# Azure Data Factory, dbt vs Google Cloud BigQuery Comparison

| | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.7 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 100 | 206 | 1,227 | 
| **Largest Market Segment** | Enterprise (59.6% of reviews) | Mid-Market (56.7% of reviews) | Enterprise (38.4% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | Free | 

---
## Top Pros & Cons

### Azure Data Factory

Pros:
- Data Integration (5 reviews)
- Ease of Use (5 reviews)

Cons:
- Debugging Difficulty (5 reviews)
- Difficult Debugging (4 reviews)

### dbt

Pros:
- Ease of Use (34 reviews)
- Features (21 reviews)

Cons:
- Limited Functionality (13 reviews)
- Dependency Issues (12 reviews)

### Google Cloud BigQuery

Pros:
- Ease of Use (129 reviews)
- Speed (126 reviews)

Cons:
- Expensive (112 reviews)
- Query Issues (65 reviews)

---
## Ratings Comparison
| Rating | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
  | **Meets Requirements** | 9.1 (77 reviews) | 9.2 (152 reviews) | 8.8 (625 reviews) | 
  | **Ease of Use** | 8.9 (79 reviews) | 9.0 (154 reviews) | 8.7 (642 reviews) | 
  | **Ease of Setup** | 9.0 (44 reviews) | 8.6 (93 reviews) | 8.7 (414 reviews) | 
  | **Ease of Admin** | 8.7 (31 reviews) | 8.5 (59 reviews) | 8.5 (225 reviews) | 
  | **Quality of Support** | 8.8 (72 reviews) | 8.8 (123 reviews) | 8.3 (567 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.1 (30 reviews) | 8.6 (53 reviews) | 8.6 (219 reviews) | 
  | **Product Direction (% positive)** | 9.8 (73 reviews) | 9.6 (138 reviews) | 9.3 (610 reviews) | 

---
## Pricing

### Azure Data Factory

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### dbt

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Google Cloud BigQuery

#### Entry-Level Pricing

Plan: Free

Price: Free

Description: New customers get $300 in free Google Cloud credits to spend on BigQuery with free trial sign-up. 

Key Features:
- 10 GB storage
- Up to 1 TB queries per month

[Browse all 5 editions](https://www.g2.com/products/google-cloud-bigquery/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Reports

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | Not enough data | 
| **Steps to Answer** | Not enough data | Not enough data | Not enough data | 
| **Graphs and Charts** | Not enough data | Not enough data | Not enough data | 
| **Score Cards** | Not enough data | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | Not enough data | 

#### Self Service 

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | Not enough data | 
| **Data Column Filtering** | Not enough data | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 
| **Search** | Not enough data | Not enough data | Not enough data | 
| **Collaboration / Workflow** | Not enough data | Not enough data | Not enough data | 
| **Automodeling** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 
| **Big Data Services** | Not enough data | Not enough data | Not enough data | 

#### Building Reports

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | 8.7/10 | 58 |
| **Google Cloud BigQuery** | N/A | N/A |

#### Data Source Access

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Breadth of Data Sources** | Not enough data | 8.8 (47 reviews) | Not enough data | 
| **Ease of Data Connectivity** | Not enough data | 9.2 (51 reviews) | Not enough data | 
| **API Connectivity** | Not enough data | 8.6 (42 reviews) | Not enough data | 

#### Data Interaction

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Profiling and Classification** | Not enough data | 8.3 (41 reviews) | Not enough data | 
| **Metadata Management** | Not enough data | 8.6 (45 reviews) | Not enough data | 
| **Data Modeling** | Not enough data | 9.0 (51 reviews) | Not enough data | 
| **Data Joining** | Not enough data | 9.1 (49 reviews) | Not enough data | 
| **Data Blending** | Not enough data | 9.1 (43 reviews) | Not enough data | 
| **Data Quality and Cleansing** | Not enough data | 9.4 (49 reviews) | Not enough data | 
| **Data Sharing** | Not enough data | 8.7 (48 reviews) | Not enough data | 
| **Data Governance** | Not enough data | 8.7 (46 reviews) | Not enough data | 

#### Data Exporting

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Breadth of Integrations** | Not enough data | 8.5 (42 reviews) | Not enough data | 
| **Ease of Integrations** | Not enough data | 8.7 (45 reviews) | Not enough data | 
| **Data Workflows** | Not enough data | 9.1 (46 reviews) | Not enough data | 

#### Generative AI

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 6.5 (27 reviews) | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | 9.0/10 | 62 |
| **dbt** | 9.1/10 | 49 |
| **Google Cloud BigQuery** | 8.9/10 | 129 |

#### Management

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Reporting** | 8.6 (50 reviews) | Feature Not Available | 8.5 (114 reviews) | 
| **Auditing** | 8.4 (46 reviews) | 8.3 (39 reviews) | 8.3 (112 reviews) | 

#### Functionality

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Extraction** | 9.2 (56 reviews) | Feature Not Available | 8.9 (113 reviews) | 
| **Transformation** | 9.1 (54 reviews) | 9.3 (47 reviews) | 9.1 (116 reviews) | 
| **Loading** | 9.4 (52 reviews) | Feature Not Available | 9.0 (117 reviews) | 
| **Automation** | 9.2 (54 reviews) | 9.4 (42 reviews) | 8.8 (117 reviews) | 
| **Scalability** | 9.1 (51 reviews) | 9.2 (39 reviews) | 9.3 (115 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 271 |

#### Data Management

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Integration** | Not enough data | Not enough data | 8.9 (219 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | Not enough data | 8.2 (200 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | Not enough data | 8.8 (208 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | Not enough data | 8.5 (211 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | Not enough data | 8.2 (194 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | Not enough data | 8.6 (191 reviews) ✓ Verified | 

#### Integration

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **AI/ ML Integration** | Not enough data | Not enough data | 8.5 (195 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | Not enough data | 8.5 (208 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | Not enough data | 8.5 (191 reviews) ✓ Verified | 

#### Deployment

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **On-Premise** | Not enough data | Not enough data | 7.7 (177 reviews) ✓ Verified | 
| **Cloud** | Not enough data | Not enough data | 9.1 (218 reviews) ✓ Verified | 

#### Performance 

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Scalability** | Not enough data | Not enough data | 9.1 (230 reviews) ✓ Verified | 

#### Security

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Governance** | Not enough data | Not enough data | 8.8 (199 reviews) ✓ Verified | 
| **Data Security** | Not enough data | Not enough data | 9.1 (206 reviews) ✓ Verified | 

#### Generative AI

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.5 (117 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.6 (114 reviews) | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Google Cloud BigQuery** | 8.7/10 | 77 |

#### Storage

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Model** | Not enough data | Not enough data | 9.0 (66 reviews) | 
| **Data Types** | Not enough data | Not enough data | 8.7 (66 reviews) | 

#### Availability

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Auto Sharding** | Not enough data | Not enough data | 8.3 (58 reviews) | 
| **Auto Recovery** | Not enough data | Not enough data | 8.5 (62 reviews) | 
| **Data Replication** | Not enough data | Not enough data | 8.5 (64 reviews) | 

#### Performance

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Integrated Cache** | Not enough data | Not enough data | 8.5 (61 reviews) | 

#### Security

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Role-Based Authorization** | Not enough data | Not enough data | 8.7 (67 reviews) | 
| **Authentication** | Not enough data | Not enough data | 8.7 (65 reviews) | 
| **Audit Logs** | Not enough data | Not enough data | 8.4 (66 reviews) | 
| **Encryption** | Not enough data | Not enough data | 8.6 (61 reviews) | 

#### Support

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Multi-Model** | Not enough data | Not enough data | 8.7 (62 reviews) | 
| **Operating Systems** | Not enough data | Not enough data | 8.8 (62 reviews) | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | 8.2/10 | 68 |
| **Google Cloud BigQuery** | N/A | N/A |

#### Data Management

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Integration** | Not enough data | 9.3 (54 reviews) | Not enough data | 
| **Metadata** | Not enough data | 9.1 (53 reviews) | Not enough data | 
| **Self-service** | Not enough data | 9.1 (51 reviews) | Not enough data | 
| **Automated workflows** | Not enough data | 9.3 (51 reviews) | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | 7.5 (8 reviews) | Not enough data | 
| **Multi-step Planning** | Not enough data | 7.4 (7 reviews) | Not enough data | 
| **Cross-system Integration** | Not enough data | 8.3 (10 reviews) | Not enough data | 
| **Adaptive Learning** | Not enough data | 8.1 (9 reviews) | Not enough data | 
| **Decision Making** | Not enough data | 8.5 (9 reviews) | Not enough data | 

#### Analytics

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Analytics capabilities** | Not enough data | 8.8 (49 reviews) | Not enough data | 
| **Dasboard visualizations** | Not enough data | 7.3 (34 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Observability** | Not enough data | 8.7 (43 reviews) | Not enough data | 
| **Testing capabilities** | Not enough data | 8.9 (52 reviews) | Not enough data | 

#### Cloud Deployment

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Hybrid cloud support** | Not enough data | 8.7 (37 reviews) | Not enough data | 
| **Cloud migration capabilities** | Not enough data | 8.8 (29 reviews) | Not enough data | 

#### Generative AI

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 5.7 (12 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 6.0 (12 reviews) | Not enough data | 

### Data Warehouse Automation

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | 8.7/10 | 42 |
| **Google Cloud BigQuery** | N/A | N/A |

#### Automation

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Workflow Automation** | Not enough data | 8.8 (35 reviews) | Not enough data | 
| **Multi-platform support** | Not enough data | 8.3 (32 reviews) | Not enough data | 
| **Data Management** | Not enough data | 8.6 (35 reviews) | Not enough data | 
| **Data Simplicity** | Not enough data | Feature Not Available | Not enough data | 

#### Functionality

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Documentation management** | Not enough data | 8.6 (34 reviews) | Not enough data | 
| **Platform support** | Not enough data | 8.6 (34 reviews) | Not enough data | 
| **Template functionality** | Not enough data | 8.4 (34 reviews) | Not enough data | 

#### Administration

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Error Alerts** | Not enough data | 8.5 (38 reviews) | Not enough data | 
| **Service Automation** | Not enough data | 8.9 (34 reviews) | Not enough data | 
| **Workflow management** | Not enough data | 9.2 (36 reviews) | Not enough data | 

#### Agentic AI - Data Warehouse Automation

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Google Cloud BigQuery** | 9.0/10 | 25 |

#### Centralized computation

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Centralized Computation** | Not enough data | Not enough data | 8.8 (20 reviews) | 

#### Localized computation

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Localized computation** | Not enough data | Not enough data | 8.2 (21 reviews) | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | Not enough data | Not enough data | Not enough data | 
| **Open API & SDK Integration** | Not enough data | Not enough data | Not enough data | 

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

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Cross-Source Query Federation** | Not enough data | Not enough data | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | Not enough data | Not enough data | Not enough data | 

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

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Derived & Calculated Metrics** | Not enough data | Not enough data | Not enough data | 
| **Time Intelligence Functions** | Not enough data | Not enough data | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Query Caching & Acceleration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | Not enough data | Not enough data | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Governance & Observability** | Not enough data | Not enough data | Not enough data | 
| **Metric Lineage for AI Training Data** | Not enough data | Not enough data | Not enough data | 
| **Version Control & Change Impact Analysis** | Not enough data | Not enough data | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Natural Language Query Interface** | Not enough data | Not enough data | Not enough data | 
| **Semantic Layer for AI/ML Models** | Not enough data | Not enough data | Not enough data | 
| **Recommendation Engine** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Agentic Query Orchestration** | Not enough data | Not enough data | Not enough data | 
| **Contextual Reasoning Layer** | Not enough data | Not enough data | Not enough data | 
| **Workflow Automation via Semantic Agents** | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 81 |

#### Statistical Tool

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Scripting** | Not enough data | Not enough data | 8.6 (75 reviews) | 
| **Data Mining** | Not enough data | Not enough data | 8.9 (75 reviews) | 
| **Algorithms** | Not enough data | Not enough data | 8.8 (77 reviews) | 

#### Data Analysis

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Analysis** | Not enough data | Not enough data | 9.2 (76 reviews) | 
| **Data Interaction** | Not enough data | Not enough data | 9.1 (76 reviews) | 

#### Decision Making

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Modeling** | Not enough data | Not enough data | 8.8 (77 reviews) | 
| **Data Visualizations** | Not enough data | Not enough data | 8.7 (74 reviews) | 
| **Report Generation** | Not enough data | Not enough data | 8.7 (77 reviews) | 
| **Data Unification** | Not enough data | Not enough data | 8.7 (74 reviews) | 

#### Generative AI

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.5 (47 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.7 (47 reviews) | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Google Cloud BigQuery** | 8.9/10 | 71 |

#### Marketing Operations

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **ROI Tracking** | Not enough data | Not enough data | 8.8 (63 reviews) | 
| **Data Collection** | Not enough data | Not enough data | 9.2 (62 reviews) | 
| **Customer Insights** | Not enough data | Not enough data | 9.0 (62 reviews) | 
| **Multi-User Access** | Not enough data | Not enough data | 9.3 (63 reviews) | 
| **Spend Management** | Not enough data | Not enough data | 8.8 (61 reviews) | 
| **White Label** | Not enough data | Not enough data | 8.4 (60 reviews) | 

#### Campaign Activity

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Campaign Insights** | Not enough data | Not enough data | 9.0 (65 reviews) | 
| **Reports and Dashboards** | Not enough data | Not enough data | 9.4 (65 reviews) | 
| **Campaign Stickiness** | Not enough data | Not enough data | 8.6 (62 reviews) | 
| **Multichannel Tracking** | Not enough data | Not enough data | 9.2 (59 reviews) | 
| **Brand Optimization** | Not enough data | Not enough data | 8.9 (60 reviews) | 
| **Predictive Analytics** | Not enough data | Not enough data | 9.0 (62 reviews) | 

#### Agentic AI - Marketing Analytics

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 8.5 (13 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 9.5 (14 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 8.2 (13 reviews) | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Google Cloud BigQuery** | 8.7/10 | 207 |

#### Database

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Real-Time Data Collection** | Not enough data | Not enough data | 8.7 (166 reviews) | 
| **Data Distribution** | Not enough data | Not enough data | 8.9 (164 reviews) | 
| **Data Lake** | Not enough data | Not enough data | 8.7 (159 reviews) | 

#### Integrations

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | Not enough data | 8.3 (127 reviews) | 
| **Spark Integration** | Not enough data | Not enough data | 8.5 (124 reviews) | 

#### Platform

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Machine Scaling** | Not enough data | Not enough data | 8.8 (141 reviews) | 
| **Data Preparation** | Not enough data | Not enough data | 8.8 (156 reviews) | 
| **Spark Integration** | Not enough data | Not enough data | 8.5 (124 reviews) | 

#### Processing

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Cloud Processing** | Not enough data | Not enough data | 9.2 (159 reviews) | 
| **Workload Processing** | Not enough data | Not enough data | 9.0 (152 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | 8.8/10 | 42 |
| **Google Cloud BigQuery** | 8.5/10 | 322 |

#### Data Transformation

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.5 (32 reviews) | 8.8 (279 reviews) | 
| **Data Querying** | Not enough data | 9.4 (39 reviews) | 9.3 (288 reviews) | 

#### Connectivity

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | 8.4 (27 reviews) | 8.0 (245 reviews) | 
| **Spark Integration** | Not enough data | 8.6 (28 reviews) | 8.1 (244 reviews) | 
| **Multi-Source Analysis** | Not enough data | 8.5 (34 reviews) | 8.7 (273 reviews) | 
| **Data Lake** | Not enough data | 8.9 (31 reviews) | 8.7 (264 reviews) | 

#### Operations

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Feature Not Available | 8.4 (273 reviews) | 
| **Data Workflow** | Not enough data | 9.3 (38 reviews) | 8.6 (271 reviews) | 
| **Governed Discovery** | Not enough data | 8.6 (30 reviews) | 8.3 (249 reviews) | 
| **Embedded Analytics** | Not enough data | 8.7 (30 reviews) | 8.4 (256 reviews) | 
| **Notebooks** | Not enough data | 8.6 (30 reviews) | 8.5 (248 reviews) | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | 8.4/10 | 52 |
| **Google Cloud BigQuery** | N/A | N/A |

#### Functionality

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Identification** | Not enough data | 8.7 (40 reviews) | Not enough data | 
| **Correction** | Not enough data | 8.4 (37 reviews) | Not enough data | 
| **Normalization** | Not enough data | 8.7 (41 reviews) | Not enough data | 
| **Preventative Cleaning** | Not enough data | 8.2 (39 reviews) | Not enough data | 
| **Data Matching** | Not enough data | 8.4 (39 reviews) | Not enough data | 

#### Management

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Reporting** | Not enough data | 8.5 (41 reviews) | Not enough data | 
| **Automation** | Not enough data | 9.3 (43 reviews) | Not enough data | 
| **Quality Audits** | Not enough data | 8.9 (37 reviews) | Not enough data | 
| **Dashboard** | Not enough data | 8.1 (39 reviews) | Not enough data | 
| **Governance** | Not enough data | 8.4 (42 reviews) | Not enough data | 

#### Generative AI

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 6.2 (19 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 6.6 (19 reviews) | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Azure Data Factory** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Building Reports

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (2):** [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms)


**Unique to dbt (6):** [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Data Quality Tools](https://www.g2.com/categories/data-quality), [Data Warehouse Automation Software](https://www.g2.com/categories/data-warehouse-automation), [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools)

**Unique to Google Cloud BigQuery (7):** [Columnar Databases](https://www.g2.com/categories/columnar-databases), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Marketing Analytics Software](https://www.g2.com/categories/marketing-analytics), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Data Clean Room Software](https://www.g2.com/categories/data-clean-room)


---
## Reviewer Demographics

### By Company Size

| Segment | Azure Data Factory | dbt | Google Cloud BigQuery | 
|---|---|---|---|
| **Small-Business** | 11.7% | 27.1% | 27.5% | 
| **Mid-Market** | 28.7% | 56.7% | 34.1% | 
| **Enterprise** | 59.6% | 16.3% | 38.4% | 

### By Industry

#### Azure Data Factory

- **Information Technology and Services:** 31.6%
- **Computer Software:** 12.6%
- **Consulting:** 5.3%
- **Financial Services:** 5.3%
- **Airlines/Aviation:** 4.2%
- **Retail:** 4.2%
- **Hospital & Health Care:** 3.2%
- **Oil & Energy:** 2.1%
- **Education Management:** 2.1%
- **Logistics and Supply Chain:** 2.1%
- **Other:** 27.4%

#### dbt

- **Information Technology and Services:** 19.4%
- **Computer Software:** 16.9%
- **Financial Services:** 10.0%
- **Retail:** 5.0%
- **Marketing and Advertising:** 4.5%
- **Consumer Services:** 3.0%
- **Hospital & Health Care:** 3.0%
- **Insurance:** 2.5%
- **Automotive:** 2.0%
- **Telecommunications:** 2.0%
- **Other:** 31.8%

#### Google Cloud BigQuery

- **Information Technology and Services:** 15.2%
- **Computer Software:** 13.6%
- **Retail:** 7.1%
- **Financial Services:** 6.6%
- **Marketing and Advertising:** 5.2%
- **Consulting:** 3.5%
- **Telecommunications:** 2.8%
- **Banking:** 2.6%
- **Computer & Network Security:** 2.2%
- **Hospital & Health Care:** 1.9%
- **Other:** 39.1%

---
## Alternatives

### Alternatives to Azure Data Factory

- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (398 reviews)
- [AWS Glue](https://www.g2.com/products/aws-glue/reviews) — 4.3/5 stars (202 reviews)
- [Maia](https://www.g2.com/products/matillion-maia/reviews) — 4.4/5 stars (84 reviews)
- [IBM DataStage](https://www.g2.com/products/ibm-datastage/reviews) — 4.0/5 stars (73 reviews)
- [Apache NiFi](https://www.g2.com/products/apache-nifi/reviews) — 4.2/5 stars (26 reviews)
- [Pentaho Data Integration](https://www.g2.com/products/pentaho-data-integration/reviews) — 4.3/5 stars (17 reviews)
- [Qlik Replicate](https://www.g2.com/products/qlik-replicate/reviews) — 4.3/5 stars (110 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (795 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (755 reviews)
- [AWS Database Migration Service](https://www.g2.com/products/aws-database-migration-service/reviews) — 4.1/5 stars (50 reviews)

### Alternatives to dbt

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (398 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 reviews)
- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (522 reviews)
- [Maia](https://www.g2.com/products/matillion-maia/reviews) — 4.4/5 stars (84 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (755 reviews)

### Alternatives to Google Cloud BigQuery

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (375 reviews)
- [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2280 reviews)

---
## Top Discussions

### Azure Data Factory

- Title: [Is Azure data Factory an ETL tool?](https://www.g2.com/discussions/is-azure-data-factory-an-etl-tool) — 2 comments
  > **Top comment:** "Yes Azure Data Factory is a No-Code ETL tool. Very easy to use."

### dbt

- Title: [What is DBT data Modelling?](https://www.g2.com/discussions/what-is-dbt-data-modelling) — 2 comments
  > **Top comment:** "dbt data modeling is not a thing. Dbt is a transformation tool that makes it easier to implement data modeling techniques like snowflake, data vault etc. "
- Title: [What is DBT technology?](https://www.g2.com/discussions/what-is-dbt-technology) — 2 comments
  > **Top comment:** "dbt is a data transformation tool that helps organize & run SQL files. The SQL files are only SELECT statements while dbt takes care of the boilerplate..."
- Title: [What is DBT tool used for?](https://www.g2.com/discussions/what-is-dbt-tool-used-for) — 2 comments
  > **Top comment:** "Data transformations. The 'T' in ELT/ELT. It lets you version-control and easily modify all your data transformations between (say) your source tables from..."
- Title: [What is DBT database tool?](https://www.g2.com/discussions/what-is-dbt-database-tool) — 1 comment
  > **Top comment:** "DBT (DataBase Transformations) uses SQL select statements, with some added magic from Jinja templating language, to model and transform data. It's a highly..."

### Google Cloud BigQuery

- Title: [Is Big Query free?](https://www.g2.com/discussions/is-big-query-free) — 3 comments, 1 upvote
  > **Top comment:** "my cloud software store "
- Title: [Is BigQuery part of Google Cloud Platform?](https://www.g2.com/discussions/is-bigquery-part-of-google-cloud-platform) — 2 comments, 2 upvotes
  > **Top comment:** "Yes, bigquery is part of google cloud platform."
- Title: [What is Google BigQuery based on?](https://www.g2.com/discussions/what-is-google-bigquery-based-on) — 1 comment
  > **Top comment:** "Dremel: The Execution Engine
Colossus: Distributed Storage
Borg: Compute
Jupiter: The Network
"
- Title: [What is Google BigQuery used for?](https://www.g2.com/discussions/what-is-google-bigquery-used-for) — 1 comment
  > **Top comment:** "BigQuery is a powerful tool for organizations that need to analyze large datasets quickly and effectively and can be used for a variety of purposes depending..."
- Title: [When we can integrate](https://www.g2.com/discussions/when-we-can-integrate) — 1 comment, 1 upvote
  > **Top comment:** "Hi Pankaj, what kind of integration do you want to make?"

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/azure-data-factory-vs-dbt-vs-google-cloud-bigquery)