# Best Cloud Security Monitoring and Analytics Software - Page 6

## How Many Cloud Security Monitoring and Analytics Software Products Does G2 Track?

**Total Products under this Category:** 84

### Category Stats (Aug 2026)

- **Average Rating:** 4.49/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** SaaS Alerts (+3.34%) - Among all products in this category, SaaS Alerts recorded the largest rating increase compared to last month

_Last updated: August 06, 2026_

## How Does G2 Rank Cloud Security Monitoring and Analytics Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 4,500+ Authentic Reviews
- 84+ 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 Security Monitoring and Analytics Software
 ![G2 Grid® for Cloud Security Monitoring and Analytics Software plotting products by satisfaction and market presence](https://www.g2.com/categories/cloud-security-monitoring-and-analytics/grids.png?focus%5B%5D=52233&focus%5B%5D=146504&focus%5B%5D=151443&focus%5B%5D=20460&focus%5B%5D=52118&focus%5B%5D=131564&focus%5B%5D=1285967&focus%5B%5D=96667)

Highlighted products: Microsoft Defender for Cloud, Wiz, CrowdStrike Falcon Cloud Security, Sysdig Secure, Amazon GuardDuty, CrowdStrike Falcon Shield, SentinelOne Singularity Cloud Security, and Coro Cybersecurity.

Underlying data: [Grid® JSON](https://www.g2.com/categories/cloud-security-monitoring-and-analytics/grids.json?focus%5B%5D=microsoft-defender-for-cloud&focus%5B%5D=wiz-wiz&focus%5B%5D=crowdstrike-falcon-cloud-security&focus%5B%5D=sysdig-sysdig-secure&focus%5B%5D=amazon-guardduty&focus%5B%5D=crowdstrike-falcon-shield&focus%5B%5D=sentinelone-singularity-cloud-security&focus%5B%5D=coro-cybersecurity)

**Sponsored**

### ILUM

Ilum: A Data Platform Built by Data Engineers, for Data Engineers Ilum is a Data Lakehouse platform that unifies data management, distributed processing, analytics, and AI workflows for AI engineers, data engineers, data scientists, and analysts. It belongs to the Data Platform, Data Lakehouse, and Data Engineering software categories and supports flexible deployment across cloud, on-premise, and hybrid environments. Ilum enables technical teams to build, operate, and scale modern data infrastructure using open standards. It integrates tools for batch processing, stream processing, notebook-based exploration, workflow orchestration, and business intelligence, All In a Single Platform. Ilum supports modern open table formats like Delta Lake, Apache Iceberg, Apache Hudi, and Apache Paimon. It also offers native integration with Apache Spark and Trino for compute, with Apache Flink support currently in development. Key features include: - SQL Editor: Query Delta, Iceberg, Hudi, or Spark SQL with autocomplete, result previews, and metadata inspection. - Data Lineage & Catalog: Visualize data flow using OpenLineage and explore datasets through a searchable Data Catalog. - Notebook Integration: Use built-in Jupyter notebooks pre-wired to Spark, metadata, and your data environment for exploration or modeling. - Spark Job Management: Submit, monitor, and debug Spark jobs with integrated logs, metrics, scheduling, and a built-in Spark History Server. - Trino Support: Run federated queries across multiple data sources using Trino directly from within Ilum. - Declarative Pipelines: Define repeatable ETL and analytics pipelines, with dependency tracking and recovery logic. - Automatic ERD Diagrams: Instantly generate ER diagrams from schemas to aid in data understanding and onboarding. - ML Experimentation & Tracking: Includes MLflow for managing experiments, tracking parameters, metrics, and artifacts, fully integrated with notebooks and data pipelines to streamline model development workflows. - AI Integration & Deployment: Supports both classical ML and modern AI use cases, including GenAI workflows, vector search, and embedding-based applications. Models can be registered, versioned, and deployed for inference within declarative pipelines. - Built-in AI Agent Interface: Ilum integrates, providing a GPT-style interface to interact with your data, trigger pipelines, generate SQL, or explore metadata using natural language, bringing GenAI capabilities directly into your data platform. - BI Dashboards: Native support for Apache Superset, with JDBC integration for Tableau, Power BI, and other BI tools. Additional highlights: - Multi-Cluster Management: Connect multiple Spark or Kubernetes clusters to scale and isolate workloads. - Fine-Grained Access Control: LDAP, OAuth2, and Hydra integration for secure, role-based access. - Hybrid Ready: Designed to replace Databricks or Cloudera in environments where cloud adoption is partial, regulated, or not possible.

[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=2252&secure%5Bchosen_at%5D=2026-08-09T14%3A47%3A21Z&secure%5Bdisplayable_resource_id%5D=1041&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=1416491&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1416491&secure%5Bresource_id%5D=2252&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fcloud-security-monitoring-and-analytics%3Fpage%3D6&secure%5Btoken%5D=e39464501a73f316582d9dc37f642aac7ef8428aef4282edd139e6d969bf65a6&secure%5Burl%5D=https%3A%2F%2Filum.cloud%2F%3Futm%3Dg2&secure%5Burl_type%5D=custom_url)

### [Isovalent](https://www.g2.com/products/isovalent/reviews)

Isovalent Cilium Enterprise enables cloud native networking, security, and observability.

#### Who Is the Company Behind Isovalent?

- **Seller:** [Isovalent](https://www.g2.com/sellers/isovalent)
- **Year Founded:** 2017
- **HQ Location:** Milpitas, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=93895c6fc7d32557a5083772bfcf96cc5f0676df4e25a41d0a35f54d3ede576a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fisovalent%2F&secure%5Burl_type%5D=linkedin_company_website)  
148 employees on LinkedIn®

### [KuboLabs](https://www.g2.com/products/kubolabs/reviews)

Kubo Labs provides products that assess your Kubernetes clusters and alert you in case an issue or a bad practice has been spotted. Our team also provides cluster management services to help you solve your issues and maintain your Kubernetes clusters peacefully.

#### Who Is the Company Behind KuboLabs?

- **Seller:** [Kubomatic SAS](https://www.g2.com/sellers/kubomatic-sas)
- **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®

### [Native](https://www.g2.com/products/native-native/reviews)

Native turns your built-in cloud security controls into active, operational defenses across AWS, Azure, Google Cloud, and OCI. As an industry we've gotten good at finding risks in the cloud. Now we have to build the defenses. The foundation of active defense is architecture: perimeters, segmentation, and baselines. The building blocks are already in your cloud. They're scalable, reliable, attested to every major compliance framework, and enforced at the provider core. Native is how you operate them. Native translates security outcomes into provider-specific enforcement across all four clouds, giving security and platform teams a shared system to define, simulate, deploy, and manage guardrails across their cloud estate. That includes the fast-growing set of AI services, agents, and workflows now running inside those environments. Before any guardrail goes live, Native replays real cloud activity against it, so teams can see what will be blocked, who will be affected, and how to roll out enforcement without disrupting production. This matters because cloud security has changed. It's no longer enough to catch insecure states after deployment. Native makes them structurally impossible in the first place. Cloud providers have matured their enforcement primitives, environments have grown more complex, and the pace of infrastructure change has outrun what reactive controls can govern. Enterprises need a system that keeps architecture, guardrails, and business requirements aligned as all three keep moving. Native is that system. It helps organizations enforce secure-by-design architecture continuously, across providers and at enterprise scale, so security is built into the environment itself.

#### Who Is the Company Behind Native?

- **Seller:** [Native](https://www.g2.com/sellers/native-2026-07-13)
- **HQ Location:** Seattle, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2c348dfef4d09e57bd1e63a660fc0f5f3db1155fd31248357036a501e0933a09&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnative-security&secure%5Burl_type%5D=linkedin_company_website)  
56 employees on LinkedIn®

### [Saptang Labs](https://www.g2.com/products/saptang-labs/reviews)

Saptang Labs is a pioneering cybersecurity company specializing in AI and machine learning-driven solutions to combat cyber fraud and enhance digital security. Founded in 2021 and headquartered in Chennai, India, the company is dedicated to fortifying the digital realm by providing comprehensive protection for brands and customers worldwide. Key Features and Functionality: - Adaptive FraudWatch: A bespoke cyber fraud threat intelligence solution that leverages advanced AI-ML technology to provide customized threat intelligence tailored to each customer's unique requirements. - Dark Web Monitoring: Continuous surveillance of the dark web to identify threats, data leaks, and credential breaches, safeguarding valuable assets through proactive threat detection. - App Threat Monitoring: Protection against malicious apps targeting Android platforms by detecting and exposing threats, tracking keywords, and ensuring extensive coverage against brand misuse and impersonation. - Domain Threat Monitoring: Comprehensive monitoring to combat domain-related threats, including phishing and brand impersonation, by detecting content duplication, logo misuse, and website defacement. - Fraudbuster Forensics: A financial fraud investigation platform utilizing advanced machine learning to uncover crucial evidence swiftly, ensuring complete data security by operating on-premises. Primary Value and Solutions: Saptang Labs addresses the escalating challenges of cyber fraud and financial crimes by offering tailored, AI-driven solutions that adapt to the unique needs of each organization. Their suite of services provides real-time insights, predictive analytics, and comprehensive coverage of various cyber fraud scenarios, enabling businesses to proactively detect, analyze, and mitigate threats. By integrating advanced technologies with expert knowledge, Saptang Labs empowers organizations to safeguard their digital assets, maintain brand integrity, and operate securely in an increasingly complex digital landscape.

#### Who Is the Company Behind Saptang Labs?

- **Seller:** [Saptang Labs](https://www.g2.com/sellers/saptang-labs)
- **HQ Location:** Chennai, IN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d2ad37f5834c6759a2faaeda64e53f96d1a184079bb855d9a429f33fef90eba9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsaptang-labs&secure%5Burl_type%5D=linkedin_company_website)  
66 employees on LinkedIn®

### [ShieldX](https://www.g2.com/products/shieldx/reviews)

The ShieldX Elastic Security Platform dynamically scales to deliver comprehensive and consistent controls to protect data centers, cloud infrastructure, applications and data no matter where they are or where they go to make the cloud more secure than on-premise deployments.

#### Who Is the Company Behind ShieldX?

- **Seller:** [ShieldX](https://www.g2.com/sellers/shieldx)
- **Year Founded:** 2015
- **HQ Location:** San Jose, US
- **Twitter:** @shieldxnetworks  
325 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=74fb4f7d54cad5240fc67289810e019bd8f02e67d01321aa2e42a00de9bc2cdc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fshieldx-networks%2F&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

### [TENET](https://www.g2.com/products/tenet-tenet/reviews)

TENET is a risk intelligence platform purpose-built for the Microsoft ecosystem to deliver unified visibility and proactive risk assessment across Azure and M365. It serves as a single source of truth for identifying, prioritizing, and mitigating cloud risk at scale—enabling organizations to shift from reactive firefighting to continuous, intelligence-driven security operations. Key Features: - Attack surface management: Identify risky entry points, misconfigurations, and third-party exposures. Visualize attack paths, map findings to MITRE ATT&CK, prioritize remediation, and manage incidents from a unified cloud risk view. - Anomaly detection: Detect issues early with real-time analysis of cloud workloads, identities, and applications, helping teams identify abnormal behaviour and mitigate risks before they become incidents. - Compliance readiness: Simplify audits with continuous compliance monitoring, guided remediation, and risk-prioritized insights. Reduce costs and manual effort while shrinking audit preparation from weeks to hours. - Microsoft 365: Gain visibility into external sharing, device risk, license utilization, and Copilot agents. Understand how identities, configurations, and data exposures combine to create risk across your cloud environment. - Access governance: Monitor human and non-human identities, analyze effective permissions across Entra ID and RBAC, and maintain clear visibility into who can access resources across your cloud estate. - AI monitoring: Discover and inventory AI models, agents, and cognitive services. Continuously monitor performance, reliability, and security posture while identifying AI-specific risks and prioritizing remediation. - Intelligent insights: Investigate and resolve issues faster with BriteAI. Transform live data into actionable insights, identify root causes through natural language queries, and receive precise remediation guidance. Core Value: TENET eliminates blind spots and reduces mean time to remediation (MTTR) through end-to-end Microsoft cloud visibility and guided remediation. It lowers compliance and audit overhead, enables teams to proactively identify and mitigate risks before they escalate, and scales security operations efficiently with AI-powered insights and autonomous remediation with full context via the TENET MCP server. For more information, visit www.aesonsolutions.com.

#### Who Is the Company Behind TENET?

- **Seller:** [AESON Solutions](https://www.g2.com/sellers/aeson-solutions)
- **Year Founded:** 2025
- **HQ Location:** Lodz, PL
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=06ee6f12c8270a302983a9f9a9a9bcba746ce310f4ac1695684b01f4ad742a16&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faeson-solutions%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [TrustLayer Autonomous Security Engine (ASE)](https://www.g2.com/products/trustlayer-autonomous-security-engine-ase/reviews)

TrustLayer gives mid-market organisations the confidence and control of enterprise-grade cyber protection. Its Autonomous Security platform integrates attack intel across email, web, and cloud to ensure cyber defences react at lightning speed. Its AI-driven, autonomous solution is smarter, faster, and safer than is humanly possible, supported by an award-winning customer support team.

#### Who Is the Company Behind TrustLayer Autonomous Security Engine (ASE)?

- **Seller:** [TrustLayer](https://www.g2.com/sellers/trustlayer-b7906edd-9c0c-4ac2-826a-16f2975e68f4)
- **Year Founded:** 2015
- **HQ Location:** Basingstoke, England
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=19d30573d849de4461b8b91b6a709f007eb884d1b5095b33ce7c16b3dd351021&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftrustlayer-ltd%2F&secure%5Burl_type%5D=linkedin_company_website)  
44 employees on LinkedIn®

### [ZEST Security](https://www.g2.com/products/zest-security/reviews)

ZEST offers an AI-powered risk resolution platform that redefines cloud risk remediation for security and DevOps teams. ZEST resolution paths provide both mitigation and remediation using code and existing controls to eliminate cloud vulnerabilities and misconfigurations.

#### Who Is the Company Behind ZEST Security?

- **Seller:** [ZEST Security](https://www.g2.com/sellers/zest-security)
- **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=9ad3f288cdb96d02b55167050dcf186fbe39973f3ad104aa36120d4d0eef6e84&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fzest-cyber&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

### [Zscaler Digital Experience (ZDX)](https://www.g2.com/products/zscaler-digital-experience-zdx/reviews)

Zscaler Digital Experience Monitoring (ZDX) is designed to optimize digital experiences for end users by breaking traditional monitoring silos and reducing costs and complexity. Integrated into the Zscaler Zero Trust Exchange, ZDX leverages a single lightweight agent for both security and monitoring, eliminating the need for multiple, cumbersome agents and streamlining IT operations. This unified approach simplifies deployment and management while providing end-to-end visibility across devices, networks, and applications. ZDX empowers IT teams to proactively identify and resolve performance issues, minimize downtime, and optimize productivity. By pinpointing root causes—whether it’s high device CPU utilization, ISP latency, long DNS resolution times, or sluggish application response times—ZDX ensures seamless and reliable digital experiences for employees, no matter where they are working or what device or network they are using. With AI-powered capabilities like Zscaler Copilot, IT teams can gain actionable performance insights by simply asking questions—eliminating the need for deep technical expertise. This seamless integration of visibility and intelligence enables organizations to identify and resolve performance challenges faster, significantly reducing Mean Time to Resolution (MTTR). By redefining how IT teams monitor and manage digital experiences, ZDX ensures superior employee productivity and consistent access to SaaS and private apps, setting a new standard for digital experience monitoring. Key Features and Benefits: • End-to-end Visibility: ZDX provides User-to-Application visibility, offering a comprehensive view from the device level all the way to the application, including every hop across ISPs and proxies. This enables IT teams to isolate performance bottlenecks quickly, from packet loss in network hops to slow DNS or application response times, ensuring end-to-end monitoring clarity. • Quantifiable Experience Metrics: With the dynamic user experience score, organizations can measure user satisfaction across regions, departments, or applications. This data helps IT pinpoint problem areas affecting productivity and prioritize remediation. • AI-Powered Intelligence for Simplified Troubleshooting: Zscaler Copilot lets teams investigate performance issues by simply asking natural language questions, while Zscaler Copilot Playbooks deliver guided workflows that automatically diagnose issues across device, network, and application layers—streamlining problem identification and resolution. • Root Cause Insights for Faster Recovery: AI-Powered Root Cause Analysis detects performance issues like high CPU usage, ISP latency, or sluggish app response times, empowering IT teams to resolve them faster and reduce Mean Time to Resolution (MTTR). • Proactive Monitoring to Ensure Reliability: Hosted Monitoring provides 24/7 global synthetic monitoring, simulating application access to validate SLAs and uncover potential risks before users are affected. ISP Insights detect disruptions like brownouts, blackouts, or other degradations in real time, protecting user productivity. • Unified Metrics Across Core Systems: Device Health Metrics monitor critical areas such as CPU, memory, disk usage, Wi-Fi signal, and battery life to identify local device issues, while Hop-by-Hop Network Insights analyze packet loss, latency, and other network performance indicators. Application Monitoring tracks SaaS and private app performance, breaking down page load speeds, DNS times, and more for precise optimization. • Collaboration-Specific Metrics: UCaaS Monitoring ensures high-quality performance for collaboration tools like Zoom, Microsoft Teams, and Webex, tracking vital metrics such as call quality, audio/video clarity, and jitter to enhance user connectivity. • Self-Service Tools to Empower End Users: Guided Self-Service Tools allow employees to troubleshoot problems like low Wi-Fi signal or local device issues quickly—reducing IT workloads and enhancing user satisfaction. • Actionable Insights and Analytics: Data Explorer enables IT teams to generate reports and dashboards for benchmarking trends, analyzing historical patterns, and proactively optimizing future workflows. • Streamlined Incident Response: ServiceNow Integration automates ticket creation and enriches tickets with detailed device, network, or application performance data, reducing manual effort and accelerating issue resolution.

#### Who Is the Company Behind Zscaler Digital Experience (ZDX)?

- **Seller:** [Zscaler](https://www.g2.com/sellers/zscaler)
- **Year Founded:** 2008
- **HQ Location:** San Jose, California
- **Twitter:** @zscaler  
17,676 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=dd48cce12739aa38dd0edad4b44a56a4154fceea224130955b1eeadec11322bf&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F234625%2F&secure%5Burl_type%5D=linkedin_company_website)  
8,830 employees on LinkedIn®
- **Ownership:** NASDAQ:ZS

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[Browse Cloud Security Monitoring and Analytics Themes](/categories/cloud-security-monitoring-and-analytics/themes)

 ![Lauren Worth](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Lauren Worth")
LW

Researched and written by [Lauren Worth](https://research.g2.com/insights/author/lauren-worth)

Updated October 3, 2024

Cloud security monitoring and analytics solutions are tools used to improve visibility and security monitoring across networks and cloud-based applications. The software can be used to monitor cloud-based applications, virtualized environments, and/or other cloud infrastructure. Furthermore, cloud security and analytics tools are used to identify potential risks and root them out to avoid impacting business-critical functions and prevent compliance violations and fines.

Cloud monitoring and analytics are typically performed by IT and security staff on a continual basis. Monitoring features help companies build an inventory of cloud assets and discover new ones as they are created or connected. Analytics features typically assist with examining risks associated with cloud environments, helping companies prioritize issues in order of impact. Other common features include user monitoring, sensitive data discovery, and security policy enforcement.

There is some overlap between cloud security monitoring and analytics software and [user and entity behavioral analysis (UEBA) software](https://www.g2.com/categories/user-and-entity-behavior-analytics-ueba). Both tools are designed to discover abnormalities and monitor user behavior, but UEBA solutions may be used either within the cloud or on premises and provide fewer overall security analysis features.

To qualify for inclusion in the Cloud Security Monitoring and Analytics category, a product must:

- Monitor files and data for activity and compliance
- Report on user activity and cloud security risks
- Detect abnormal behavior and/or anomalies to alert security teams

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