--- title: Fabrix.ai Reviews meta_title: 'Fabrix.ai Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 10 reviews by the users' company size, role or industry to find out how Fabrix.ai works for a business like yours. aggregate_rating: rating_value: 4.8 review_count: 10 scale: '5' date_modified: '2026-09-08' parent_category: name: IT Management url: https://www.g2.com/categories/it-management --- # Fabrix.ai Reviews **Vendor:** Fabrix.ai **Category:** [AIOps Tools](https://www.g2.com/categories/aiops-platforms) **Average Rating:** 4.8/5.0 **Total Reviews:** 10 ## About Fabrix.ai Data-centric AIOps Platform for Hybrid Deployments Powered by Robotic Data Automation Fabric (RDAF) Enabling the Autonomous Enterprise! - CloudFabrix was founded on a deep desire to enable Autonomous Enterprises. As we interviewed several big and small enterprises, one thing became very apparent. As Digital businesses were becoming more complex and abstract, it was impossible for traditional data management disciplines and frameworks to meet these requirements. As we dug deeper, 3 building blocks emerged as key pillars for embarking on a autonomous enterprise journey – the enterprise needed to adopt 1) Data-First 2) AI-First and 3) Automate Everywhere strategy. CloudFabrix AIOps platform provides the following services. 1) Alert Noise Reduction 2) Incident Management 3) Predictive Analytics & Anomaly Detection 4) FinOps/Asset Intelligence & Analytics 5) Log Intelligence. CloudFabrix Platform powered by RDAF has six differentiating pillars. 1) Data fabric for data integration & automation 2) Low Code/No Code Observability Pipelines to aggregate, transform, enrich correlate and route 3) Continuous Learning for explainable AI/ML models & transformers 4) AIOps as a service for multi-tenant, distributed hybrid consumption 5) Observability Dashboards for full stack observability insights 6) Full Stack Mappings for dependency and impact data model and maps CloudFabrix empowers IT leaders and operations personnel with actionable intelligence to make faster and better decisions. CloudFabrix is headquartered in Pleasanton, CA with branch offices in India and the United Kingdom. ## Fabrix.ai Reviews ### 1. Best platform for datacentric AIOps **Rating:** 5.0/5.0 stars **Reviewed by:** Deepak T. | Senior IT Helpdesk Support Specialist , Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** July 17, 2024 **What do you like best about Fabrix.ai?** I like most bigpanda and splunk IT Services Intelligence in cloudfabrix. **What do you dislike about Fabrix.ai?** Nothing such things for disliking cloudfabrix. **What problems is Fabrix.ai solving and how is that benefiting you?** Basically we need cloud infrastructure monitoring tool which I got in cloudfabrix so I am happy with it as of now. ### 2. Very easy to build data and analytics pipelines with CloudFabrix's RDA platform and its data bots **Rating:** 5.0/5.0 stars **Reviewed by:** Palaniappan S. | Undergraduate Research Associate, Mid-Market (51-1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** October 19, 2022 **What do you like best about Fabrix.ai?** The Couldfabrix RDA software utilizes low code. The software makes it very easy to build data pipelines without writing too much of code, and many complicated tasks can be done in one to three lines of code with the RDA software. This saves a lot of time when working on big projects as there are now fewer lines of code while the same intended output is produced. I used the RDA software to work on advanced data science related research projects, such as working on projects that involved NLP, times series regression and classification. **What do you dislike about Fabrix.ai?** It's not necessarily a use case for CloudFabrix customers, but I would like to see more data bots related to neural networks, CNN/RNN and other transformer models. **What problems is Fabrix.ai solving and how is that benefiting you?** Cloudfabrix platform is making it easy to build data pipelines that solve complex real-world problems without really having data science skills and programming expertise so that you any IT professional, easily can adopt this technology ### 3. Helped us analyze and retain logs/events data in a cost-effective way **Rating:** 4.5/5.0 stars **Reviewed by:** Sunil D. | Chief Operating Officer, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** December 05, 2022 At G2, we prefer fresh reviews and we like to follow up with reviewers. They may not have updated their review text, but have updated their review. **What do you like best about Fabrix.ai?** The Alert & Event Correlation capabilities are highly effective as the tool reduced almost 70% of the events generated from our observability stack using their built-in AI & ML models. **What do you dislike about Fabrix.ai?** As the tool uses AI & ML, there are instances where the tool's prediction & resolution are not accurate, but the results improved over time as the system learns with more data **What problems is Fabrix.ai solving and how is that benefiting you?** Earlier, we could only retain data for two weeks due to high licensing and storage costs, affecting our trend and predictive analysis. With the help of CloudFabrix, we can analyze the data continuously and consistently. Critical KPIs were measured and retained for a more extended period allowing us to conduct our analysis without any issues. ### 4. In one platform you have all the necessary tools to build comprehensive data pipelines & services **Rating:** 5.0/5.0 stars **Reviewed by:** Samuel T. | Lead Consultant, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** October 21, 2022 **What do you like best about Fabrix.ai?** Functionality, usage approach, bots availability. Easy to build pipelines without complex codes. Although it may not have the necessary bot (connector), making the required code to achieve it is effortless. It's been very interesting and useful. The fact that in one environment you have all the necessary tools to build comprehensive data pipelines and workflows. Doing all this with python can be more complex. **What do you dislike about Fabrix.ai?** I'd like that the client interface be more like a mobile or tablet app. Sometimes it is necessary to refresh the page. **What problems is Fabrix.ai solving and how is that benefiting you?** Building comprehensive data pipelines and workflows offers an integrated view of data from different applications and systems management tools. The solution helps us to reduce the time to develop and implement the solutions and services that our customers demand. ### 5. The data reduction & data enrichment helped us save enormous costs **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** October 06, 2022 **What do you like best about Fabrix.ai?** CloudFabrix solution connects to QRadar easily, collects logs from sources directly using standard log forwarders, and performs data reduction by sending only relevant logs to the SIEM tool, which leads to significant savings on license usage. If we have to store all the log data for compliance purposes, CloudFabrix has a solution for that as well in the name of Log Replay. The solution archives all the log data, sends it to the S3 bucket and replays full logs to SIEM on demand. **What do you dislike about Fabrix.ai?** Not many disadvantages, but one thing which I can point out is while many developers prefer hands-on Jupyter Notebook/CLI, some people still prefer a more intuitive UI which CloudFabrix needs to improve. **What problems is Fabrix.ai solving and how is that benefiting you?** CloudFabrix's log data reduction and aggregation help us reduce QRadar costs by up to 40%. It also supports customizing the data pipelines on the fly, which allows us to scale as per our requirements. ### 6. Data Centric AI-Ops platform **Rating:** 5.0/5.0 stars **Reviewed by:** Hema Sai M. | Enterprise Architect, Mid-Market (51-1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** October 17, 2022 **What do you like best about Fabrix.ai?** Enabling the enterprise to achieve the infrastructure to be proactive rather than reactive after the incident. Also, providing insights into highly affected areas that can be optimized in the future by providing the relevant data points. **What do you dislike about Fabrix.ai?** One of the most anticipated features is the UI-based low-code platform, which is currently being released. This will make CloudFabrix easy to use and quickly adopted from an end-user perspective. **What problems is Fabrix.ai solving and how is that benefiting you?** We are currently utilizing CloudFabrix as a discovery tool for the CMDB and also used to create automation on infrastructure based on the incidents. Also, enabled to achieve the enterprise to be fault-resistant. ### 7. Log Analytics to reduce noise, Improve traceability and feedback to Dev **Rating:** 4.5/5.0 stars **Reviewed by:** Chaitanya K. | Director, Enterprise (> 1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** October 13, 2022 **What do you like best about Fabrix.ai?** Provides scientific techniques to improve SRE capabilities while working in conjunction with monitoring tools & observability to meet a critical goal of keeping our IT Applications & Infrastructure up & running with zero/minimal downtime. **What do you dislike about Fabrix.ai?** Prediction precision for huge operational data might need further brainstorming. **What problems is Fabrix.ai solving and how is that benefiting you?** Ability to aggregate key attributes from log and quickly differentiate & gain visibility into super critical errors vs possible critical Multi-dimensional analysis to provide deeper insights & feedback on key Application metrics to Dev/DevOps teams Incremental accuracy with detailed insights on key attributes i.e., volumes/response times/errors/infrastructure failures Dynamic Alerting – through constant statistical analysis of machine data ### 8. Most comprehensive AIOps platform compared to its competitors **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) This reviewer's identity has been verified by our review moderation team. They have asked not to show their name, job title, or picture. **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** October 14, 2022 **What do you like best about Fabrix.ai?** CloudFabrix's ability to bring insights from multiple IT assets across the IT infrastructure is good, especially in generating Service Mapping and Dependency Mapping, even without the CMDB. It has capabilities to support on-prem, hybrid & multi-cloud environments. **What do you dislike about Fabrix.ai?** While it has all the capabilities and visibility but if the interface can be improved & make it more user-friendly. **What problems is Fabrix.ai solving and how is that benefiting you?** Initially, the traditional monitoring approaches we used to take were typically reactive in nature. They relied on alerts from monitoring tools about breaches related to our performance data. This was problematic for us as we were looking for something that prevented issues rather than just reacting to them. CloudFabrix has provided us with just that; the Stack Watch helped us define our technology stack and even provided us with a few recommended ones. The reliability of a stack with predictive/ proactive insights has guided us to a solution. ### 9. CloudFabrix is a market leader for AIOps **Rating:** 5.0/5.0 stars **Reviewed by:** Kiran R. | Executive Vice President, Mid-Market (51-1000 emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** October 18, 2022 **What do you like best about Fabrix.ai?** We've evaluated a bunch of products for AIOps and CloudFabrix is definitely hands-down the best product in the market. We really like the RDAF framework, Log Intelligence, and Asset Intelligence offerings. **What do you dislike about Fabrix.ai?** Basic users have a good understanding of the product features and capabilities, however enhancements to the cookbooks and self-help training material would helpful for advanced users. **What problems is Fabrix.ai solving and how is that benefiting you?** CFX is helping us automate and predict operations and allowing us to identify root causes for some of the complex incidents quickly. Outcomes include predicting our outages and improved customer experience. ### 10. Amazingly easy to get started with **Rating:** 4.0/5.0 stars **Reviewed by:** Soham S. | Marketing Lead, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through LinkedIn **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** December 15, 2021 **What do you like best about Fabrix.ai?** The ease of setting up AIops with one of our partner companies was when I realized how proficient and professionally sound are the staff of Cloudfabrix. **What do you dislike about Fabrix.ai?** There is nothing that I disliked. The service was pretty good, and I liked how the staff explained things quickly. **What problems is Fabrix.ai solving and how is that benefiting you?** I had the privilege to use the AIops services in one of my partner company which allowed seamless integration of the softwares. ## Fabrix.ai Discussions - [What is CloudFabrix Software used for?](https://www.g2.com/discussions/what-is-cloudfabrix-software-used-for) - [View Fabrix.ai pricing details and edition comparison](https://www.g2.com/products/fabrix-ai-fabrix-ai/reviews?section=pricing&secure%5Bexpires_at%5D=2026-09-08+09%3A20%3A36+-0500&secure%5Bsession_id%5D=2cc254bf-2a0f-4faf-886f-98c02b7ff615&secure%5Btoken%5D=b1979ae5ede676237107d7e3ddd7993173e847eb21c82ac006da3e5aa2579146&format=llm_user) ## Fabrix.ai Features **Data** - Data Processing - Data Sources - Integration - Real-Time Processing **Monitoring** - Usage Monitoring - Database Monitoring - API Monitoring - Real-Time Monitoring - Cloud Infrastructure Monitoring - Security and Compliance Monitoring **Monitoring** - Constant Monitoring - Timely Alerts - TIcket Accuracy - AI Monitoring - Mobile Alerts - Email Alerts - Real-Time Monitoring - Real-Time Notifications **Functionality** - Artificial Intelligence - Machine Learning - Systems Monitoring - IT Monitoring - Performance Monitoring **Data Preparation** - Data Sources - Indexing - Automated Tagging - Data Blending **Monitoring** - Performance Baselines - Performance Analysis - Transaction Monitoring - AI/ML Assistance - Multi-System Monitoring - Generative AI - Container Monitoring **Data Management** - Data Integration - Metadata - Self-service - Automated workflows **Generative AI** - AI Text Generation **Data Management - Observability Pipeline** - Data Storage - Data Optimization and Reduction - Data Migration - Log Context Enrichment - Data Format Transformation **Agentic AI - DataOps Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making **Agentic AI - AWS Marketplace** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration **Analytics** - Reporting & Analytics **Administration** - Activity Monitoring - Multi-Cloud Management - Automation - Auto-Scaling & Resource Optimization **Management Tools** - Ticket Assignment - Standardization - Lifecycle Visualization **Issue Resolution** - Root Cause Identification - Proactive Identification - Resolution Guidance **Analysis** - Track Trends - Detect Anomalies - Metric and Event Data - Search - Alerts - Live Tail - Real-Time Data **Response** - Dashboards and Visualization - Incident Alerting - Root Cause Analysis (RCA) - Trend Analysis - Data Visualization **Analytics** - Analytics capabilities - Dasboard visualizations **Performance - Observability Pipeline** - Cost Reduction - Pipeline Visualization - Platform Agnostic Integration **Agentic AI - IT Alerting** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Analysis** - Reporting - Dashboards and Visualizations - Spend Forecasting and Optimization **Management** - System Integration - Alerting - Reporting **Visualization** - Dashboards - Data Discovery - Activity Dashboard - Activity Dashboard - Customizable Dashboard **Monitoring and Management** - Data Observability - Testing capabilities **Generative AI** - AI Text Generation - AI Text Summarization - Generative AI **AI - Observability Pipeline** - Root Cause Analysis - Alert Fatigue Reduction - Anomaly Detection **Agentic AI - Application Performance Monitoring (APM)** - Autonomous Task Execution - Cross-system Integration - Adaptive Learning - Proactive Assistance - Decision Making - Third-Party Integrations **Cloud Deployment** - Hybrid cloud support - Cloud migration capabilities **Generative AI** - AI Text Generation - AI Text Summarization - Generative AI **Compliance - Observability Pipeline** - Compliance Maintenance - Sensitive Data Detection **Agentic AI - Incident Management** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making - Third-Party Integrations - Multi-Language **Agentic AI - Log Analysis** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making - Third-Party Integrations **Agentic AI - Cloud Infrastructure Monitoring** - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Additional Functionality** - Continuous Monitoring - Reporting/Analytics - Real-Time Analytics - Issue Tracking - Anomaly Detection - Visual Analytics - Data Visualization - Monitoring - AI Copilot - Audit Management - Correlation Analysis - Generative AI - Reporting & Statistics - Search/Filter - Data Import/Export - Data Classification - Audit Trail - Pattern Detection and Recognition - Analytics - Activity Tracking - Event Tracking - Log Collection - Alerts/Notifications - Log Analysis - Event Logs - Data Analysis Tools - HIPAA Compliant - Predictive Analytics - Performance Metrics - Secure Data Storage - Dashboard Creation - Real-Time Monitoring - Alerts/Escalation - Remediation Management - Compliance Tracking - Single Sign On - Prioritization - Uptime Reporting - Log Rotation - Real-Time Notifications - Compliance Management - Server Logs - Incident Management - Role-Based Permissions - PCI Compliance - Charting - Log Parsing - Archiving & Retention - Server Monitoring - API - Diagnostic Tools - Customizable Reports - Real-Time Reporting - Policy Management - Issue Management - Vulnerability Scanning **Additional Functionality** - Alerts/Notifications - Forms Management - Safety Incident Management - Compliance Management - OSHA Compliance - Task Management - Single Sign On - AI Copilot - Disaster Recovery - Document Management - API - Multi-Channel Communication - Customizable Templates - Real-Time Reporting - Corrective and Preventive Actions (CAPA) - Activity Dashboard - Issue Management - Communications Management - Audit Trail - IT Incident Management - Audit Management - Event Logs - Risk Analysis - Workflow Management - Risk Assessment - Incident Reporting - Self Service Portal - Customizable Reports - Ticket Management - Service Level Agreement (SLA) Management - Reminders - On Call Scheduling - Investigation Management - Maintenance Scheduling - Status Tracking **Generative AI** - AI Text Generation - AI Text Summarization **Agentic AI - AIOps Platforms** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **Agentic AI - Observability Pipeline** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Natural Language Interaction - Proactive Assistance - Decision Making **AI Automation - Cloud Infrastructure Monitoring** - AI-Powered Anomaly Detection - AI-Driven Insight Recommendations **Additional Functionality** - Root Cause Analysis - AI Copilot - Application Security - Reporting/Analytics - Data Aggregation - Incident Management - Alerts/Notifications **Building Reports** - Data Transformation - Data Modeling - WYSIWYG Report Design - Integration APIs - Real-Time Data - Real-Time Data - Third-Party Integrations - Third-Party Integrations **Performance** - Real User Monitoring (RUM) - Performance Metrics **Platform** - Mobile User Support - Customization - User, Role, and Access Management - Internationalization - Sandbox / Test Environments - Performance and Reliability - Breadth of Partner Applications - Mobile Access - Metadata Management **Functionality** - Database Monitoring - Dynamic Transaction Mapping - Load Balancing - Cloud Observability - Server Monitoring **Additional Functionality** - Real-Time Data - Email Alerts - Bottleneck Identification - API - Uptime Reporting - Resource Management - Dashboard Creation - Data Import/Export - Baseline Manager - Issue Tracking - Drag & Drop - Reporting/Analytics - Alerts/Notifications - Prioritization - Collaboration Tools - Real-Time Reporting - Application Management - SSL Security - Incident Management - Access Controls/Permissions - Status Tracking - Audit Management - Customizable Reports - Diagnostic Tools - Single Sign On - Workflow Management - AI Copilot - Activity Tracking - Event Logs ## Top Fabrix.ai Alternatives - [Datadog](https://www.g2.com/products/datadog/reviews) - 4.4/5.0 (714 reviews) - [Dynatrace](https://www.g2.com/products/dynatrace/reviews) - 4.5/5.0 (1,233 reviews) - [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) - 4.3/5.0 (413 reviews)