# Databricks vs Informatica Data Engineering Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in user experience, particularly with its intuitive notebook interface and polished SQL editor. Users appreciate the seamless switching between Python, SQL, and Scala, which enhances productivity in data workflows.
- **Users say** that Informatica Data Engineering offers valuable integration capabilities with big data and cloud systems. The drag-and-drop pipeline design is highlighted as a standout feature, making it easier for users to create and manage data workflows efficiently.
- **According to verified reviews** , Databricks has a significantly higher overall satisfaction score, reflecting its strong performance in meeting user needs. Reviewers frequently mention the platform's ability to unify data engineering, analytics, and machine learning, which streamlines processes and improves collaboration.
- **Reviewers mention** that while Informatica Data Engineering is well-designed and capable of extracting large volumes of data quickly, it faces challenges in user satisfaction compared to Databricks. Users have noted that the platform's performance can sometimes lag behind expectations.
- **G2 reviewers highlight** that Databricks provides a faster end-to-end data flow and a single source of truth, which are crucial for teams looking to enhance their data operations. This capability is often cited as a key reason for its popularity among enterprise users.
- **Users report** that while Informatica Data Engineering maintains good security and compatibility with diverse data sources, it lacks the recent user engagement seen with Databricks, which has garnered a much larger volume of reviews in the past 90 days, indicating a more active user community.



| | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 773 | 27 | 
| **Largest Market Segment** | Enterprise (43.6% of reviews) | Enterprise (57.7% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Databricks

Pros:
- Features (192 reviews)
- Ease of Use (155 reviews)

Cons:
- Learning Curve (78 reviews)
- Expensive (71 reviews)

### Informatica Data Engineering

Pros:
- Automation (1 reviews)
- Cloud Integration (1 reviews)

Cons:
- Performance Issues (1 reviews)
- Slow Data Loading (1 reviews)

---
## Ratings Comparison
| Rating | Databricks | Informatica Data Engineering | 
|---|---|---|
  | **Meets Requirements** | 9.0 (606 reviews) | 8.9 (6 reviews) | 
  | **Ease of Use** | 8.9 (624 reviews) | 8.9 (6 reviews) | 
  | **Ease of Setup** | 8.7 (497 reviews) | Not enough data | 
  | **Ease of Admin** | 8.4 (186 reviews) | Not enough data | 
  | **Quality of Support** | 8.7 (583 reviews) | 8.6 (6 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (190 reviews) | Not enough data | 
  | **Product Direction (% positive)** | 9.6 (593 reviews) | Not enough data | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Informatica Data Engineering

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 212 |
| **Informatica Data Engineering** | N/A | N/A |

#### Reports

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Reports Interface** | 8.6 (16 reviews) | Not enough data | 
| **Steps to Answer** | 8.1 (13 reviews) | Not enough data | 
| **Graphs and Charts** | 8.7 (14 reviews) | Not enough data | 
| **Score Cards** | 8.3 (11 reviews) | Not enough data | 
| **Dashboards** | 9.1 (18 reviews) | Not enough data | 

#### Data Preparation

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Connectors** | 9.2 (8 reviews) | Not enough data | 
| **Data Governance** | 9.1 (9 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Querying** | 9.2 (10 reviews) | Not enough data | 
| **Data Filtering** | 9.1 (9 reviews) | Not enough data | 
| **Data Blending** | 9.0 (10 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **AI Text Generation** | 9.2 (11 reviews) | Not enough data | 
| **AI Text Summarization** | 9.4 (8 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Autonomous Task Execution** | 9.4 (9 reviews) | Not enough data | 
| **Multi-step Planning** | 9.0 (7 reviews) | Not enough data | 
| **Cross-system Integration** | 8.8 (8 reviews) | Not enough data | 
| **Adaptive Learning** | 8.8 (8 reviews) | Not enough data | 
| **Natural Language Interaction** | 8.7 (9 reviews) | Not enough data | 
| **Proactive Assistance** | 9.2 (8 reviews) | Not enough data | 
| **Decision Making** | 9.5 (7 reviews) | Not enough data | 

#### Self Service 

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Calculated Fields** | 8.1 (12 reviews) | Not enough data | 
| **Data Column Filtering** | 8.2 (13 reviews) | Not enough data | 
| **Data Discovery** | 8.8 (14 reviews) | Not enough data | 
| **Search** | 8.3 (14 reviews) | Not enough data | 
| **Collaboration / Workflow** | 8.7 (15 reviews) | Not enough data | 
| **Automodeling** | 8.5 (11 reviews) | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **No-code Dashboard Builder** | 8.5 (9 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 9.3 (10 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 9.0 (8 reviews) | Not enough data | 
| **Data Source Connectivity** | 9.4 (8 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Predictive Analytics** | 8.7 (14 reviews) | Not enough data | 
| **Data Visualization** | 8.7 (15 reviews) | Not enough data | 
| **Big Data Services** | 9.3 (17 reviews) | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Large data handling and Query Speed** | 9.1 (9 reviews) | Not enough data | 
| **Concurrent User Support** | 9.7 (6 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Modeling and Governance** | 9.2 (10 reviews) | Not enough data | 
| **Notebook and Script Integration** | 8.8 (10 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 9.0 (8 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 8.9 (9 reviews) | Not enough data | 
| **Natural Language Queries** | 9.2 (10 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.2 (8 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 8.9 (9 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.4 (8 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 8.3 (10 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 8.7 (9 reviews) | Not enough data | 

#### Building Reports

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Transformation** | 9.1 (166 reviews) | Not enough data | 
| **Data Modeling** | 8.7 (157 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (128 reviews) | Not enough data | 
| **Integration APIs** | 8.5 (157 reviews) | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 117 |
| **Informatica Data Engineering** | N/A | N/A |

#### Administration

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Modelling** | 8.8 (100 reviews) | Not enough data | 
| **Recommendations** | 8.6 (94 reviews) | Not enough data | 
| **Workflow Management** | 9.0 (95 reviews) | Not enough data | 
| **Dashboards and Visualizations** | 8.7 (99 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Business Glossary** | 8.5 (88 reviews) | Not enough data | 
| **Data Discovery** | 8.6 (87 reviews) | Not enough data | 
| **Data Profililng** | 8.7 (89 reviews) | Not enough data | 
| **Reporting and Visualization** | 8.5 (88 reviews) | Not enough data | 
| **Data Lineage** | 8.8 (87 reviews) | Not enough data | 

#### Compliance

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Sensitive Data Compliance** | 8.9 (100 reviews) | Not enough data | 
| **Training and Guidelines** | 8.7 (93 reviews) | Not enough data | 
| **Policy Enforcement** | 8.9 (95 reviews) | Not enough data | 
| **Compliance Monitoring** | 8.7 (96 reviews) | Not enough data | 

#### Security

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Access Control** | 9.0 (89 reviews) | Not enough data | 
| **Roles Management** | 8.9 (87 reviews) | Not enough data | 
| **Compliance Management** | 8.8 (87 reviews) | Not enough data | 

#### Data Quality

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Preparation** | 9.0 (95 reviews) | Not enough data | 
| **Data Distribution** | 8.7 (94 reviews) | Not enough data | 
| **Data Unification** | 9.0 (95 reviews) | Not enough data | 

#### Maintainence

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Quality Management** | 8.7 (86 reviews) | Not enough data | 
| **Policy Management** | 8.8 (85 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **AI Text Generation** | 8.4 (83 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (82 reviews) | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Autonomous Task Execution** | 8.6 (11 reviews) | Not enough data | 
| **Multi-step Planning** | 8.9 (12 reviews) | Not enough data | 
| **Cross-system Integration** | 9.1 (15 reviews) | Not enough data | 
| **Adaptive Learning** | 8.6 (13 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.1 (13 reviews) | Not enough data | 
| **Decision Making** | 9.0 (14 reviews) | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 193 |
| **Informatica Data Engineering** | N/A | N/A |

#### Management

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Reporting** | 8.6 (174 reviews) | Not enough data | 
| **Auditing** | 8.5 (166 reviews) | Not enough data | 

#### Functionality

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Extraction** | 9.1 (178 reviews) | Not enough data | 
| **Transformation** | 9.2 (180 reviews) | Not enough data | 
| **Loading** | 9.1 (175 reviews) | Not enough data | 
| **Automation** | 9.0 (170 reviews) | Not enough data | 
| **Scalability** | 9.2 (171 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 81 |
| **Informatica Data Engineering** | N/A | N/A |

#### Deployment

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Language Flexibility** | 8.9 (66 reviews) | Not enough data | 
| **Framework Flexibility** | 8.9 (65 reviews) | Not enough data | 
| **Versioning** | 8.9 (67 reviews) | Not enough data | 
| **Ease of Deployment** | 8.9 (67 reviews) | Not enough data | 
| **Scalability** | 9.0 (69 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Language Flexibility** | 8.9 (63 reviews) | Not enough data | 
| **Framework Flexibility** | 8.8 (63 reviews) | Not enough data | 
| **Versioning** | 8.6 (67 reviews) | Not enough data | 
| **Ease of Deployment** | 8.9 (66 reviews) | Not enough data | 
| **Scalability** | 9.1 (67 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Cataloging** | 9.0 (65 reviews) | Not enough data | 
| **Monitoring** | 8.9 (67 reviews) | Not enough data | 
| **Governing** | 9.2 (62 reviews) | Not enough data | 
| **Model Registry** | 9.0 (70 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Metrics** | 8.8 (63 reviews) | Not enough data | 
| **Infrastructure management** | 8.9 (64 reviews) | Not enough data | 
| **Collaboration** | 9.1 (65 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Cataloging** | 8.9 (63 reviews) | Not enough data | 
| **Monitoring** | 8.7 (62 reviews) | Not enough data | 
| **Governing** | 9.1 (60 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **AI Text Generation** | 8.4 (30 reviews) | Not enough data | 
| **AI Text Summarization** | 8.4 (30 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.6/10 | 221 |
| **Informatica Data Engineering** | N/A | N/A |

#### System

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (182 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Language Support** | 8.8 (187 reviews) | Not enough data | 
| **Drag and Drop** | 8.0 (190 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.3 (188 reviews) | Not enough data | 
| **Model Training** | 8.7 (193 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Feature Engineering** | 8.5 (174 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Computer Vision** | 8.2 (176 reviews) | Not enough data | 
| **Natural Language Processing** | 8.5 (182 reviews) | Not enough data | 
| **Natural Language Generation** | 8.3 (174 reviews) | Not enough data | 
| **Artificial Neural Networks** | 8.2 (174 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (160 reviews) | Not enough data | 
| **Deep Learning** | 8.4 (162 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Managed Service** | 8.5 (181 reviews) | Not enough data | 
| **Application** | 8.7 (182 reviews) | Not enough data | 
| **Scalability** | 9.0 (190 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **AI Text Generation** | 8.3 (88 reviews) | Not enough data | 
| **AI Text Summarization** | 8.4 (89 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.6 (88 reviews) | Not enough data | 

#### Agentic AI - Data Science and Machine Learning Platforms

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Autonomous Task Execution** | 9.3 (10 reviews) | Not enough data | 
| **Multi-step Planning** | 8.7 (9 reviews) | Not enough data | 
| **Cross-system Integration** | 8.5 (10 reviews) | Not enough data | 
| **Adaptive Learning** | 8.9 (9 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.3 (12 reviews) | Not enough data | 
| **Proactive Assistance** | 8.8 (8 reviews) | Not enough data | 
| **Decision Making** | 9.4 (9 reviews) | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 208 |
| **Informatica Data Engineering** | N/A | N/A |

#### Data Management

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Integration** | 9.1 (189 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.9 (182 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.9 (183 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.8 (181 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.7 (169 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 9.1 (173 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **AI/ ML Integration** | 8.8 (172 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.8 (169 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 9.1 (177 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **On-Premise** | 7.9 (157 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.2 (180 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Scalability** | 9.2 (182 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Governance** | 8.9 (174 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 8.9 (170 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **AI Text Generation** | 8.5 (78 reviews) | Not enough data | 
| **AI Text Summarization** | 8.4 (77 reviews) | Not enough data | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Informatica Data Engineering** | N/A | N/A |

#### Management

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 
| **Query Language** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **Performance Analysis** | Not enough data | Not enough data | 

#### Maintenance

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 83 |
| **Informatica Data Engineering** | N/A | N/A |

#### Data Management

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Integration** | 9.0 (71 reviews) | Not enough data | 
| **Metadata** | 8.8 (74 reviews) | Not enough data | 
| **Self-service** | 8.9 (73 reviews) | Not enough data | 
| **Automated workflows** | 9.2 (72 reviews) | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Autonomous Task Execution** | 9.3 (12 reviews) | Not enough data | 
| **Multi-step Planning** | 9.2 (10 reviews) | Not enough data | 
| **Cross-system Integration** | 9.2 (12 reviews) | Not enough data | 
| **Adaptive Learning** | 9.2 (11 reviews) | Not enough data | 
| **Decision Making** | 9.5 (11 reviews) | Not enough data | 

#### Analytics

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Analytics capabilities** | 8.9 (71 reviews) | Not enough data | 
| **Dasboard visualizations** | 8.6 (70 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Observability** | 8.7 (70 reviews) | Not enough data | 
| **Testing capabilities** | 8.7 (71 reviews) | Not enough data | 

#### Cloud Deployment

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Hybrid cloud support** | 9.0 (66 reviews) | Not enough data | 
| **Cloud migration capabilities** | 9.1 (67 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **AI Text Generation** | 9.0 (39 reviews) | Not enough data | 
| **AI Text Summarization** | 9.0 (39 reviews) | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Informatica Data Engineering** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **AI High Availability** | Not enough data | Not enough data | 
| **AI Model Training Scalability** | Not enough data | Not enough data | 
| **AI Inference Speed** | Not enough data | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | Not enough data | 
| **AI Resource Allocation Flexibility** | Not enough data | Not enough data | 
| **AI Energy Efficiency** | Not enough data | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **AI Multi-cloud Support** | Not enough data | Not enough data | 
| **AI Data Pipeline Integration** | Not enough data | Not enough data | 
| **AI API Support and Flexibility** | Not enough data | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | 
| **AI Role-based Access Control** | Not enough data | Not enough data | 
| **AI Data Encryption** | Not enough data | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Informatica Data Engineering** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Natural Language Configuration** | Not enough data | Not enough data | 
| **Tone Customization** | Not enough data | Not enough data | 
| **Security Guardrails** | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Omni-channel Support** | Not enough data | Not enough data | 
| **Agent Branding** | Not enough data | Not enough data | 
| **Proactive Response Capabilities** | Not enough data | Not enough data | 
| **Seamless Human Escalation** | Not enough data | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Analytics & Reporting** | Not enough data | Not enough data | 
| **Contextual Awareness** | Not enough data | Not enough data | 
| **Data Privacy Compliance** | Not enough data | Not enough data | 

#### Integration - AI Agent Builders

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Workflow Automation** | Not enough data | Not enough data | 
| **API Usage** | Not enough data | Not enough data | 
| **Platform Interoperability** | Not enough data | Not enough data | 
| **CRM Data Integration** | Not enough data | Not enough data | 

### AI Gateways

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Informatica Data Engineering** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Token-Aware Rate Limiting** | Not enough data | Not enough data | 
| **Semantic Caching** | Not enough data | Not enough data | 
| **Multi-Model Routing & Fallbacks** | Not enough data | Not enough data | 

#### Governance & Observability - AI Gateways

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Privacy** | Not enough data | Not enough data | 
| **Cost Tracking** | Not enough data | Not enough data | 
| **Centralized API Key Security** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 331 |
| **Informatica Data Engineering** | N/A | N/A |

#### Database

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Real-Time Data Collection** | 8.7 (238 reviews) | Not enough data | 
| **Data Distribution** | 8.9 (246 reviews) | Not enough data | 
| **Data Lake** | 9.3 (268 reviews) | Not enough data | 

#### Integrations

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Hadoop Integration** | 8.3 (219 reviews) | Not enough data | 
| **Spark Integration** | 9.1 (272 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Machine Scaling** | 9.0 (268 reviews) | Not enough data | 
| **Data Preparation** | 8.9 (255 reviews) | Not enough data | 
| **Spark Integration** | 9.1 (272 reviews) | Not enough data | 

#### Processing

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Cloud Processing** | 9.1 (252 reviews) | Not enough data | 
| **Workload Processing** | 9.0 (260 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 264 |
| **Informatica Data Engineering** | N/A | N/A |

#### Data Transformation

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (229 reviews) | Not enough data | 
| **Data Querying** | 9.1 (238 reviews) | Not enough data | 

#### Connectivity

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Hadoop Integration** | 8.7 (208 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (233 reviews) | Not enough data | 
| **Multi-Source Analysis** | 9.0 (223 reviews) | Not enough data | 
| **Data Lake** | 9.2 (232 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Visualization** | 8.4 (230 reviews) | Not enough data | 
| **Data Workflow** | 8.8 (229 reviews) | Not enough data | 
| **Governed Discovery** | 8.7 (216 reviews) | Not enough data | 
| **Embedded Analytics** | 8.6 (213 reviews) | Not enough data | 
| **Notebooks** | 9.3 (234 reviews) | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.5/10 | 197 |
| **Informatica Data Engineering** | N/A | N/A |

#### Building Reports

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Data Transformation** | 9.1 (166 reviews) | Not enough data | 
| **Data Modeling** | 8.7 (157 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (128 reviews) | Not enough data | 
| **Integration APIs** | 8.5 (157 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Informatica Data Engineering | 
|---|---|---|
| **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 | 

---
## Categories
**Shared Categories (1):** [ETL Tools](https://www.g2.com/categories/etl-tools)

**Unique to Databricks (12):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [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), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Gateways Software](https://www.g2.com/categories/ai-gateways)

**Unique to Informatica Data Engineering (1):** [On-Premise Data Integration Software](https://www.g2.com/categories/on-premise-data-integration)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | Informatica Data Engineering | 
|---|---|---|
| **Small-Business** | 15.8% | 23.1% | 
| **Mid-Market** | 40.5% | 19.2% | 
| **Enterprise** | 43.6% | 57.7% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 15.9%
- **Financial Services:** 10.3%
- **Computer Software:** 8.7%
- **Consulting:** 3.9%
- **Hospital & Health Care:** 3.9%
- **Retail:** 3.4%
- **Marketing and Advertising:** 3.2%
- **Insurance:** 3.1%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.7%
- **Other:** 42.2%

#### Informatica Data Engineering

- **Computer Software:** 15.4%
- **Information Technology and Services:** 11.5%
- **Banking:** 7.7%
- **Insurance:** 7.7%
- **Health, Wellness and Fitness:** 7.7%
- **Financial Services:** 7.7%
- **Alternative Medicine:** 3.8%
- **Automotive:** 3.8%
- **Business Supplies and Equipment:** 3.8%
- **Computer & Network Security:** 3.8%
- **Other:** 26.9%

---
## Alternatives

### Alternatives to Databricks

- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (751 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (373 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1234 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 (657 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (206 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

### Alternatives to Informatica Data Engineering

- [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)
- [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)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2276 reviews)
- [Supermetrics](https://www.g2.com/products/supermetrics/reviews) — 4.4/5 stars (823 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1234 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (576 reviews)

---
## Top Discussions

### Databricks

- Title: [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Lakehouse architecture is the merging of the data warehouse and data lake concepts into a single platform, with built-in support for lineage maintenance and ML."
- Title: [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Delta Lake
Lakehosue platform
Schema evolution
Data quarantine & Data Quality
Data Integration & Transformations"
- Title: [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) — 3 comments
  > **Top comment:** "It will work like Hadoop, databricks provide the services like big data.
Databricks also work like in advanced level it's have capability to process large..."
- Title: [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) — 3 comments
  > **Top comment:** "Databricks' Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..."

### Informatica Data Engineering

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/databricks-vs-informatica-data-engineering)