# GoodData.AI vs Zap Data Hub Comparison
---
## AI Generated Summary
- **G2 reviewers report** that GoodData.AI excels in user experience, particularly with its **source wizard** which simplifies the process of connecting new data sources. Users appreciate how this feature makes setting up dashboards much less painful compared to previous tools.
- **Users say** that while both platforms offer a good user interface, Zap Data Hub stands out for its **slick and visually appealing design**. Reviewers find it easy to navigate, making it less daunting for users who may be new to business intelligence tools.
- **According to verified reviews** , GoodData.AI shines in providing **self-service analytics** , allowing teams to create their own dashboards without relying on IT. This feature has been described as a lifesaver for marketing teams needing quick access to campaign performance data.
- **Reviewers mention** that Zap Data Hub is straightforward to use, with helpful **information icons** that guide users through the setup process. This aspect is particularly beneficial for those who may not have extensive technical expertise.
- **G2 reviewers highlight** that GoodData.AI's **data lineage visualization** is a game-changer, enabling users to trace metrics back through transformations. This feature has proven invaluable for ensuring data accuracy in dashboards.
- **Users report** that while both products have robust reporting capabilities, GoodData.AI's recent updates and features have garnered a higher overall satisfaction score, reflecting its commitment to continuous improvement and user needs.



| | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 605 | 46 | 
| **Largest Market Segment** | Mid-Market (43.7% of reviews) | Mid-Market (61.4% of reviews) | 
| **Entry Level Price** | Contact Us | No pricing available | 

---
## Top Pros & Cons

### GoodData.AI

Pros:
- Ease of Use (52 reviews)
- Data Visualization (34 reviews)

Cons:
- Learning Curve (28 reviews)
- Missing Features (19 reviews)

### Zap Data Hub

Pros:
- Ease of Use (9 reviews)
- Integrations (8 reviews)

Cons:
- Learning Curve (3 reviews)
- Complexity (2 reviews)

---
## Ratings Comparison
| Rating | GoodData.AI | Zap Data Hub | 
|---|---|---|
  | **Meets Requirements** | 8.4 (480 reviews) | 8.3 (39 reviews) | 
  | **Ease of Use** | 8.4 (441 reviews) | 8.0 (39 reviews) | 
  | **Ease of Setup** | 8.0 (382 reviews) | 8.1 (32 reviews) | 
  | **Ease of Admin** | 7.5 (265 reviews) | 8.8 (31 reviews) | 
  | **Quality of Support** | 8.8 (385 reviews) | 8.8 (37 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.4 (242 reviews) | 8.9 (31 reviews) | 
  | **Product Direction (% positive)** | 7.6 (476 reviews) | 8.5 (39 reviews) | 

---
## Pricing

### GoodData.AI

#### Entry-Level Pricing

Plan: Internal Analytics Professional

Price: Contact Us

Description: Per-user Pricing

Key Features:
- Platform Fee + number of users
- Unlimited users & data
- Annual Billing

[Browse all 4 editions](https://www.g2.com/products/gooddata-ai/pricing)

#### Free Trial

No

### Zap Data Hub

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.2/10 | 408 |
| **Zap Data Hub** | 8.3/10 | 33 |

#### Reports

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Reports Interface** | 8.6 (302 reviews) ✓ Verified | 8.5 (32 reviews) | 
| **Steps to Answer** | 8.3 (279 reviews) ✓ Verified | 7.6 (28 reviews) | 
| **Graphs and Charts** | 8.6 (299 reviews) ✓ Verified | 8.0 (29 reviews) | 
| **Score Cards** | 8.3 (269 reviews) ✓ Verified | 8.4 (26 reviews) | 
| **Dashboards** | 8.6 (306 reviews) ✓ Verified | 8.5 (29 reviews) | 

#### Self Service 

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Calculated Fields** | 8.2 (285 reviews) ✓ Verified | 8.0 (31 reviews) | 
| **Data Column Filtering** | 8.7 (289 reviews) ✓ Verified | 8.4 (30 reviews) | 
| **Data Discovery** | 8.4 (275 reviews) ✓ Verified | 8.3 (29 reviews) | 
| **Search** | 7.8 (261 reviews) | 7.3 (29 reviews) | 
| **Collaboration / Workflow** | 8.0 (269 reviews) ✓ Verified | 6.9 (26 reviews) | 
| **Automodeling** | 7.8 (243 reviews) | 7.4 (25 reviews) | 

#### Advanced Analytics

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Predictive Analytics** | 7.7 (243 reviews) ✓ Verified | Not enough data | 
| **Data Visualization** | 8.6 (294 reviews) ✓ Verified | Not enough data | 
| **Big Data Services** | 8.0 (253 reviews) ✓ Verified | Not enough data | 

#### Building Reports

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Data Transformation** | 7.7 (197 reviews) ✓ Verified | 8.7 (25 reviews) | 
| **Data Modeling** | 7.7 (198 reviews) ✓ Verified | 8.5 (24 reviews) | 
| **WYSIWYG Report Design** | 8.0 (188 reviews) ✓ Verified | 8.1 (23 reviews) | 
| **Integration APIs** | 7.9 (169 reviews) ✓ Verified | 7.9 (15 reviews) | 

#### Platform

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.4/10 | 455 |
| **Zap Data Hub** | N/A | N/A |

#### Reports

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Reports Interface** | 8.6 (302 reviews) ✓ Verified | 8.5 (32 reviews) | 
| **Steps to Answer** | 8.3 (279 reviews) ✓ Verified | 7.6 (28 reviews) | 
| **Graphs and Charts** | 8.6 (299 reviews) ✓ Verified | 8.0 (29 reviews) | 
| **Score Cards** | 8.3 (269 reviews) ✓ Verified | 8.4 (26 reviews) | 
| **Dashboards** | 8.6 (306 reviews) ✓ Verified | 8.5 (29 reviews) | 

#### Data Preparation

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Connectors** | 8.2 (197 reviews) ✓ Verified | Not enough data | 
| **Data Governance** | 8.2 (190 reviews) ✓ Verified | Not enough data | 

#### Data Modeling and Blending

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Data Querying** | 8.1 (225 reviews) ✓ Verified | Not enough data | 
| **Data Filtering** | 8.4 (241 reviews) ✓ Verified | Not enough data | 
| **Data Blending** | 8.1 (207 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **AI Text Generation** | 7.6 (114 reviews) | Not enough data | 
| **AI Text Summarization** | 7.6 (110 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Autonomous Task Execution** | 8.3 (26 reviews) | Not enough data | 
| **Multi-step Planning** | 9.0 (26 reviews) | Not enough data | 
| **Cross-system Integration** | 8.4 (24 reviews) | Not enough data | 
| **Adaptive Learning** | 8.7 (24 reviews) | Not enough data | 
| **Natural Language Interaction** | 8.8 (26 reviews) | Not enough data | 
| **Proactive Assistance** | 9.2 (25 reviews) | Not enough data | 
| **Decision Making** | 8.4 (23 reviews) | Not enough data | 

#### Self Service 

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Calculated Fields** | 8.2 (285 reviews) ✓ Verified | 8.0 (31 reviews) | 
| **Data Column Filtering** | 8.7 (289 reviews) ✓ Verified | 8.4 (30 reviews) | 
| **Data Discovery** | 8.4 (275 reviews) ✓ Verified | 8.3 (29 reviews) | 
| **Search** | 7.8 (261 reviews) | 7.3 (29 reviews) | 
| **Collaboration / Workflow** | 8.0 (269 reviews) ✓ Verified | 6.9 (26 reviews) | 
| **Automodeling** | 7.8 (243 reviews) | 7.4 (25 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **No-code Dashboard Builder** | 9.1 (23 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 8.6 (25 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 9.0 (28 reviews) | Not enough data | 
| **Data Source Connectivity** | 8.8 (27 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Predictive Analytics** | 7.7 (243 reviews) ✓ Verified | Not enough data | 
| **Data Visualization** | 8.6 (294 reviews) ✓ Verified | Not enough data | 
| **Big Data Services** | 8.0 (253 reviews) ✓ Verified | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Large data handling and Query Speed** | 9.0 (24 reviews) | Not enough data | 
| **Concurrent User Support** | 8.8 (25 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Data Modeling and Governance** | 8.5 (26 reviews) | Not enough data | 
| **Notebook and Script Integration** | 8.6 (27 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 9.0 (24 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 7.9 (23 reviews) | Not enough data | 
| **Natural Language Queries** | 8.9 (25 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.1 (27 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 8.5 (23 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 8.6 (23 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 8.9 (25 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 8.7 (26 reviews) | Not enough data | 

#### Building Reports

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Data Transformation** | 7.7 (197 reviews) ✓ Verified | 8.7 (25 reviews) | 
| **Data Modeling** | 7.7 (198 reviews) ✓ Verified | 8.5 (24 reviews) | 
| **WYSIWYG Report Design** | 8.0 (188 reviews) ✓ Verified | 8.1 (23 reviews) | 
| **Integration APIs** | 7.9 (169 reviews) ✓ Verified | 7.9 (15 reviews) | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.2/10 | 407 |
| **Zap Data Hub** | 8.3/10 | 33 |

#### Reports

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Reports Interface** | 8.6 (302 reviews) ✓ Verified | 8.5 (32 reviews) | 
| **Steps to Answer** | 8.3 (279 reviews) ✓ Verified | 7.6 (28 reviews) | 
| **Graphs and Charts** | 8.6 (299 reviews) ✓ Verified | 8.0 (29 reviews) | 
| **Score Cards** | 8.3 (269 reviews) ✓ Verified | 8.4 (26 reviews) | 
| **Dashboards** | 8.6 (306 reviews) ✓ Verified | 8.5 (29 reviews) | 

#### Self Service 

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Calculated Fields** | 8.2 (285 reviews) ✓ Verified | 8.0 (31 reviews) | 
| **Data Column Filtering** | 8.7 (289 reviews) ✓ Verified | 8.4 (30 reviews) | 
| **Data Discovery** | 8.4 (275 reviews) ✓ Verified | 8.3 (29 reviews) | 
| **Search** | 7.8 (261 reviews) | 7.3 (29 reviews) | 
| **Collaboration / Workflow** | 8.0 (269 reviews) ✓ Verified | 6.9 (26 reviews) | 
| **Automodeling** | 7.8 (243 reviews) | 7.4 (25 reviews) | 

#### Building Reports

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Data Transformation** | 7.7 (197 reviews) ✓ Verified | 8.7 (25 reviews) | 
| **Data Modeling** | 7.7 (198 reviews) ✓ Verified | 8.5 (24 reviews) | 
| **WYSIWYG Report Design** | 8.0 (188 reviews) ✓ Verified | 8.1 (23 reviews) | 
| **Integration APIs** | 7.9 (169 reviews) ✓ Verified | 7.9 (15 reviews) | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Zap Data Hub** | N/A | N/A |

#### Management

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Reporting** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Functionality

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Extraction** | Not enough data | Not enough data | 
| **Transformation** | Not enough data | Not enough data | 
| **Loading** | Not enough data | Not enough data | 
| **Automation** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Zap Data Hub** | 7.3/10 | 12 |

#### Data Management

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Data Integration** | Not enough data | 8.8 (12 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 7.8 (12 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 7.6 (11 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 7.6 (11 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 6.1 (9 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 6.7 (9 reviews) ✓ Verified | 

#### Integration

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 4.5 (10 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 6.8 (10 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | Feature Not Available | 

#### Deployment

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **On-Premise** | Not enough data | 7.3 (11 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 8.0 (10 reviews) ✓ Verified | 

#### Performance 

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Scalability** | Not enough data | 8.3 (11 reviews) ✓ Verified | 

#### Security

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Data Governance** | Not enough data | 7.6 (11 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 7.7 (11 reviews) ✓ Verified | 

#### Generative AI

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Data Warehouse Automation

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Zap Data Hub** | 6.9/10 | 6 |

#### Automation

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Workflow Automation** | Not enough data | 6.7 (6 reviews) | 
| **Multi-platform support** | Not enough data | 6.7 (6 reviews) | 
| **Data Management** | Not enough data | 7.5 (6 reviews) | 
| **Data Simplicity** | Not enough data | 7.8 (6 reviews) | 

#### Functionality

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Documentation management** | Not enough data | 6.4 (6 reviews) | 
| **Platform support** | Not enough data | 7.8 (6 reviews) | 
| **Template functionality** | Not enough data | 7.2 (6 reviews) | 

#### Administration

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Error Alerts** | Not enough data | 6.7 (6 reviews) | 
| **Service Automation** | Not enough data | 5.6 (6 reviews) | 
| **Workflow management** | Not enough data | 6.7 (6 reviews) | 

#### Agentic AI - Data Warehouse Automation

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Proactive Assistance** | Not enough data | Not enough data | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.8/10 | 22 |
| **Zap Data Hub** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | 8.8 (13 reviews) | Not enough data | 
| **Open API & SDK Integration** | 8.6 (15 reviews) | Not enough data | 

#### Data Connectivity & Federation - Semantic Layer Tools

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Cross-Source Query Federation** | 8.6 (16 reviews) | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | 8.9 (16 reviews) | Not enough data | 

#### Data Modeling & Metrics - Semantic Layer Tools

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Derived & Calculated Metrics** | 9.0 (16 reviews) | Not enough data | 
| **Time Intelligence Functions** | 8.8 (16 reviews) | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Query Caching & Acceleration** | 9.0 (16 reviews) | Not enough data | 
| **Adaptive Query Optimization** | 9.0 (13 reviews) | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **AI Governance & Observability** | 8.8 (13 reviews) | Not enough data | 
| **Metric Lineage for AI Training Data** | 8.6 (13 reviews) | Not enough data | 
| **Version Control & Change Impact Analysis** | 8.8 (16 reviews) | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Natural Language Query Interface** | 8.5 (13 reviews) | Not enough data | 
| **Semantic Layer for AI/ML Models** | 9.2 (14 reviews) | Not enough data | 
| **Recommendation Engine** | 8.6 (14 reviews) | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Agentic Query Orchestration** | 9.0 (14 reviews) | Not enough data | 
| **Contextual Reasoning Layer** | 9.1 (16 reviews) | Not enough data | 
| **Workflow Automation via Semantic Agents** | 9.1 (13 reviews) | Not enough data | 

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Zap Data Hub** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Data Source Connectivity** | Not enough data | Not enough data | 
| **Automated Data Preparation** | Not enough data | Not enough data | 

#### Autonomous Insight Generation - Agentic Analytics

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Continuous Pattern Detection** | Not enough data | Not enough data | 
| **Multi‑Step Reasoning** | Not enough data | Not enough data | 
| **Predictive & Prescriptive Analytics** | Not enough data | Not enough data | 

#### Interaction and Workflow - Agentic Analytics

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Natural Language Query and Conversational Analytics** | Not enough data | Not enough data | 
| **Action Triggering & Workflow Orchestration** | Not enough data | Not enough data | 
| **Explainability & Audit Trails** | Not enough data | Not enough data | 

#### AI Agent Management - Agentic Analytics

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Agent Configuration & Goals** | Not enough data | Not enough data | 
| **Continuous Learning & Feedback** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Zap Data Hub** | N/A | N/A |

#### Statistical Tool

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Scripting** | Not enough data | Not enough data | 
| **Data Mining** | Not enough data | Not enough data | 
| **Algorithms** | Not enough data | Not enough data | 

#### Data Analysis

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Analysis** | Not enough data | Not enough data | 
| **Data Interaction** | Not enough data | Not enough data | 

#### Decision Making

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Modeling** | Not enough data | Not enough data | 
| **Data Visualizations** | Not enough data | Not enough data | 
| **Report Generation** | Not enough data | Not enough data | 
| **Data Unification** | Not enough data | Not enough data | 

#### Generative AI

| Feature | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (1):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence)

**Unique to GoodData.AI (4):** [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics)

**Unique to Zap Data Hub (3):** [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [ETL Tools](https://www.g2.com/categories/etl-tools), [Data Warehouse Automation Software](https://www.g2.com/categories/data-warehouse-automation)


---
## Reviewer Demographics

### By Company Size

| Segment | GoodData.AI | Zap Data Hub | 
|---|---|---|
| **Small-Business** | 41.1% | 11.4% | 
| **Mid-Market** | 43.7% | 61.4% | 
| **Enterprise** | 15.2% | 27.3% | 

### By Industry

#### GoodData.AI

- **Computer Software:** 17.0%
- **Consumer Services:** 15.8%
- **Information Technology and Services:** 15.1%
- **Retail:** 5.2%
- **Marketing and Advertising:** 4.5%
- **Internet:** 3.9%
- **Financial Services:** 3.4%
- **Education Management:** 2.3%
- **Telecommunications:** 1.8%
- **Hospital & Health Care:** 1.6%
- **Other:** 29.4%

#### Zap Data Hub

- **Oil & Energy:** 13.6%
- **Consumer Goods:** 11.4%
- **Computer Software:** 9.1%
- **Manufacturing:** 6.8%
- **Food & Beverages:** 6.8%
- **Food Production:** 6.8%
- **Building Materials:** 4.5%
- **Mining & Metals:** 4.5%
- **Financial Services:** 4.5%
- **Apparel & Fashion:** 2.3%
- **Other:** 29.5%

---
## Alternatives

### Alternatives to GoodData.AI

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3658 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (816 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (474 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews)
- [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) — 4.2/5 stars (287 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1643 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1063 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)

### Alternatives to Zap Data Hub

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3658 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (474 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1063 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1643 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)

---
## Top Discussions

### GoodData.AI

- Title: [Is there any way to send .csv or Excel files to people on an automated basis?](https://www.g2.com/discussions/27530-is-there-any-way-to-send-csv-or-excel-files-to-people-on-an-automated-basis) — 2 comments
  > **Top comment:** "I don’t believe this functionality exists in GoodData. You can send the PDF reports generated or you could look at sending the reports directly from your..."
- Title: [send e-mails for users](https://www.g2.com/discussions/13774-send-e-mails-for-users) — 2 comments, 1 upvote
  > **Top comment:** "I believe you can use the API to grab the emails for registered users and then pass them to an email application. Some of this will depend on how you have..."
- Title: [What is the future of that platform?](https://www.g2.com/discussions/34286-what-is-the-future-of-that-platform) — 1 comment, 1 upvote
  > **Top comment:** "Hi - Thank you for your question! We just launched our new, API-first, fully managed analytics platform called GoodData Cloud a few weeks ago. You can get..."
- Title: [What is the best way to show the Community Post list and the topic inside a Community Post? How can you identify community post creator?](https://www.g2.com/discussions/30752-what-is-the-best-way-to-show-the-community-post-list-and-the-topic-inside-a-community-post-how-can-you-identify-community-post-creator) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Hi Disnie,

It is great when projects are active. Sometimes, it is really painful to go back and try to recategorize things according to the new rules and..."
- Title: [How can I better train my team in using good data?](https://www.g2.com/discussions/30717-how-can-i-better-train-my-team-in-using-good-data) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Hi Brittney,

To understand the full semantic data model of your data product can be sometimes overwhelming. I always suggest people start from the..."

### Zap Data Hub

No discussions available for this product.

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**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/gooddata-ai-vs-zap-data-hub)