
- **Usage Monitoring:** 7.4/10 (Category avg: 8.9/10)

#### Who Is the Company Behind CloudYali?

- **Seller:** [CloudYali.io](https://www.g2.com/sellers/cloudyali-io)
- **Year Founded:** 2023
- **HQ Location:** Pune, IN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9362064a70ce4efe1bd27c5baaf3b8e4ea9539ec6a86bf3c294c4bd819fb804e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcloudyali%2F&secure%5Burl_type%5D=linkedin_company_website)  
3 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 56% Medium, 33% Small

#### What Do G2 Reviewers Say About CloudYali?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **excellent cost tracking** of CloudYali, enabling effective resource management and saving substantial time and money.
- Users appreciate the **outstanding reporting features** of CloudYali, significantly enhancing visibility into AWS costs and resource usage.
- Users laud **outstanding cost management** with CloudYali, enabling clear visibility and control over AWS spending and budgets.
- Users highly value the **cost reduction features** of CloudYali, enabling efficient spending management and significant savings.
- Users love the **clean and intuitive dashboards** of CloudYali, enhancing visibility and cost management across AWS accounts.

##### Cons

- Users express concerns about **limited cost visibility** and lack of integration for alerts, affecting timely decision-making.
- Users express frustration over **integration issues** , particularly the lack of MS Teams and Azure support affecting efficiency.
- Users are frustrated by the **lack of Azure support** , restricting CloudYali's multi-cloud capabilities and integration options.
- Users find **compatibility issues** due to lack of MS Teams integration and limited Azure visibility, impacting usability.
- Users express frustration over **limited cloud integration** , particularly with MS Teams and Slack, impacting workflow efficiency.

#### What Are Recent G2 Reviews of CloudYali?

**["Visibility into our cloud spending"](https://www.g2.com/survey_responses/cloudyali-review-11218103)**

**Rating:** 4.5/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/cloudyali-review-11218103)

**["VISIBILITY IN OUR AWS COST"](https://www.g2.com/survey_responses/cloudyali-review-11165395)**

**Rating:** 4.5/5.0 stars

_— Ajay P._

[Read full review](https://www.g2.com/survey_responses/cloudyali-review-11165395)

### [CloudWize](https://www.g2.com/products/cloudwize-cloudwize/reviews)

CloudWize is a no-code Cloud Security Center of Excellence that gives you maximum cloud compliance & security. Get 360° Protection from Architecture Design to Runtime. CludWize enforces cloud regulations with over 1K rules running continuously, scans your cloud vulnerabilities, and remediates them automatically. With our unique investigation graph engine, you can detect and fix cloud issues in minutes instead of days and weeks. This holistic solution offers a blackbox web app penetration test, evolved IAM (identity access management), IaC (infrastructure as code) risk scanning, Data Security Posture Management, and more. Why deal with many tools when you can have everything in one place? CNAPP + WAAP + KSPM – CSPM + CWPP + CIEM + CASB + DSPM + CNSP = CloudWize (CSCoE)

**Average Rating:** 4.7/5.0

**Total Reviews:** 11

#### How Do G2 Users Rate CloudWize?

- **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:** 9.2/10 (Category avg: 8.8/10)
- **Usage Monitoring:** 10.0/10 (Category avg: 8.9/10)

#### Who Is the Company Behind CloudWize?

- **Seller:** [CloudWize](https://www.g2.com/sellers/cloudwize)
- **Year Founded:** 2019
- **HQ Location:** Netanya, IL
- **Twitter:** @cloud\_wize  
94 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=855c0193503091bdace55c8ea9b81407b48bb9cc68865eb3a0d4900935ef4dc2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcloudwize-io%2Fabout&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Small, 33% Medium

#### What Do G2 Reviewers Say About CloudWize?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **exceptional security features** of CloudWize, enabling total control and proactive vulnerability management.
- Users find CloudWize's **ease of use** invaluable, enjoying intuitive features and excellent customer support for optimal security management.
- Users value the **integrated cloud security** of CloudWize, enhancing threat detection and response across environments.
- Users value the **effective cloud management** features of CloudWize, enhancing security and control over their systems.
- Users appreciate the **credible security features** of CloudWize, enabling companies to maintain absolute control over their systems.

##### Cons

- Users find the **complex implementation** of CloudWize challenging, often needing templates for assistance during setup.
- Users find the **complex setup** of CloudWize challenging, often requiring templates for proper implementation and guidance.
- Users find the **customization difficulty** in CloudWize limits their ability to fully tailor the platform to their needs.
- Users find the **difficult navigation** in CloudWize occasionally hinders their overall experience despite its positive aspects.
- Users note that **excessive customization** options can complicate the user experience beyond what is necessary for effective use.

#### What Are Recent G2 Reviews of CloudWize?

**["The quick-witted and compliance data security platform for cloud management"](https://www.g2.com/survey_responses/cloudwize-review-9119208)**

**Rating:** 4.5/5.0 stars

_— ravella l._

[Read full review](https://www.g2.com/survey_responses/cloudwize-review-9119208)

**["The Consistent and Affirmative Platform for Cloud Management and Operations SupportTh"](https://www.g2.com/survey_responses/cloudwize-review-9111779)**

**Rating:** 4.5/5.0 stars

_— Yadira J._

[Read full review](https://www.g2.com/survey_responses/cloudwize-review-9111779)

### [Opslyft](https://www.g2.com/products/opslyft/reviews)

Opslyft is an AI-powered cloud cost intelligence and FinOps platform that helps companies see, control, and optimize cloud spend with real business context. Headquartered in San Francisco, Opslyft turns complex multi-cloud bills into clear, actionable insights so engineering and finance teams can cut waste fast and keep innovation profitable. Opslyft is built for modern cloud environments and delivers context-led optimization. Instead of simply saying "save money here", Opslyft understands the purpose and criticality of each workload before recommending changes. With its Cloud CMDB and workload signals, Opslyft identifies safe opportunities to rightsize resources, eliminate idle infrastructure, and improve efficiency without impacting performance. Opslyft provides accurate visibility and allocation even when costs span multiple teams, accounts, or shared services. It reconstructs and auto-splits spend using business and usage data, enabling cost allocation without perfect tagging. This simplifies showback and chargeback, improves budgeting processes, and helps teams understand cloud unit economics. Opslyft brings proactive control to cloud cost management with real-time anomaly detection, root-cause insights, and automated workflows that route savings tasks to the right owners. The platform detects cost spikes early, explains why they happened, and helps teams fix them quickly With unified support for AWS, Azure, GCP, OCI, Kubernetes, and data platforms such as Snowflake, Opslyft delivers a single, holistic view of all cloud and SaaS spend. Trusted by companies including Freshworks, Innovaccer, Safe Security, Xactly, and Disprz, Opslyft helps fast-growing teams reduce cloud waste, align engineering with finance, and make better product and go-to-market decisions based on accurate cost data.

**Average Rating:** 4.9/5.0

**Total Reviews:** 8

#### How Do G2 Users Rate Opslyft?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.3/10)
- **Automation:** 7.0/10 (Category avg: 8.6/10)
- **Reporting:** 9.4/10 (Category avg: 8.8/10)
- **Usage Monitoring:** 8.3/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Opslyft?

- **Seller:** [Opslyft](https://www.g2.com/sellers/opslyft)
- **Year Founded:** 2019
- **HQ Location:** San Francisco, CA
- **Twitter:** @OpsLyft  
48 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8a91d42abb460ab5fbdd08f321f43dbe8263c70d661441cd9a6a06ff7ce2abf5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fopslyft&secure%5Burl_type%5D=linkedin_company_website)

#### Who Uses This Product?

- **Company Size:** 63% Large, 38% Medium

#### What Do G2 Reviewers Say About Opslyft?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **unified multi-cloud cost visibility** provided by OpsLyft, enabling informed decision-making and optimized spending.
- Users value the **collaborative support** from Opslyft's team, enhancing cloud management efficiency and partnership.
- Users commend Opslyft for their **exceptional team expertise** , ensuring efficient resolutions and optimized cloud operations through collaboration.
- Users benefit from **significant cost savings** thanks to comprehensive insights and analytics provided by Opslyft's platform.
- Users commend Opslyft for its **exceptional customer support** , with a responsive team dedicated to user success and feedback.

##### Cons

- Users experience **minor UI glitches** in OpsLyft, indicating a need for improvements in design and functionality.

#### What Are Recent G2 Reviews of Opslyft?

**["Very good product complemented by an excellent service team"](https://www.g2.com/survey_responses/opslyft-review-11014503)**

**Rating:** 5.0/5.0 stars

_— Subbu V._

[Read full review](https://www.g2.com/survey_responses/opslyft-review-11014503)

**["OpsLyft has been instrumental in helping us gain control over our cloud costs across providers"](https://www.g2.com/survey_responses/opslyft-review-11010663)**

**Rating:** 5.0/5.0 stars

_— Bill B._

[Read full review](https://www.g2.com/survey_responses/opslyft-review-11010663)

### [OpsRamp](https://www.g2.com/products/opsramp/reviews)

OpsRamp’s modern, SaaS-based platform provides enterprise IT teams and managed service providers comprehensive IT operations management (ITOM) from discovery to monitoring to remediation and automation in a single, unified solution.

**Average Rating:** 4.1/5.0

**Total Reviews:** 22

#### How Do G2 Users Rate OpsRamp?

- **Has the product been a good partner in doing business?:** 7.7/10 (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:** 9.2/10 (Category avg: 8.9/10)

#### Who Is the Company Behind OpsRamp?

- **Seller:** [OpsRamp](https://www.g2.com/sellers/opsramp)
- **Year Founded:** 2014
- **HQ Location:** San Jose, CA
- **Twitter:** @OpsRamp  
1,451 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9b52598de7f698d58175c206dddb937f11f31035c21d7a94837f062b05cda6dd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fopsramp%2F&secure%5Burl_type%5D=linkedin_company_website)  
156 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 54% Large, 29% Medium

#### What Do G2 Reviewers Say About OpsRamp?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **outstanding customer support** of OpsRamp, ensuring their queries are promptly addressed.
- Users praise the **outstanding customer support** offered by OpsRamp, ensuring assistance with any tool-related queries.
- Users value the **customizability** of OpsRamp, allowing tailored integration with various ITOM and ITSM tools seamlessly.
- Users value the **user-friendly dashboard** of OpsRamp, enhancing ease of discovery and monitoring for infrastructure.
- Users appreciate the **user-friendly interface** of OpsRamp, enabling easy discovery and monitoring without difficulty.

##### Cons

- Users find OpsRamp **expensive** , especially for smaller organizations when compared to alternative solutions.
- Users feel the **high licensing cost** of OpsRamp is particularly burdensome for smaller organizations compared to alternatives.
- Users find that the **pricing may be high for smaller organizations** , especially when compared to other alternatives.
- Users experience **slow performance** in dashboards when retrieving data, especially in larger environments.

#### What Are Recent G2 Reviews of OpsRamp?

**["OpsRamp - Modernize Your IT Operations"](https://www.g2.com/survey_responses/opsramp-review-10657405)**

**Rating:** 5.0/5.0 stars

_— B Venkata Sai Ram P._

[Read full review](https://www.g2.com/survey_responses/opsramp-review-10657405)

**["Unified Observability and Automation That Streamlines IT Operations"](https://www.g2.com/survey_responses/opsramp-review-12985367)**

**Rating:** 4.5/5.0 stars

_— Ambuj P._

[Read full review](https://www.g2.com/survey_responses/opsramp-review-12985367)

#### What Are G2 Users Discussing About OpsRamp?

- [What is OpsRamp used for?](https://www.g2.com/discussions/what-is-opsramp-used-for)

### [Seemore Data](https://www.g2.com/products/seemore-data/reviews)

Seemore Data is an autonomous data efficiency platform purpose-built for Snowflake cost optimization and end-to-end data warehouse optimization. It uses a context-aware AI agent to continuously analyze, explain, and optimize cost, performance, and usage across Snowflake and the modern data stack. Unlike passive dashboards, Seemore acts as an autonomous agent, automatically right-sizing warehouses, eliminating idle compute, and preventing cost anomalies before they escalate. With deep lineage and business context, teams can trace every dollar spent back to queries, pipelines, dashboards, and owners. The result: predictable Snowflake spend, faster performance, and data teams that scale impact without adding headcount.

**Average Rating:** 4.5/5.0

**Total Reviews:** 13

#### How Do G2 Users Rate Seemore Data?

- **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:** 8.3/10 (Category avg: 8.8/10)
- **Usage Monitoring:** 8.3/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Seemore Data?

- **Seller:** [Seemore Data](https://www.g2.com/sellers/seemore-data)
- **Year Founded:** 2023
- **HQ Location:** New York, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=96d811e4a7fb23add7d4cfd350ac0ab1486042d89623959dfcf549075c2d5957&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fseemore-data%2F&secure%5Burl_type%5D=linkedin_company_website)  
18 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 62% Medium, 23% Small

#### What Do G2 Reviewers Say About Seemore Data?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **responsive customer support** of Seemore Data, rapidly implementing feedback and evolving the platform's features.
- Users love the **ease of use** of Seemore Data, benefiting from quick feature implementations and excellent customer support.
- Users value the **cost-effective solution** of Seemore Data, benefiting from significant savings and efficient features.
- Users appreciate the **automation and visualization capabilities** of Seemore Data, significantly enhancing data management efficiency.
- Users value the **responsive automation** of Seemore Data, enhancing functionality and reducing operational costs effectively.

##### Cons

- Users find **lineage limitations** to be burdensome, complicating data sharing and real-time collaboration with colleagues.
- Users find **data inaccuracy issues** in Seemore Data, affecting functionality and data governance negatively.
- Users find the **data lineage issues** cumbersome, complicating real-time collaboration and report sharing among colleagues.
- Users find the **data sharing process burdensome** , especially due to awkward manual exports and lack of governance features.
- Users find the **user interface not intuitive** , making the helpful Lineage feature challenging to use effectively.

#### What Are Recent G2 Reviews of Seemore Data?

**["Helpful End-to-End Data Visibility with Responsive Seemore Data Support"](https://www.g2.com/survey_responses/seemore-data-review-12235103)**

**Rating:** 4.5/5.0 stars

_— John H._

[Read full review](https://www.g2.com/survey_responses/seemore-data-review-12235103)

**["Strong cost savings and lineage, fast-moving product"](https://www.g2.com/survey_responses/seemore-data-review-12329815)**

**Rating:** 5.0/5.0 stars

_— Zach B._

[Read full review](https://www.g2.com/survey_responses/seemore-data-review-12329815)

### [Umbrelly](https://www.g2.com/products/umbrelly/reviews)

Umbrelly delivers cloud savings with no commitments in just a few clicks. No infrastructure changes. No engineering work. 🌥 Easy onboarding: Integrate seamlessly without changing your infrastructure or stopping instances. 🌥 Secure setup: Umbrelly gets read-only access, ensuring your data and instances stay private. 🌥 Ultimate flexibility: No commitments, adjust capacity on the go, while Umbrelly handles cost optimization. 🌥 Optimized budget: Always get the lowest rates, freeing up your cloud budget for technology innovation.

**Average Rating:** 5.0/5.0

**Total Reviews:** 8

#### How Do G2 Users Rate Umbrelly?

- **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:** 9.6/10 (Category avg: 8.8/10)
- **Usage Monitoring:** 9.6/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Umbrelly?

- **Seller:** [Umbrelly](https://www.g2.com/sellers/umbrelly)
- **Year Founded:** 2022
- **HQ Location:** Dover, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e509636445557a481bcc597fc87818a726a999fc508041df56e8611945e154ef&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fumbrelly-cloud%2F&secure%5Burl_type%5D=linkedin_company_website)  
90 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Do G2 Reviewers Say About Umbrelly?

_AI-generated summary from verified user reviews_

##### Pros

- Users find that Umbrelly offers **simple cost savings** on AWS bills with an easy implementation process.
- Users find Umbrelly's **ease of use** exceptional, facilitating quick implementation and immediate savings on AWS costs.
- Users value the **cost reduction** offered by Umbrelly, achieving immediate savings with minimal effort and flexible resource management.
- Users find the **implementation ease** of Umbrelly remarkable, enabling quick savings with minimal infrastructure changes.
- Users value the **simplicity of saving** on AWS bills with Umbrelly, enjoying quick and easy implementation.

##### Cons

- Users find the **limited focus on AWS** restricts multi-cloud capabilities, urging support for Azure and Google Cloud.
- Users criticize the **lack of GCP support** , limiting Umbrelly's functionality for those utilizing multi-cloud strategies.
- Users note the **limited cloud integration** of Umbrelly, which hinders multi-cloud strategies and flexibility.
- Users find the **pricing issues** of Umbrelly to be initially unclear, leading to confusion about costs.

#### What Are Recent G2 Reviews of Umbrelly?

**["Effortless AWS savings with no setup hassle"](https://www.g2.com/survey_responses/umbrelly-review-10514578)**

**Rating:** 5.0/5.0 stars

_— Alex ._

[Read full review](https://www.g2.com/survey_responses/umbrelly-review-10514578)

**["Most flexible AWS cost saving"](https://www.g2.com/survey_responses/umbrelly-review-10514958)**

**Rating:** 5.0/5.0 stars

_— Oleg L._

[Read full review](https://www.g2.com/survey_responses/umbrelly-review-10514958)

### [Holori](https://www.g2.com/products/holori/reviews)

Holori is an infrastructure visibility and cost optimization platform that works with major cloud providers such as AWS, Azure, GCP, Oracle… With Holori, you can seamlessly navigate between diagrams and intuitive dashboards, gaining a complete view of your costs and underlying infrastructure. It takes only 5 min to get started ! - Centralize your cloud cost from multiple providers - Build comprehensive costs reports - Optimize your cost with recommendations - Virtual tagging to track and allocate your costs regardless of the providers - Understand your cloud environment with powerful infrastructure diagrams - Monitor infrastructure changes - Automate infrastructure documentation - Design and estimate the cost of your future infrastructure

**Average Rating:** 4.6/5.0

**Total Reviews:** 7

#### How Do G2 Users Rate Holori?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.3/10)
- **Automation:** 6.9/10 (Category avg: 8.6/10)
- **Reporting:** 8.9/10 (Category avg: 8.8/10)
- **Usage Monitoring:** 8.3/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Holori?

- **Seller:** [Holori](https://www.g2.com/sellers/holori)
- **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=aa38f012cf67ef0ea9b16359620cb47c50eb09d01bc9508e333603f8669f763d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fholori-cloud%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 43% Medium, 29% Small

#### What Do G2 Reviewers Say About Holori?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Holori's **cost management capabilities** invaluable for tracking expenses across multiple cloud providers effortlessly.
- Users find Holori's **ease of use** remarkable, simplifying integration and providing clear visualizations for cost management.
- Users value Holori for its **cost-saving capabilities** , streamlining the management and allocation of their expenditures effectively.
- Users value the **data centralization** of Holori, simplifying cloud cost tracking across multiple providers.
- Users find great value in **discounts** offered by Holori, enhancing their experience and savings with cloud cost tracking.

##### Cons

- Users experience **slow performance** while loading diagrams and generating documentation, impacting their overall efficiency.
- Users experience **inefficient alert system** with delays in diagram loading and anticipation for the alerting feature.
- Users note some **missing features** in Holori, although improvements are promised in future updates.
- Users experience **poor documentation** with slow-loading diagrams, affecting their ability to utilize Holori effectively.
- Users experience **software bugs** and occasional slow performance, but appreciate the team's quick resolution efforts.

#### What Are Recent G2 Reviews of Holori?

**["Amazing to track cloud cost by customer"](https://www.g2.com/survey_responses/holori-review-11035487)**

**Rating:** 5.0/5.0 stars

_— Cassandre L._

[Read full review](https://www.g2.com/survey_responses/holori-review-11035487)

**["Game changer to manage our cloud costs"](https://www.g2.com/survey_responses/holori-review-10900251)**

**Rating:** 5.0/5.0 stars

_— Sven K._

[Read full review](https://www.g2.com/survey_responses/holori-review-10900251)

### [ServiceNow Cloud Management](https://www.g2.com/products/servicenow-cloud-management/reviews)

ServiceNow Cloud Management is a comprehensive solution designed to automate and streamline the provisioning, lifecycle, and cost management of both public and private cloud resources. By integrating cloud operations into a unified platform, it enhances operational efficiency, ensures compliance, and provides real-time visibility across cloud environments. Key Features and Functionality: - Automated Cloud Provisioning: Facilitates the rapid deployment of cloud services, including fully configured virtual networks, through a user-friendly interface. - Cloud Governance: Automates governance workflows for cloud accounts, ensuring adherence to compliance and security policies. - Cost Management: Provides tools to monitor and control cloud expenditures, offering insights into spending patterns and enabling proactive budget management. - Cloud Observability: Combines operational monitoring and observability data for cloud and cloud-native applications, bringing critical telemetry data together to improve security, workflows, collaboration, and ROI. - Integration with Major Cloud Providers: Supports seamless integration with leading cloud platforms such as AWS, Azure, GCP, and IBM, ensuring a consistent management framework across hybrid and multi-cloud environments. Primary Value and User Solutions: ServiceNow Cloud Management addresses the complexities of managing diverse cloud environments by providing a centralized platform that automates routine tasks, enforces governance policies, and optimizes costs. This solution empowers organizations to accelerate their cloud transformation journeys, enhance operational agility, and align cloud operations with broader business objectives. By offering real-time visibility and control, it enables IT teams to proactively manage resources, mitigate risks, and deliver reliable services to end-users.

**Average Rating:** 4.5/5.0

**Total Reviews:** 22

#### How Do G2 Users Rate ServiceNow Cloud Management?

- **Has the product been a good partner in doing business?:** 8.3/10 (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 ServiceNow Cloud Management?

- **Seller:** [ServiceNow](https://www.g2.com/sellers/servicenow)
- **Year Founded:** 2004
- **HQ Location:** Santa Clara, CA
- **Twitter:** @servicenow  
55,548 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8f146dd2da6255ae21db2f89043b268912043fe250660dfee40ba3c0574bb1ba&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F29352%2F&secure%5Burl_type%5D=linkedin_company_website)  
35,081 employees on LinkedIn®
- **Ownership:** NYSE:NOW

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 55% Large, 27% Small

#### What Do G2 Reviewers Say About ServiceNow Cloud Management?

_AI-generated summary from verified user reviews_

##### Pros

- Users find ServiceNow Cloud Management to be **exceptionally easy to use** , enhancing productivity with its seamless functionality.
- Users value the **excellent customer support** of ServiceNow, which enhances user experience and problem resolution.
- Users value the **seamless integrations** in ServiceNow Cloud Management, enhancing collaboration and data-driven decision-making effectively.
- Users appreciate the **seamless and powerful experience** of ServiceNow Cloud Management, complimenting its ease of use and integrated features.
- Users enjoy the **easy learning experience** with ServiceNow, finding the platform simple and intuitive to use.

##### Cons

- Users experience **complexity issues** with ServiceNow Cloud Management, finding navigation and setup quite challenging and confusing.
- Users find the **poor interface design** of ServiceNow complicates navigation and hinders efficient email and case management.
- Users find the **complexity** of ServiceNow Cloud Management challenging, especially with its intricate customization and navigation.
- Users find the **complex setup** of ServiceNow Cloud Management challenging, hindering effective navigation and customization.
- Users find **implementation difficult** due to complexity and challenges in understanding the numerous features offered.

#### What Are Recent G2 Reviews of ServiceNow Cloud Management?

**["ServiceNow Review"](https://www.g2.com/survey_responses/servicenow-cloud-management-review-10987902)**

**Rating:** 4.0/5.0 stars

_— Helen G._

[Read full review](https://www.g2.com/survey_responses/servicenow-cloud-management-review-10987902)

**["Powerful All in one tool"](https://www.g2.com/survey_responses/servicenow-cloud-management-review-9525729)**

**Rating:** 5.0/5.0 stars

_— Raffy H._

[Read full review](https://www.g2.com/survey_responses/servicenow-cloud-management-review-9525729)

#### What Are G2 Users Discussing About ServiceNow Cloud Management?

- [Who is the cloud provider for ServiceNow?](https://www.g2.com/discussions/who-is-the-cloud-provider-for-servicenow)
- [Is ServiceNow hosted on Azure?](https://www.g2.com/discussions/is-servicenow-hosted-on-azure)
- [Is ServiceNow a cloud-based solution?](https://www.g2.com/discussions/is-servicenow-a-cloud-based-solution)
- [What is ServiceNow cloud?](https://www.g2.com/discussions/what-is-servicenow-cloud)

### [Stacklet Platform](https://www.g2.com/products/stacklet-platform/reviews)

Stacklet Platform is a Governance as Code solution that accelerates cloud adoption with intelligent guardrails and actionable insights for security, compliance, cost, and operations. The Stacklet platform empowers cloud and security engineering teams to codify, automate, visualize, and collaborate on policies in a standard, easy-to-use, declarative language. Stacklet Platform extends Cloud Custodian open source project with intelligent management capabilities, including governance insights, real-time asset inventory, out-of-the-box policy packs, and advanced communications to help businesses innovate securely and efficiently in the cloud at scale.

**Average Rating:** 4.6/5.0

**Total Reviews:** 10

#### How Do G2 Users Rate Stacklet Platform?

- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.3/10)
- **Automation:** 8.3/10 (Category avg: 8.6/10)
- **Reporting:** 6.7/10 (Category avg: 8.8/10)
- **Usage Monitoring:** 7.8/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Stacklet Platform?

- **Seller:** [Stacklet](https://www.g2.com/sellers/stacklet)
- **Company Website:** stacklet.io
- **HQ Location:** Everywhere, OO
- **Twitter:** @stackletio  
345 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=571b5dba162d177711c6fcc130ed45e08c6befa810eea205e73fceba9446be94&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstacklet%2F&secure%5Burl_type%5D=linkedin_company_website)  
41 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Large, 40% Medium

#### What Do G2 Reviewers Say About Stacklet Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **centralized management** of Stacklet Platform, enhancing security and simplifying governance across cloud environments.
- Users value the **real-time enforcement of security policies** that enhances risk management and governance across cloud environments.
- Users appreciate the **real-time dashboard usability** of Stacklet Platform, enhancing security management across cloud environments.
- Users value the **data centralization** of Stacklet Platform, enhancing security and providing effective governance across cloud environments.
- Users value the **ease of use** of Stacklet Platform, enhancing security management with streamlined governance and tracking features.

##### Cons

- Users express concern over the **insufficient information** regarding compliance frameworks in the Stacklet platform, impacting data governance.
- Users feel the **lack of compliance frameworks** on Stacklet Platform hinders effective data governance and management.

#### What Are Recent G2 Reviews of Stacklet Platform?

**["Implementation of Governance via coding platform."](https://www.g2.com/survey_responses/stacklet-platform-review-8355565)**

**Rating:** 4.0/5.0 stars

_— Suyash K._

[Read full review](https://www.g2.com/survey_responses/stacklet-platform-review-8355565)

**["Cloud governance made easier"](https://www.g2.com/survey_responses/stacklet-platform-review-7391489)**

**Rating:** 4.5/5.0 stars

_— Norman L._

[Read full review](https://www.g2.com/survey_responses/stacklet-platform-review-7391489)

### [Virtana Platform](https://www.g2.com/products/virtana-platform/reviews)

Virtana delivers the industry's deepest hybrid infrastructure observability platform, empowering enterprises to ensure the availability, efficiency, and resiliency of their mission-critical services. Our AI-powered platform unifies visibility across on-premises, cloud, and Kubernetes environments, providing comprehensive real-time insights and intelligent automation. Key differentiators: · AI-driven early warning system and automated root cause analysis · Comprehensive topology discovery and mapping across your entire IT estate · Consolidated alerts with policy-based noise reduction · Natural language infrastructure querying through Virtana Copilot · Vendor-agnostic platform supporting both on-premises and cloud deployments Organizations choose Virtana to: · Reduce mean time to resolution (MTTR) through AI-powered automation · Lower infrastructure costs with intelligent optimization · Improve team productivity by eliminating alert noise · Support demanding AI workloads with deep infrastructure insights · Transform infrastructure from a cost center to a strategic asset Whether you're managing traditional IT, hybrid environments, or advanced AI data centers, Virtana provides the deep observability and intelligent automation needed to drive operational excellence and accelerate digital transformation.

**Average Rating:** 4.3/5.0

**Total Reviews:** 35

#### How Do G2 Users Rate Virtana Platform?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.3/10)
- **Automation:** 1.7/10 (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 Virtana Platform?

- **Seller:** [Virtana](https://www.g2.com/sellers/virtana)
- **Year Founded:** 2008
- **HQ Location:** N/A
- **Twitter:** @VirtanaCorp  
9,421 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=70402d96c154779c76e18be385e66b2ff7f23fa3521a7617c1163ddb5982ff1a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fvirtanacorps%2F&secure%5Burl_type%5D=linkedin_company_website)  
162 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 53% Large, 26% Medium

#### What Are Recent G2 Reviews of Virtana Platform?

**["Fantasic Cloud Insight. In an easily digestable format!"](https://www.g2.com/survey_responses/virtana-platform-review-7033454)**

**Rating:** 5.0/5.0 stars

_— Jeff R._

[Read full review](https://www.g2.com/survey_responses/virtana-platform-review-7033454)

**["OpsCruise is useful in monitoring our cloud infrastructure thanks to Autonomous App Behavior Model"](https://www.g2.com/survey_responses/virtana-platform-review-6648375)**

**Rating:** 4.0/5.0 stars

_— Nikitha S._

[Read full review](https://www.g2.com/survey_responses/virtana-platform-review-6648375)

#### What Are G2 Users Discussing About Virtana Platform?

- [What is Zenoss used for?](https://www.g2.com/discussions/what-is-zenoss-used-for)
- [What is Opscruise used for?](https://www.g2.com/discussions/what-is-opscruise-used-for)
- [What is Virtana Platform used for?](https://www.g2.com/discussions/what-is-virtana-platform-used-for)

### [Aimably](https://www.g2.com/products/aimably/reviews)

If you're 'automating' your savings with a contract broker, you're leaving money on the table. Aimably offers software and software-enabled services that identify precise sources of cloud cost and help teams make comprehensive reductions quickly without affecting performance. -- AWS billing creates a blind spot that hurts businesses. AWS costs are typically the second largest line item for a technology business. AWS's standard invoices and developer tools make it extremely difficult to validate billing or keep spending under control. Aimably's software and services transform the AWS billing experience. Gain clarity and insight into how AWS spending affects the business. PRODUCTS & SERVICES Cloud Cost Reduction Service AWS Invoice Management Software Cloud Due Diligence Report With a unique experience working with investors and consulting firms to create financial transformation plans, Aimably's Cloud Investor Solutions suite prepares institutional investors for acquisitions with full cloud hosting cost diligence data and value creation plan, supported by ongoing enhancements to cloud financial reporting accuracy and detail.

**Average Rating:** 4.8/5.0

**Total Reviews:** 6

#### How Do G2 Users Rate Aimably?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.3/10)

#### Who Is the Company Behind Aimably?

- **Seller:** [Aimably](https://www.g2.com/sellers/aimably)
- **Year Founded:** 2020
- **HQ Location:** Oxnard, US
- **Twitter:** @AimablyApp  
34 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=34cac1ab8ac632d3c1b3f37c7268bc2af063377fce5fa19fbcc6c9fc68dff307&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faimably&secure%5Burl_type%5D=linkedin_company_website)  
3 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 57% Small, 29% Medium

#### What Are Recent G2 Reviews of Aimably?

**["Great, comprehensive, and actionable insights to save on AWS"](https://www.g2.com/survey_responses/aimably-review-8321622)**

**Rating:** 5.0/5.0 stars

_— Jeff W._

[Read full review](https://www.g2.com/survey_responses/aimably-review-8321622)

**["Use aimably for the cloud"](https://www.g2.com/survey_responses/aimably-review-10589133)**

**Rating:** 4.0/5.0 stars

_— Aksh P._

[Read full review](https://www.g2.com/survey_responses/aimably-review-10589133)

### [Alvin Automated Bigquery Optimization](https://www.g2.com/products/alvin-automated-bigquery-optimization/reviews)

BigQuery offers a multitude of pricing options, each with their own pros and cons. Alvin offers peace of mind by routing every single query to the most optimal pricing, ensuring that businesses can focus on what they do best, without leaving money on the table or locking in budget liabilities in long-terms commits. As saving rates are greater or comparable to commits, while avoiding lock-in, companies enjoy freedom and flexibility, knowing that Alvin only charges on demonstrated savings, and not a fixed platform fee. Fully automated: Alvin AI executes real-time optimization decisions, far beyond what manual intervention can achieve, significantly minimizing your per-query costs. Managing the complexity, so you don’t have to: Alvin AI ensures every query runs with the optimal pricing model, eliminates overprovisioned auto-scaler slot waste, and boosts cache hits by up to 5x, among other powerful optimizations. ROI positive, guaranteed: You only pay a percentage of the demonstrable savings we achieve, ensuring Alvin AI always adds dollars back into your cloud budget.

**Average Rating:** 5.0/5.0

**Total Reviews:** 6

#### How Do G2 Users Rate Alvin Automated Bigquery Optimization?

- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.3/10)
- **Automation:** 8.3/10 (Category avg: 8.6/10)
- **Reporting:** 9.3/10 (Category avg: 8.8/10)
- **Usage Monitoring:** 9.4/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Alvin Automated Bigquery Optimization?

- **Seller:** [Alvin](https://www.g2.com/sellers/alvin)
- **Year Founded:** 2018
- **HQ Location:** Tallinn, Estonia
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6348fcf827ca3b2059a865d20c24de12df3db34632881140b35b30e695651c1e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Falvin-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
23 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 83% Medium, 17% Small

#### What Do G2 Reviewers Say About Alvin Automated Bigquery Optimization?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **easy setup** of Alvin Automated Bigquery Optimization, appreciating its simplicity and quick configuration.
- Users benefit from **significant cost reductions** with Alvin, achieving savings of over 40% effortlessly.
- Users commend the **reduced pricing and transparent costs** of Alvin, appreciating its quick and significant savings.
- Users value the **instant cost savings** from Alvin Automated Bigquery Optimization, enjoying reductions up to 40%.
- Users appreciate the **seamless integrations** of Alvin, quickly realizing significant cost savings and smooth onboarding.

##### Cons

- Users find the **poor documentation** hindered their understanding, though support was helpful in clarifying issues.

#### What Are Recent G2 Reviews of Alvin Automated Bigquery Optimization?

**["BigQuery Cost Optimization with Immediate Savings"](https://www.g2.com/survey_responses/alvin-automated-bigquery-optimization-review-11671597)**

**Rating:** 5.0/5.0 stars

_— Paolo S._

[Read full review](https://www.g2.com/survey_responses/alvin-automated-bigquery-optimization-review-11671597)

**["Fast setup, high savings!"](https://www.g2.com/survey_responses/alvin-automated-bigquery-optimization-review-11741382)**

**Rating:** 5.0/5.0 stars

_— Rouven U._

[Read full review](https://www.g2.com/survey_responses/alvin-automated-bigquery-optimization-review-11741382)

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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

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- [Data as a Service (DaaS)](/categories/data-as-a-service-daas)
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[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.

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