# Informatica Cloud Mass Ingestion, dbt vs Azure Data Factory Comparison

| | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.7 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 10 | 206 | 100 | 
| **Largest Market Segment** | Mid-Market (55.6% of reviews) | Mid-Market (56.7% of reviews) | Enterprise (59.6% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Informatica Cloud Mass Ingestion

**Not enough data**

### dbt

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

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

### Azure Data Factory

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

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

---
## Ratings Comparison
| Rating | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
  | **Meets Requirements** | 8.5 (8 reviews) | 9.2 (152 reviews) | 9.1 (77 reviews) | 
  | **Ease of Use** | 9.2 (8 reviews) | 9.0 (154 reviews) | 8.9 (79 reviews) | 
  | **Ease of Setup** | Not enough data | 8.6 (93 reviews) | 9.0 (44 reviews) | 
  | **Ease of Admin** | Not enough data | 8.5 (59 reviews) | 8.7 (31 reviews) | 
  | **Quality of Support** | 8.3 (8 reviews) | 8.8 (123 reviews) | 8.8 (72 reviews) | 
  | **Has the product been a good partner in doing business?** | Not enough data | 8.6 (53 reviews) | 9.1 (30 reviews) | 
  | **Product Direction (% positive)** | 10.0 (6 reviews) | 9.6 (138 reviews) | 9.8 (73 reviews) | 

---
## Pricing

### Informatica Cloud Mass Ingestion

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### dbt

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Azure Data Factory

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Informatica Cloud Mass Ingestion** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Reports

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 |
|---|---|---|
| **Informatica Cloud Mass Ingestion** | N/A | N/A |
| **dbt** | 8.7/10 | 58 |
| **Azure Data Factory** | N/A | N/A |

#### Data Source Access

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

### Event Stream Processing

| Product | Score | Reviews |
|---|---|---|
| **Informatica Cloud Mass Ingestion** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Data

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **Data Processing** | Not enough data | Not enough data | Not enough data | 
| **Data Sources** | Not enough data | Not enough data | Not enough data | 
| **Integration** | Not enough data | Not enough data | Not enough data | 
| **Real-Time Processing** | Not enough data | Not enough data | Not enough data | 

#### Analytics

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **Reporting & Analytics** | Not enough data | Not enough data | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Informatica Cloud Mass Ingestion** | N/A | N/A |
| **dbt** | 9.1/10 | 49 |
| **Azure Data Factory** | 9.0/10 | 62 |

#### Management

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **Reporting** | Not enough data | Feature Not Available | 8.6 (50 reviews) | 
| **Auditing** | Not enough data | 8.3 (39 reviews) | 8.4 (46 reviews) | 

#### Functionality

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **Extraction** | Not enough data | Feature Not Available | 9.2 (56 reviews) | 
| **Transformation** | Not enough data | 9.3 (47 reviews) | 9.1 (54 reviews) | 
| **Loading** | Not enough data | Feature Not Available | 9.4 (52 reviews) | 
| **Automation** | Not enough data | 9.4 (42 reviews) | 9.2 (54 reviews) | 
| **Scalability** | Not enough data | 9.2 (39 reviews) | 9.1 (51 reviews) | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Informatica Cloud Mass Ingestion** | N/A | N/A |
| **dbt** | 8.2/10 | 68 |
| **Azure Data Factory** | N/A | N/A |

#### Data Management

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 |
|---|---|---|
| **Informatica Cloud Mass Ingestion** | N/A | N/A |
| **dbt** | 8.7/10 | 42 |
| **Azure Data Factory** | N/A | N/A |

#### Automation

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **Informatica Cloud Mass Ingestion** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Informatica Cloud Mass Ingestion** | N/A | N/A |
| **dbt** | 8.8/10 | 42 |
| **Azure Data Factory** | N/A | N/A |

#### Data Transformation

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.5 (32 reviews) | Not enough data | 
| **Data Querying** | Not enough data | 9.4 (39 reviews) | Not enough data | 

#### Connectivity

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | 8.4 (27 reviews) | Not enough data | 
| **Spark Integration** | Not enough data | 8.6 (28 reviews) | Not enough data | 
| **Multi-Source Analysis** | Not enough data | 8.5 (34 reviews) | Not enough data | 
| **Data Lake** | Not enough data | 8.9 (31 reviews) | Not enough data | 

#### Operations

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Feature Not Available | Not enough data | 
| **Data Workflow** | Not enough data | 9.3 (38 reviews) | Not enough data | 
| **Governed Discovery** | Not enough data | 8.6 (30 reviews) | Not enough data | 
| **Embedded Analytics** | Not enough data | 8.7 (30 reviews) | Not enough data | 
| **Notebooks** | Not enough data | 8.6 (30 reviews) | Not enough data | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Informatica Cloud Mass Ingestion** | N/A | N/A |
| **dbt** | 8.4/10 | 52 |
| **Azure Data Factory** | N/A | N/A |

#### Functionality

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 |
|---|---|---|
| **Informatica Cloud Mass Ingestion** | N/A | N/A |
| **dbt** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Building Reports

| Feature | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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 | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **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):** [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools)

**Unique to Informatica Cloud Mass Ingestion (1):** [Event Stream Processing Software](https://www.g2.com/categories/event-stream-processing)

**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)



---
## Reviewer Demographics

### By Company Size

| Segment | Informatica Cloud Mass Ingestion | dbt | Azure Data Factory | 
|---|---|---|---|
| **Small-Business** | 11.1% | 27.1% | 11.7% | 
| **Mid-Market** | 55.6% | 56.7% | 28.7% | 
| **Enterprise** | 33.3% | 16.3% | 59.6% | 

### By Industry

#### Informatica Cloud Mass Ingestion

- **Information Technology and Services:** 33.3%
- **Warehousing:** 11.1%
- **Retail:** 11.1%
- **Leisure, Travel & Tourism:** 11.1%
- **Internet:** 11.1%
- **Education Management:** 11.1%
- **Computer Software:** 11.1%

#### 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%

#### 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%

---
## Alternatives

### Alternatives to Informatica Cloud Mass Ingestion

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (398 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (795 reviews)
- [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (576 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Supermetrics](https://www.g2.com/products/supermetrics/reviews) — 4.4/5 stars (823 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (755 reviews)
- [Celigo](https://www.g2.com/products/celigo/reviews) — 4.6/5 stars (1052 reviews)

### Alternatives to dbt

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (782 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 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)

### 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)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 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)

---
## Top Discussions

### Informatica Cloud Mass Ingestion

No discussions available for this product.

### 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..."

### 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."

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