# CloudZero, Umbrella vs TrendMiner Comparison | | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Star Rating** | 4.6 out of 5 | 4.5 out of 5 | 4.6 out of 5 | | **Total Reviews** | 64 | 36 | 179 | | **Largest Market Segment** | Mid-Market (49.1% of reviews) | Mid-Market (44.4% of reviews) | Enterprise (53.1% of reviews) | | **Entry Level Price** | No pricing available | No pricing available | Contact Us | --- ## Top Pros & Cons ### CloudZero Pros: - Cost Management (12 reviews) - Customer Support (9 reviews) Cons: - Dashboard Issues (3 reviews) - Limited Customization (3 reviews) ### Umbrella Pros: - Time-saving (3 reviews) - Alerting System (2 reviews) Cons: - Access Control (2 reviews) - Complexity (2 reviews) ### TrendMiner Pros: - Ease of Use (25 reviews) - Speed (12 reviews) Cons: - Complex Usability (12 reviews) - Difficult Learning (6 reviews) --- ## Ratings Comparison | Rating | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Meets Requirements** | 8.8 (45 reviews) | 8.9 (25 reviews) | 8.6 (158 reviews) | | **Ease of Use** | 9.0 (45 reviews) | 8.2 (25 reviews) | 8.8 (162 reviews) | | **Ease of Setup** | 8.7 (35 reviews) | 8.4 (18 reviews) | 8.4 (59 reviews) | | **Ease of Admin** | 9.0 (21 reviews) | 8.6 (16 reviews) | 8.5 (37 reviews) | | **Quality of Support** | 9.8 (41 reviews) | 9.0 (24 reviews) | 9.2 (154 reviews) | | **Has the product been a good partner in doing business?** | 9.6 (22 reviews) | 9.4 (15 reviews) | 9.3 (44 reviews) | | **Product Direction (% positive)** | 9.7 (43 reviews) | 9.1 (25 reviews) | 9.5 (157 reviews) | --- ## Pricing ### CloudZero #### Entry-Level Pricing No pricing available #### Free Trial Yes ### Umbrella #### Entry-Level Pricing No pricing available #### Free Trial No information available ### TrendMiner #### Entry-Level Pricing Plan: Custom Price: Contact Us Description: TrendMiner is priced to fit your company size. You can request more details here: https://www.trendminer.com/pricing/ Key Features: - Custom pricing [Learn more about TrendMiner](https://www.g2.com/products/trendminer/reviews) #### Free Trial No --- ## Features Comparison By Category ### Digital Analytics | Product | Score | Reviews | |---|---|---| | **CloudZero** | N/A | N/A | | **Umbrella** | N/A | N/A | | **TrendMiner** | N/A | N/A | #### Metrics | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Sessions - Digital Analytics** | Not enough data | Not enough data | Not enough data | | **Engagement** | Not enough data | Not enough data | Not enough data | | **Entry and Exit Pages** | Not enough data | Not enough data | Not enough data | | **Standard Event Tracking** | Not enough data | Not enough data | Not enough data | | **Custom Event Tracking** | Not enough data | Not enough data | Not enough data | | **Retention** | Not enough data | Not enough data | Not enough data | | **Return** | Not enough data | Not enough data | Not enough data | | **Conversions** | Not enough data | Not enough data | Not enough data | | **Funnels** | Not enough data | Not enough data | Not enough data | #### Reporting | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Real-Time Reporting** | Not enough data | Not enough data | Not enough data | | **Trending** | Not enough data | Not enough data | Not enough data | | **Retroactive Reporting** | Not enough data | Not enough data | Not enough data | | **Segmentation** | Not enough data | Not enough data | Not enough data | | **Mobile Reporting** | Not enough data | Not enough data | Not enough data | | **Unification Across Devices** | Not enough data | Not enough data | Not enough data | | **Custom Reports and Dashboards** | Not enough data | Not enough data | Not enough data | #### Other | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **User Data** | Not enough data | Not enough data | Not enough data | | **Site Search Reporting** | Not enough data | Not enough data | Not enough data | | **Load Time Monitoring** | Not enough data | Not enough data | Not enough data | | **Campaign Tracking** | Not enough data | Not enough data | Not enough data | | **E-Commerce** | Not enough data | Not enough data | Not enough data | | **Promotional Messages** | Not enough data | Not enough data | Not enough data | | **Administration Alerts** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Digital Analytics | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | #### Administration | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **API / Integrations** | Not enough data | Not enough data | Not enough data | | **QA Testing** | Not enough data | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | ### Cloud Cost Management | Product | Score | Reviews | |---|---|---| | **CloudZero** | 8.3/10 | 37 | | **Umbrella** | N/A | N/A | | **TrendMiner** | N/A | N/A | #### Operations | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Scheduling** | 6.8 (23 reviews) | Not enough data | Not enough data | | **Automation** | 7.3 (25 reviews) | Not enough data | Not enough data | | **Multi-Cloud Management** | 9.0 (31 reviews) | Not enough data | Not enough data | | **Usage Monitoring** | 8.4 (29 reviews) | Not enough data | Not enough data | #### Cost Optimization | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Spend Forecasting and Optimization ** | 7.4 (30 reviews) | Not enough data | Not enough data | | **Recommendations ** | 7.6 (28 reviews) | Not enough data | Not enough data | | **Spend Tracking ** | 9.5 (33 reviews) | Not enough data | Not enough data | #### Administration | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Reporting** | 9.3 (30 reviews) | Not enough data | Not enough data | | **Dashboards and Visualizations ** | 9.3 (34 reviews) | Not enough data | Not enough data | | **Compliance** | 8.7 (23 reviews) | Not enough data | Not enough data | #### Agentic AI - Cloud Cost Management | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | ### Manufacturing Intelligence | Product | Score | Reviews | |---|---|---| | **CloudZero** | N/A | N/A | | **Umbrella** | N/A | N/A | | **TrendMiner** | 7.8/10 | 75 | #### Data Management | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Aggregation** | Not enough data | Not enough data | 8.3 (71 reviews) | | **Data Models** | Not enough data | Not enough data | 7.7 (69 reviews) | | **Propagation** | Not enough data | Not enough data | 7.6 (65 reviews) | | **Data Collection** | Not enough data | Not enough data | 8.5 (69 reviews) | | **Cleansing** | Not enough data | Not enough data | 7.6 (63 reviews) | #### Analytics | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **KPIs** | Not enough data | Not enough data | 8.3 (65 reviews) | | **Real Time** | Not enough data | Not enough data | 8.9 (70 reviews) | | **Dashboards** | Not enough data | Not enough data | 8.1 (73 reviews) | #### Agentic AI - Manufacturing Intelligence | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Proactive Assistance** | Not enough data | Not enough data | 5.2 (10 reviews) | ### IoT Analytics Platforms | Product | Score | Reviews | |---|---|---| | **CloudZero** | N/A | N/A | | **Umbrella** | N/A | N/A | | **TrendMiner** | 8.5/10 | 41 | #### Data Sources | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Pre-Built Connectors** | Not enough data | Not enough data | 7.9 (40 reviews) | | **API** | Not enough data | Not enough data | 7.8 (39 reviews) | | **Performance and Stability** | Not enough data | Not enough data | 8.8 (40 reviews) | #### Analytics | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Queries** | Not enough data | Not enough data | 8.1 (39 reviews) | | **Dashboards** | Not enough data | Not enough data | 8.1 (39 reviews) | | **Visualizations** | Not enough data | Not enough data | 8.8 (40 reviews) | | **Insights** | Not enough data | Not enough data | 8.5 (40 reviews) | #### Metrics | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Device Performance** | Not enough data | Not enough data | 8.3 (39 reviews) | | **Operational Performance** | Not enough data | Not enough data | 8.7 (40 reviews) | | **Environmental Conditions** | Not enough data | Not enough data | 8.3 (40 reviews) | | **Resource Usage** | Not enough data | Not enough data | 8.7 (40 reviews) | ### Customer Journey Analytics | Product | Score | Reviews | |---|---|---| | **CloudZero** | N/A | N/A | | **Umbrella** | N/A | N/A | | **TrendMiner** | N/A | N/A | #### Platform Basics | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Dynamic Segmentation** | Not enough data | Not enough data | Not enough data | | **Journey Optimization** | Not enough data | Not enough data | Not enough data | #### Platform Data | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Journey Reporting** | Not enough data | Not enough data | Not enough data | | **Trends Reporting** | Not enough data | Not enough data | Not enough data | | **Dashboards** | Not enough data | Not enough data | Not enough data | | **Advanced Data Filtering** | Not enough data | Not enough data | Not enough data | #### Platform Additional Functionality | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Journey Mapping** | Not enough data | Not enough data | Not enough data | | **Integrations** | Not enough data | Not enough data | Not enough data | | **Automated Alerts** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Customer Journey Analytics | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | ### Log Analysis | Product | Score | Reviews | |---|---|---| | **CloudZero** | N/A | N/A | | **Umbrella** | N/A | N/A | | **TrendMiner** | N/A | N/A | #### Data Preparation | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Data Sources** | Not enough data | Not enough data | Not enough data | | **Indexing** | Not enough data | Not enough data | Not enough data | | **Automated Tagging** | Not enough data | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | Not enough data | #### Analysis | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Track Trends** | Not enough data | Not enough data | Not enough data | | **Detect Anomalies** | Not enough data | Not enough data | Not enough data | | **Metric and Event Data** | Not enough data | Not enough data | Not enough data | | **Search** | Not enough data | Not enough data | Not enough data | | **Alerts** | Not enough data | Not enough data | Not enough data | | **Live Tail** | Not enough data | Not enough data | Not enough data | #### Visualization | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Dashboards** | Not enough data | Not enough data | Not enough data | | **Data Discovery** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Log Analysis | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | ### Application Performance Monitoring (APM) | Product | Score | Reviews | |---|---|---| | **CloudZero** | N/A | N/A | | **Umbrella** | N/A | N/A | | **TrendMiner** | N/A | N/A | #### Monitoring | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Performance Baselines** | Not enough data | Not enough data | Not enough data | | **Performance Analysis** | Not enough data | Not enough data | Not enough data | | **Performance Monitoring** | Not enough data | Not enough data | Not enough data | | **AI/ML Assistance** | Not enough data | Not enough data | Not enough data | | **Multi-System Monitoring** | Not enough data | Not enough data | Not enough data | #### Response | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Dashboards and Visualization** | Not enough data | Not enough data | Not enough data | | **Incident Alerting** | Not enough data | Not enough data | Not enough data | | **Root Cause Analysis (RCA)** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Application Performance Monitoring (APM) | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | #### Performance | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Real User Monitoring (RUM)** | Not enough data | Not enough data | Not enough data | | **Second by Second Metrics** | Not enough data | Not enough data | Not enough data | #### Functionality | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Synthetic Monitoring** | Not enough data | Not enough data | Not enough data | | **Dynamic Transaction Mapping** | Not enough data | Not enough data | Not enough data | | **Load Balancing** | Not enough data | Not enough data | Not enough data | | **Cloud Observability** | Not enough data | Not enough data | Not enough data | ### Predictive Analytics | Product | Score | Reviews | |---|---|---| | **CloudZero** | N/A | N/A | | **Umbrella** | N/A | N/A | | **TrendMiner** | 8.1/10 | 84 | #### Statistical Tool | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Scripting** | Not enough data | Not enough data | 7.4 (66 reviews) | | **Data Mining** | Not enough data | Not enough data | 8.6 (74 reviews) | | **Algorithms** | Not enough data | Not enough data | 7.7 (70 reviews) | #### Data Analysis | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Analysis** | Not enough data | Not enough data | 9.0 (80 reviews) | | **Data Interaction** | Not enough data | Not enough data | 8.5 (76 reviews) | #### Decision Making | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Modeling** | Not enough data | Not enough data | 8.0 (76 reviews) | | **Data Visualizations** | Not enough data | Not enough data | 8.9 (81 reviews) | | **Report Generation** | Not enough data | Not enough data | 8.2 (75 reviews) | | **Data Unification** | Not enough data | Not enough data | 8.3 (72 reviews) | #### Generative AI | Feature | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | 6.6 (45 reviews) | | **AI Text Summarization** | Not enough data | Not enough data | 6.6 (45 reviews) | --- ## Categories **Unique to CloudZero (1):** [Cloud Cost Management Tools](https://www.g2.com/categories/cloud-cost-management) **Unique to Umbrella (6):** [Customer Journey Analytics Software](https://www.g2.com/categories/customer-journey-analytics), [Log Analysis Software](https://www.g2.com/categories/log-analysis), [Application Performance Monitoring (APM) Tools](https://www.g2.com/categories/application-performance-monitoring-apm), [Digital Analytics Software](https://www.g2.com/categories/digital-analytics), [Cloud Cost Management Tools](https://www.g2.com/categories/cloud-cost-management), [Time Series Intelligence Software](https://www.g2.com/categories/time-series-intelligence) **Unique to TrendMiner (4):** [Time Series Intelligence Software](https://www.g2.com/categories/time-series-intelligence), [Manufacturing Intelligence Software](https://www.g2.com/categories/manufacturing-intelligence), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [IoT Analytics Platforms](https://www.g2.com/categories/iot-analytics-platforms) --- ## Reviewer Demographics ### By Company Size | Segment | CloudZero | Umbrella | TrendMiner | |---|---|---|---| | **Small-Business** | 9.1% | 30.6% | 12.4% | | **Mid-Market** | 49.1% | 44.4% | 34.5% | | **Enterprise** | 41.8% | 25.0% | 53.1% | ### By Industry #### CloudZero - **Information Technology and Services:** 21.8% - **Financial Services:** 21.8% - **Computer Software:** 21.8% - **Hospital & Health Care:** 7.3% - **Telecommunications:** 5.5% - **Marketing and Advertising:** 3.6% - **Leisure, Travel & Tourism:** 3.6% - **Computer & Network Security:** 3.6% - **Retail:** 1.8% - **Online Media:** 1.8% - **Other:** 7.3% #### Umbrella - **Information Technology and Services:** 22.2% - **Computer Software:** 19.4% - **Marketing and Advertising:** 8.3% - **Internet:** 8.3% - **Computer & Network Security:** 8.3% - **Telecommunications:** 5.6% - **Utilities:** 2.8% - **Research:** 2.8% - **Program Development:** 2.8% - **Professional Training & Coaching:** 2.8% - **Other:** 16.7% #### TrendMiner - **Chemicals:** 50.8% - **Oil & Energy:** 7.9% - **Computer Software:** 4.5% - **Manufacturing:** 2.8% - **Food Production:** 2.8% - **Plastics:** 2.8% - **Mechanical or Industrial Engineering:** 2.3% - **Mining & Metals:** 2.3% - **Accounting:** 1.7% - **Automotive:** 1.7% - **Other:** 20.3% --- ## Alternatives ### Alternatives to CloudZero - [IBM Cloudability](https://www.g2.com/products/ibm-cloudability/reviews) — 4.2/5 stars (202 reviews) - [Finout](https://www.g2.com/products/finout/reviews) — 4.5/5 stars (70 reviews) - [IBM Turbonomic](https://www.g2.com/products/ibm-turbonomic/reviews) — 4.4/5 stars (311 reviews) - [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (707 reviews) - [VMware Tanzu CloudHealth](https://www.g2.com/products/vmware-tanzu-cloudhealth/reviews) — 4.1/5 stars (11 reviews) - [Amazon CloudWatch](https://www.g2.com/products/amazon-cloudwatch/reviews) — 4.3/5 stars (402 reviews) - [Site24x7](https://www.g2.com/products/site24x7/reviews) — 4.6/5 stars (433 reviews) - [ServiceNow IT Asset Management](https://www.g2.com/products/servicenow-it-asset-management/reviews) — 4.3/5 stars (466 reviews) - [CloudKeeper](https://www.g2.com/products/cloudkeeper/reviews) — 4.7/5 stars (287 reviews) - [Harness Platform](https://www.g2.com/products/harness-platform/reviews) — 4.6/5 stars (281 reviews) ### Alternatives to Umbrella - [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (707 reviews) - [Dynatrace](https://www.g2.com/products/dynatrace/reviews) — 4.5/5 stars (1363 reviews) - [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1643 reviews) - [Splunk AppDynamics](https://www.g2.com/products/splunk-appdynamics/reviews) — 4.3/5 stars (375 reviews) - [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews) - [Smartlook](https://www.g2.com/products/smartlook/reviews) — 4.6/5 stars (874 reviews) - [LogicMonitor](https://www.g2.com/products/logicmonitor/reviews) — 4.5/5 stars (636 reviews) - [ServiceNow IT Operations Management](https://www.g2.com/products/servicenow-it-operations-management/reviews) — 4.4/5 stars (416 reviews) - [Site24x7](https://www.g2.com/products/site24x7/reviews) — 4.6/5 stars (433 reviews) - [Amazon CloudWatch](https://www.g2.com/products/amazon-cloudwatch/reviews) — 4.3/5 stars (402 reviews) ### Alternatives to TrendMiner - [Seeq](https://www.g2.com/products/seeq/reviews) — 4.6/5 stars (150 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (519 reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3657 reviews) - [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (707 reviews) - [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (813 reviews) - [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (461 reviews) - [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (910 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) --- ## Top Discussions ### CloudZero No discussions available for this product. ### Umbrella No discussions available for this product. ### TrendMiner - Title: [What is TrendMiner used for?](https://www.g2.com/discussions/what-is-trendminer-used-for) — 1 comment *(includes official response)* > **Top comment:** "TrendMiner is used for advanced analytics in process manufacturing industries. Its primary functions and applications include: Real-Time Monitoring: It..." --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/cloudzero-vs-umbrella-formerly-anodot-umbrella-vs-trendminer)