# Looker, XGBoost, Weka vs Google Cloud TPU Comparison | | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Star Rating** | 4.4 out of 5 | 4.4 out of 5 | 4.3 out of 5 | 4.5 out of 5 | | **Total Reviews** | 1,641 | 13 | 13 | 32 | | **Largest Market Segment** | Mid-Market (60.7% of reviews) | Small-Business (50.0% of reviews) | Enterprise (76.9% of reviews) | Small-Business (40.6% of reviews) | | **Entry Level Price** | No pricing available | No pricing available | No pricing available | No pricing available | --- ## Top Pros & Cons ### Looker Pros: - Ease of Use (126 reviews) - Insights (75 reviews) Cons: - Learning Curve (58 reviews) - Learning Difficulty (42 reviews) ### XGBoost **Not enough data** ### Weka **Not enough data** ### Google Cloud TPU Pros: - Ease of Use (6 reviews) - Scalability (5 reviews) Cons: - Difficult Learning (5 reviews) - Expensive (5 reviews) --- ## Ratings Comparison | Rating | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Meets Requirements** | 8.7 (1126 reviews) | 9.2 (11 reviews) | 8.9 (12 reviews) | 8.9 (27 reviews) | | **Ease of Use** | 8.3 (1132 reviews) | 8.9 (11 reviews) | 8.2 (12 reviews) | 9.2 (28 reviews) | | **Ease of Setup** | 8.2 (608 reviews) | 8.5 (10 reviews) | 8.8 (11 reviews) | 9.2 (27 reviews) | | **Ease of Admin** | 8.3 (430 reviews) | 8.3 (9 reviews) | 9.0 (10 reviews) | 9.2 (18 reviews) | | **Quality of Support** | 8.6 (961 reviews) | 7.6 (9 reviews) | 7.9 (8 reviews) | 8.7 (25 reviews) | | **Has the product been a good partner in doing business?** | 8.9 (408 reviews) | 8.3 (6 reviews) | 8.1 (9 reviews) | 9.2 (17 reviews) | | **Product Direction (% positive)** | 8.7 (1054 reviews) | 6.5 (10 reviews) | 7.1 (12 reviews) | 8.8 (28 reviews) | --- ## Pricing ### Looker #### Entry-Level Pricing No pricing available #### Free Trial Yes ### XGBoost #### Entry-Level Pricing No pricing available #### Free Trial No information available ### Weka #### Entry-Level Pricing No pricing available #### Free Trial No information available ### Google Cloud TPU #### Entry-Level Pricing No pricing available #### Free Trial No information available --- ## Features Comparison By Category ### Business Intelligence | Product | Score | Reviews | |---|---|---| | **Looker** | 8.3/10 | 778 | | **XGBoost** | N/A | N/A | | **Weka** | N/A | N/A | | **Google Cloud TPU** | N/A | N/A | #### Reports | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Reports Interface** | 8.6 (679 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Graphs and Charts** | 8.2 (672 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Score Cards** | 8.3 (529 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Dashboards** | 8.7 (674 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Self Service | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Calculated Fields** | 8.4 (626 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Column Filtering** | 8.6 (646 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Discovery** | 8.4 (615 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Search** | 8.1 (616 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Collaboration / Workflow** | 8.4 (592 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Automodeling** | 7.7 (501 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Advanced Analytics | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Predictive Analytics** | 7.6 (430 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Visualization** | 8.4 (643 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Big Data Services** | 8.0 (516 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Building Reports | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Data Transformation** | 8.3 (386 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Modeling** | 8.3 (403 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **WYSIWYG Report Design** | 8.0 (357 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Integration APIs** | 8.1 (331 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Platform | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Mobile User Support** | Not enough data | Not enough data | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | Not enough data | ### Data Visualization | Product | Score | Reviews | |---|---|---| | **Looker** | 8.2/10 | 744 | | **XGBoost** | N/A | N/A | | **Weka** | N/A | N/A | | **Google Cloud TPU** | N/A | N/A | #### Reports | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Reports Interface** | 8.6 (679 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Graphs and Charts** | 8.2 (672 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Score Cards** | 8.3 (529 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Dashboards** | 8.7 (674 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Reports | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Reports Interface** | 8.5 (111 reviews) | Not enough data | Not enough data | Not enough data | | **Share Reports** | 8.5 (108 reviews) | Not enough data | Not enough data | Not enough data | | **Steps to Answer** | 8.0 (103 reviews) | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **AI Text Generation** | 7.0 (100 reviews) | Not enough data | Not enough data | Not enough data | | **AI Text Summarization** | 7.1 (100 reviews) | Not enough data | Not enough data | Not enough data | #### Visualization | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Graphs and Charts** | 8.5 (115 reviews) | Not enough data | Not enough data | Not enough data | | **Score Cards** | 8.4 (110 reviews) | Not enough data | Not enough data | Not enough data | | **Dashboards** | 8.7 (115 reviews) | Not enough data | Not enough data | Not enough data | | **Formats** | 8.3 (109 reviews) | Not enough data | Not enough data | Not enough data | #### Data Updates | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Historical Snapshots** | 8.1 (107 reviews) | Not enough data | Not enough data | Not enough data | | **Real-Time Updating** | 8.3 (106 reviews) | Not enough data | Not enough data | Not enough data | #### Collaboration | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Sharing** | 8.4 (108 reviews) | Not enough data | Not enough data | Not enough data | | **Co-Editing** | 8.0 (106 reviews) | Not enough data | Not enough data | Not enough data | | **Devices** | 8.0 (102 reviews) | Not enough data | Not enough data | Not enough data | #### Data Updates | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Historical Snapshots** | 7.8 (137 reviews) | Not enough data | Not enough data | Not enough data | | **Real-Time Updating** | 8.1 (142 reviews) | Not enough data | Not enough data | Not enough data | | **Email Reports** | 8.5 (144 reviews) | Not enough data | Not enough data | Not enough data | ### Analytics Platforms | Product | Score | Reviews | |---|---|---| | **Looker** | 7.9/10 | 800 | | **XGBoost** | N/A | N/A | | **Weka** | N/A | N/A | | **Google Cloud TPU** | N/A | N/A | #### Reports | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Reports Interface** | 8.6 (679 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Graphs and Charts** | 8.2 (672 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Score Cards** | 8.3 (529 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Dashboards** | 8.7 (674 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Data Preparation | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Connectors** | 8.3 (293 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Governance** | 8.3 (264 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Data Modeling and Blending | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Data Querying** | 8.5 (313 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Filtering** | 8.7 (334 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Blending** | 8.4 (310 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **AI Text Generation** | 7.1 (88 reviews) | Not enough data | Not enough data | Not enough data | | **AI Text Summarization** | 7.1 (86 reviews) | Not enough data | Not enough data | Not enough data | #### Agentic AI - Analytics Platforms | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Autonomous Task Execution** | 7.2 (40 reviews) | Not enough data | Not enough data | Not enough data | | **Multi-step Planning** | 7.4 (39 reviews) | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | 7.3 (40 reviews) | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | 7.1 (40 reviews) | Not enough data | Not enough data | Not enough data | | **Natural Language Interaction** | 7.3 (40 reviews) | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | 7.4 (39 reviews) | Not enough data | Not enough data | Not enough data | | **Decision Making** | 7.6 (38 reviews) | Not enough data | Not enough data | Not enough data | #### Self Service | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Calculated Fields** | 8.4 (626 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Column Filtering** | 8.6 (646 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Discovery** | 8.4 (615 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Search** | 8.1 (616 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Collaboration / Workflow** | 8.4 (592 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Automodeling** | 7.7 (501 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Deployment & Integration - Analytics Platforms | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **No-code Dashboard Builder** | 8.0 (39 reviews) | Not enough data | Not enough data | Not enough data | | **Report Scheduling and Automation** | 8.4 (43 reviews) | Not enough data | Not enough data | Not enough data | | **Embedded Analytics and White-labeling** | 7.7 (35 reviews) | Not enough data | Not enough data | Not enough data | | **Data Source Connectivity** | 8.3 (50 reviews) | Not enough data | Not enough data | Not enough data | #### Advanced Analytics | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Predictive Analytics** | 7.6 (430 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Visualization** | 8.4 (643 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Big Data Services** | 8.0 (516 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Performance & Scalability - Analytics Platforms | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Large data handling and Query Speed** | 7.2 (55 reviews) | Not enough data | Not enough data | Not enough data | | **Concurrent User Support** | 8.0 (36 reviews) | Not enough data | Not enough data | Not enough data | #### Advanced Analytics & Modeling - Analytics Platforms | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Data Modeling and Governance** | 8.1 (43 reviews) | Not enough data | Not enough data | Not enough data | | **Notebook and Script Integration** | 7.1 (34 reviews) | Not enough data | Not enough data | Not enough data | | **Built-in Predictive and Statistical Models** | 7.3 (35 reviews) | Not enough data | Not enough data | Not enough data | #### Agentic AI Capabilities - Analytics Platforms | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Auto-generated Insights and Narratives** | 7.1 (34 reviews) | Not enough data | Not enough data | Not enough data | | **Natural Language Queries** | 7.5 (36 reviews) | Not enough data | Not enough data | Not enough data | | **Proactive KPI Monitoring and Alerts** | 7.6 (34 reviews) | Not enough data | Not enough data | Not enough data | | **AI Agents for Analytical Follow-ups** | 7.3 (34 reviews) | Not enough data | Not enough data | Not enough data | #### Personalized Intelligence - Analytics Platforms | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Behavioral Learning for Contextual Query Refinement** | 7.5 (34 reviews) | Not enough data | Not enough data | Not enough data | | **Role-based Insight Personalization** | 7.2 (35 reviews) | Not enough data | Not enough data | Not enough data | | **Conversational and Prompt-based Analytics** | 7.5 (34 reviews) | Not enough data | Not enough data | Not enough data | #### Building Reports | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Data Transformation** | 8.3 (386 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Modeling** | 8.3 (403 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **WYSIWYG Report Design** | 8.0 (357 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Integration APIs** | 8.1 (331 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | ### Embedded Business Intelligence | Product | Score | Reviews | |---|---|---| | **Looker** | 8.4/10 | 770 | | **XGBoost** | N/A | N/A | | **Weka** | N/A | N/A | | **Google Cloud TPU** | N/A | N/A | #### Reports | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Reports Interface** | 8.6 (679 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Graphs and Charts** | 8.2 (672 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Score Cards** | 8.3 (529 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Dashboards** | 8.7 (674 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Self Service | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Calculated Fields** | 8.4 (626 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Column Filtering** | 8.6 (646 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Discovery** | 8.4 (615 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Search** | 8.1 (616 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Collaboration / Workflow** | 8.4 (592 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Automodeling** | 7.7 (501 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Building Reports | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Data Transformation** | 8.3 (386 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Modeling** | 8.3 (403 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **WYSIWYG Report Design** | 8.0 (357 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Integration APIs** | 8.1 (331 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | ### Digital Analytics | Product | Score | Reviews | |---|---|---| | **Looker** | 8.4/10 | 324 | | **XGBoost** | N/A | N/A | | **Weka** | N/A | N/A | | **Google Cloud TPU** | N/A | N/A | #### Metrics | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Sessions - Digital Analytics** | 8.8 (238 reviews) | Not enough data | Not enough data | Not enough data | | **Engagement** | 8.7 (238 reviews) | Not enough data | Not enough data | Not enough data | | **Entry and Exit Pages** | 8.4 (224 reviews) | Not enough data | Not enough data | Not enough data | | **Standard Event Tracking** | 8.3 (226 reviews) | Not enough data | Not enough data | Not enough data | | **Custom Event Tracking** | 8.4 (215 reviews) | Not enough data | Not enough data | Not enough data | | **Retention** | 8.3 (224 reviews) | Not enough data | Not enough data | Not enough data | | **Return** | 8.4 (219 reviews) | Not enough data | Not enough data | Not enough data | | **Conversions** | 8.5 (230 reviews) | Not enough data | Not enough data | Not enough data | | **Funnels** | 8.3 (223 reviews) | Not enough data | Not enough data | Not enough data | #### Reporting | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Real-Time Reporting** | 8.4 (242 reviews) | Not enough data | Not enough data | Not enough data | | **Trending** | Feature Not Available | Not enough data | Not enough data | Not enough data | | **Retroactive Reporting** | 8.6 (242 reviews) | Not enough data | Not enough data | Not enough data | | **Segmentation** | 8.5 (245 reviews) | Not enough data | Not enough data | Not enough data | | **Mobile Reporting** | 8.1 (199 reviews) | Not enough data | Not enough data | Not enough data | | **Unification Across Devices** | 8.4 (205 reviews) | Not enough data | Not enough data | Not enough data | | **Custom Reports and Dashboards** | 9.0 (254 reviews) | Not enough data | Not enough data | Not enough data | #### Other | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **User Data** | 8.7 (226 reviews) | Not enough data | Not enough data | Not enough data | | **Site Search Reporting** | 8.6 (209 reviews) | Not enough data | Not enough data | Not enough data | | **Load Time Monitoring** | 8.4 (201 reviews) | Not enough data | Not enough data | Not enough data | | **Campaign Tracking** | 8.7 (215 reviews) | Not enough data | Not enough data | Not enough data | | **E-Commerce** | 8.7 (207 reviews) | Not enough data | Not enough data | Not enough data | | **Promotional Messages** | 8.2 (179 reviews) | Not enough data | Not enough data | Not enough data | | **Administration Alerts** | 8.3 (191 reviews) | Not enough data | Not enough data | Not enough data | #### Agentic AI - Digital Analytics | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Autonomous Task Execution** | 7.4 (15 reviews) | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | 7.8 (15 reviews) | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | 7.8 (16 reviews) | Not enough data | Not enough data | Not enough data | | **Decision Making** | 7.9 (16 reviews) | Not enough data | Not enough data | Not enough data | #### Administration | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **API / Integrations** | 8.4 (218 reviews) | Not enough data | Not enough data | Not enough data | | **QA Testing** | 8.3 (193 reviews) | Not enough data | Not enough data | Not enough data | | **Performance and Reliability** | 8.5 (245 reviews) | Not enough data | Not enough data | Not enough data | | **User, Role, and Access Management** | 8.6 (239 reviews) | Not enough data | Not enough data | Not enough data | ### Machine Learning | Product | Score | Reviews | |---|---|---| | **Looker** | N/A | N/A | | **XGBoost** | N/A | N/A | | **Weka** | N/A | N/A | | **Google Cloud TPU** | 9.3/10 | 14 | #### Integration - Machine Learning | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Integration** | Not enough data | Not enough data | Not enough data | 9.4 (8 reviews) | #### Learning - Machine Learning | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Training Data** | Not enough data | Not enough data | Not enough data | 9.2 (10 reviews) | | **Actionable Insights** | Not enough data | Not enough data | Not enough data | Not enough data | | **Algorithm** | Not enough data | Not enough data | Not enough data | Not enough data | ### Sales Analytics | Product | Score | Reviews | |---|---|---| | **Looker** | 8.1/10 | 260 | | **XGBoost** | N/A | N/A | | **Weka** | N/A | N/A | | **Google Cloud TPU** | N/A | N/A | #### Agentic AI - Sales Analytics | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Autonomous Task Execution** | 7.0 (11 reviews) | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | 7.6 (11 reviews) | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | 6.7 (11 reviews) | Not enough data | Not enough data | Not enough data | | **Natural Language Interaction** | 7.4 (12 reviews) | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | 7.3 (11 reviews) | Not enough data | Not enough data | Not enough data | #### Data Sourcing | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Data Sourcing** | 8.8 (203 reviews) | Not enough data | Not enough data | Not enough data | | **Exporting & Sharing Data** | 8.8 (221 reviews) | Not enough data | Not enough data | Not enough data | | **Multi-Device Data Visualization** | 8.6 (188 reviews) | Not enough data | Not enough data | Not enough data | | **Interactive Dashboards** | 8.8 (225 reviews) | Not enough data | Not enough data | Not enough data | | **Data Segmentation** | 8.7 (209 reviews) | Not enough data | Not enough data | Not enough data | #### Predictive Analytics | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Lead Scoring** | 8.3 (153 reviews) | Not enough data | Not enough data | Not enough data | | **Opportunity Scoring** | 8.2 (149 reviews) | Not enough data | Not enough data | Not enough data | | **Risk Analysis** | 8.2 (147 reviews) | Not enough data | Not enough data | Not enough data | | **Live Forecasting** | 8.0 (164 reviews) | Not enough data | Not enough data | Not enough data | #### Sales Management | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Live Pipeline Management** | 8.4 (161 reviews) | Not enough data | Not enough data | Not enough data | | **Sales Gamification** | 8.2 (140 reviews) | Not enough data | Not enough data | Not enough data | | **Account-Based Analytics** | 8.6 (170 reviews) | Not enough data | Not enough data | Not enough data | | **Activity Tracking** | 8.7 (168 reviews) | Not enough data | Not enough data | Not enough data | ### Marketing Analytics | Product | Score | Reviews | |---|---|---| | **Looker** | 8.2/10 | 310 | | **XGBoost** | N/A | N/A | | **Weka** | N/A | N/A | | **Google Cloud TPU** | N/A | N/A | #### Marketing Operations | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **ROI Tracking** | 8.6 (221 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Data Collection** | 8.7 (240 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Customer Insights** | 8.5 (227 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Multi-User Access** | 8.9 (244 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Spend Management** | 8.3 (129 reviews) | Not enough data | Not enough data | Not enough data | | **White Label** | Feature Not Available | Not enough data | Not enough data | Not enough data | #### Campaign Activity | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Campaign Insights** | 8.6 (230 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Reports and Dashboards** | 8.8 (260 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Campaign Stickiness** | 8.5 (212 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Multichannel Tracking** | 8.5 (213 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Brand Optimization** | 8.4 (199 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | | **Predictive Analytics** | 7.9 (120 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | #### Agentic AI - Marketing Analytics | Feature | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Autonomous Task Execution** | 6.8 (14 reviews) | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | 7.5 (14 reviews) | Not enough data | Not enough data | Not enough data | | **Proactive Assistance** | 7.3 (14 reviews) | Not enough data | Not enough data | Not enough data | --- ## Categories **Unique to Looker (6):** [Sales Analytics Software](https://www.g2.com/categories/sales-analytics), [Marketing Analytics Software](https://www.g2.com/categories/marketing-analytics), [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Digital Analytics Software](https://www.g2.com/categories/digital-analytics), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools) **Unique to XGBoost (1):** [Machine Learning Software](https://www.g2.com/categories/machine-learning) **Unique to Weka (1):** [Machine Learning Software](https://www.g2.com/categories/machine-learning) **Unique to Google Cloud TPU (1):** [Machine Learning Software](https://www.g2.com/categories/machine-learning) --- ## Reviewer Demographics ### By Company Size | Segment | Looker | XGBoost | Weka | Google Cloud TPU | |---|---|---|---|---| | **Small-Business** | 19.3% | 50.0% | 0% | 40.6% | | **Mid-Market** | 60.7% | 16.7% | 23.1% | 37.5% | | **Enterprise** | 20.0% | 33.3% | 76.9% | 21.9% | ### By Industry #### Looker - **Computer Software:** 11.4% - **Information Technology and Services:** 11.1% - **Marketing and Advertising:** 8.3% - **Financial Services:** 7.4% - **Internet:** 6.0% - **Retail:** 5.0% - **Food & Beverages:** 2.3% - **Consumer Goods:** 2.1% - **Health, Wellness and Fitness:** 2.1% - **Hospital & Health Care:** 2.1% - **Other:** 41.9% #### XGBoost - **Computer Software:** 25.0% - **Financial Services:** 16.7% - **Research:** 8.3% - **Marketing and Advertising:** 8.3% - **Information Technology and Services:** 8.3% - **Higher Education:** 8.3% - **Consumer Goods:** 8.3% - **Consumer Electronics:** 8.3% - **Building Materials:** 8.3% #### Weka - **Higher Education:** 30.8% - **Information Technology and Services:** 15.4% - **Research:** 7.7% - **Real Estate:** 7.7% - **Management Consulting:** 7.7% - **Education Management:** 7.7% - **Design:** 7.7% - **Computer Software:** 7.7% - **Computer & Network Security:** 7.7% #### Google Cloud TPU - **Financial Services:** 12.5% - **Education Management:** 9.4% - **Banking:** 6.3% - **Computer & Network Security:** 6.3% - **Entertainment:** 6.3% - **Hospitality:** 6.3% - **Information Technology and Services:** 6.3% - **Marketing and Advertising:** 6.3% - **Research:** 6.3% - **Transportation/Trucking/Railroad:** 6.3% - **Other:** 28.1% --- ## Alternatives ### Alternatives to Looker - [Mode](https://www.g2.com/products/mode-mode/reviews) — 4.5/5 stars (330 reviews) - [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) — 4.2/5 stars (285 reviews) - [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1057 reviews) - [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) - [Grow.com](https://www.g2.com/products/grow-com/reviews) — 4.3/5 stars (274 reviews) - [Toucan](https://www.g2.com/products/toucan/reviews) — 4.7/5 stars (182 reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3650 reviews) - [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews) - [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (691 reviews) ### Alternatives to XGBoost - [scikit-learn](https://www.g2.com/products/scikit-learn/reviews) — 4.8/5 stars (60 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5561 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1943 reviews) - [Phrase](https://www.g2.com/products/phrase-phrase/reviews) — 4.5/5 stars (1278 reviews) - [DigitalOcean](https://www.g2.com/products/digitalocean/reviews) — 4.6/5 stars (748 reviews) ### Alternatives to Weka - [scikit-learn](https://www.g2.com/products/scikit-learn/reviews) — 4.8/5 stars (60 reviews) - [machine-learning in Python](https://www.g2.com/products/machine-learning-in-python/reviews) — 4.6/5 stars (50 reviews) - [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5561 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1943 reviews) - [Phrase](https://www.g2.com/products/phrase-phrase/reviews) — 4.5/5 stars (1278 reviews) ### Alternatives to Google Cloud TPU - [scikit-learn](https://www.g2.com/products/scikit-learn/reviews) — 4.8/5 stars (60 reviews) - [Amazon Personalize](https://www.g2.com/products/amazon-personalize/reviews) — 4.3/5 stars (32 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5561 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1943 reviews) - [Phrase](https://www.g2.com/products/phrase-phrase/reviews) — 4.5/5 stars (1278 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews) - [DigitalOcean](https://www.g2.com/products/digitalocean/reviews) — 4.6/5 stars (748 reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) --- ## Top Discussions ### Looker - Title: [Is looker an ETL tool?](https://www.g2.com/discussions/is-looker-an-etl-tool) — 3 comments > **Top comment:** "After so many attempts in getting my funds back which I lost to a fake platform called mycoinbanking.com I lost the total of $348.000. I needed the profit..." - Title: [Best way to start on visualizations?](https://www.g2.com/discussions/24831-best-way-to-start-on-visualizations) — 2 comments, 1 upvote > **Top comment:** "Looker has a built-in set of visualizations that you can automatically apply to any dataset that they work with. Once you setup your initial connection to a..." - Title: [What is Looker used for?](https://www.g2.com/discussions/what-is-looker-used-for) — 1 comment > **Top comment:** "Looker is used to explore, analyze, and visualize data. It helps create dashboards and reports to understand business performance and make better decisions...." - Title: [How do I know where in my SQL errors are?](https://www.g2.com/discussions/how-do-i-know-where-in-my-sql-errors-are) — 1 comment, 1 upvote > **Top comment:** "Hey Carlos! I'm Izzy, the Looker Community manager. Yeah, especially in huge SQL queries it can be hard to figure out exactly where the issue lies. That..." - Title: [Multi-brand implementation](https://www.g2.com/discussions/multi-brand-implementation) — 1 comment, 1 upvote > **Top comment:** "Hey Brian! I'm Izzy, the Looker Community manager. There's 2 components here (well, a few more, but 2 high-level ones). Folder/content access and..." ### XGBoost No discussions available for this product. ### Weka No discussions available for this product. ### Google Cloud TPU No discussions available for this product. --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/looker-vs-xgboost-vs-weka-vs-google-cloud-tpu)