# Databricks vs IBM SPSS Modeler Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in user experience, particularly with its intuitive notebook interface and polished SQL editor, which allows seamless switching between programming languages like Python, SQL, and Scala. This feature significantly enhances productivity and collaboration among teams.
- **Users say** that IBM SPSS Modeler is a valuable tool for data manipulation and preparation, with features that allow direct connections to data sources. Reviewers appreciate its capabilities for data cleaning and validation, making it a strong choice for users focused on data integrity.
- **According to verified reviews** , Databricks stands out for its comprehensive approach to data workflows, integrating data engineering, analytics, and machine learning into a unified platform. This integration is praised for providing a single source of truth and enabling faster end-to-end data flow.
- **Reviewers mention** that while IBM SPSS Modeler offers excellent features for data validation and quick reporting, it may not be as flexible as Databricks in handling diverse data workflows, which could be a limitation for teams looking for a more versatile solution.
- **G2 reviewers highlight** that Databricks has a higher overall satisfaction score, reflecting its strong market presence and user support. Users appreciate the platform's ability to solve complex developer problems with features like Genie and Lakeflow Connect, which enhance functionality.
- **Users report** that IBM SPSS Modeler, while user-friendly, has a smaller community and fewer recent reviews compared to Databricks, which may impact the availability of support and resources for new users seeking assistance or best practices.



| | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.0 out of 5 | 
| **Total Reviews** | 769 | 148 | 
| **Largest Market Segment** | Enterprise (44.1% of reviews) | Enterprise (55.1% of reviews) | 
| **Entry Level Price** | No pricing available | Starting at $7,430 USD  per user per year | 

---
## Top Pros & Cons

### Databricks

Pros:
- Features (288 reviews)
- Ease of Use (278 reviews)

Cons:
- Learning Curve (112 reviews)
- Expensive (97 reviews)

### IBM SPSS Modeler

Pros:
- Analysis Capabilities (1 reviews)
- Analytics (1 reviews)

Cons:
- Expensive (1 reviews)
- Expensive Licensing (1 reviews)

---
## Ratings Comparison
| Rating | Databricks | IBM SPSS Modeler | 
|---|---|---|
  | **Meets Requirements** | 9.0 (600 reviews) | 8.3 (110 reviews) | 
  | **Ease of Use** | 8.9 (617 reviews) | 8.3 (111 reviews) | 
  | **Ease of Setup** | 8.7 (490 reviews) | 8.2 (29 reviews) | 
  | **Ease of Admin** | 8.4 (186 reviews) | 8.1 (27 reviews) | 
  | **Quality of Support** | 8.7 (577 reviews) | 8.0 (94 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (190 reviews) | 8.3 (26 reviews) | 
  | **Product Direction (% positive)** | 9.6 (588 reviews) | 7.0 (110 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### IBM SPSS Modeler

#### Entry-Level Pricing

Plan: IBM SPSS Modeler Professional

Price: Starting at $7,430 USD  per user per year

Description: Single-user, desktop application for Windows available for purchase. Other options available through IBM sales. Includes 12 months of technical support.

Key Features:
- Data access and export without data size limits
- Automatic data prep, wrangling, ETL
- 30+ base machine learning algorithms, auto-modeling

[Browse all 3 editions](https://www.g2.com/products/ibm-spss-modeler/pricing)

#### Free Trial

No

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 205 |
| **IBM SPSS Modeler** | N/A | N/A |

#### Reports

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Reports Interface** | 8.5 (14 reviews) | Not enough data | 
| **Steps to Answer** | 7.9 (12 reviews) | Not enough data | 
| **Graphs and Charts** | 8.6 (13 reviews) | Not enough data | 
| **Score Cards** | 8.2 (10 reviews) | Not enough data | 
| **Dashboards** | 9.0 (17 reviews) | Not enough data | 

#### Data Preparation

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Connectors** | 9.0 (7 reviews) | Not enough data | 
| **Data Governance** | 9.0 (8 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Data Querying** | 9.1 (9 reviews) | Not enough data | 
| **Data Filtering** | 9.0 (8 reviews) | Not enough data | 
| **Data Blending** | 8.9 (9 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **AI Text Generation** | 9.2 (10 reviews) | Not enough data | 
| **AI Text Summarization** | 9.3 (7 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Autonomous Task Execution** | 9.4 (8 reviews) | Not enough data | 
| **Multi-step Planning** | 8.9 (6 reviews) | Not enough data | 
| **Cross-system Integration** | 8.6 (7 reviews) | Not enough data | 
| **Adaptive Learning** | 8.6 (7 reviews) | Not enough data | 
| **Natural Language Interaction** | 8.5 (8 reviews) | Not enough data | 
| **Proactive Assistance** | 9.3 (7 reviews) | Not enough data | 
| **Decision Making** | 9.4 (6 reviews) | Not enough data | 

#### Self Service 

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Calculated Fields** | 7.9 (11 reviews) | Not enough data | 
| **Data Column Filtering** | 7.9 (11 reviews) | Not enough data | 
| **Data Discovery** | 8.6 (12 reviews) | Not enough data | 
| **Search** | 8.2 (13 reviews) | Not enough data | 
| **Collaboration / Workflow** | 8.5 (13 reviews) | Not enough data | 
| **Automodeling** | 8.3 (10 reviews) | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **No-code Dashboard Builder** | 8.3 (8 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 9.3 (9 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 8.8 (7 reviews) | Not enough data | 
| **Data Source Connectivity** | 9.3 (7 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Predictive Analytics** | 8.6 (13 reviews) | Not enough data | 
| **Data Visualization** | 8.5 (13 reviews) | Not enough data | 
| **Big Data Services** | 9.2 (15 reviews) | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Large data handling and Query Speed** | 9.0 (8 reviews) | Not enough data | 
| **Concurrent User Support** | 9.7 (5 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Data Modeling and Governance** | 9.1 (9 reviews) | Not enough data | 
| **Notebook and Script Integration** | 8.7 (9 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 8.8 (7 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 8.8 (8 reviews) | Not enough data | 
| **Natural Language Queries** | 9.1 (9 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.0 (7 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 8.8 (8 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.3 (7 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 8.1 (9 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 8.5 (8 reviews) | Not enough data | 

#### Building Reports

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Data Transformation** | 9.0 (162 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (152 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (127 reviews) | Not enough data | 
| **Integration APIs** | 8.5 (155 reviews) | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 117 |
| **IBM SPSS Modeler** | N/A | N/A |

#### Administration

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **Data Quality Management** | 8.7 (86 reviews) | Not enough data | 
| **Policy Management** | 8.8 (85 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | 191 |
| **IBM SPSS Modeler** | N/A | N/A |

#### Management

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Reporting** | 8.6 (174 reviews) | Not enough data | 
| **Auditing** | 8.5 (166 reviews) | Not enough data | 

#### Functionality

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **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 (169 reviews) | Not enough data | 
| **Scalability** | 9.2 (171 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 78 |
| **IBM SPSS Modeler** | N/A | N/A |

#### Deployment

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Language Flexibility** | 8.9 (65 reviews) | Not enough data | 
| **Framework Flexibility** | 8.9 (64 reviews) | Not enough data | 
| **Versioning** | 8.9 (66 reviews) | Not enough data | 
| **Ease of Deployment** | 8.9 (66 reviews) | Not enough data | 
| **Scalability** | 9.0 (68 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Language Flexibility** | 8.9 (62 reviews) | Not enough data | 
| **Framework Flexibility** | 8.8 (62 reviews) | Not enough data | 
| **Versioning** | 8.6 (66 reviews) | Not enough data | 
| **Ease of Deployment** | 8.9 (65 reviews) | Not enough data | 
| **Scalability** | 9.0 (66 reviews) | Not enough data | 

#### Management

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Cataloging** | 9.0 (64 reviews) | Not enough data | 
| **Monitoring** | 8.9 (66 reviews) | Not enough data | 
| **Governing** | 9.2 (61 reviews) | Not enough data | 
| **Model Registry** | 9.0 (69 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Metrics** | 8.7 (62 reviews) | Not enough data | 
| **Infrastructure management** | 8.8 (62 reviews) | Not enough data | 
| **Collaboration** | 9.0 (63 reviews) | Not enough data | 

#### Management

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Cataloging** | 8.8 (61 reviews) | Not enough data | 
| **Monitoring** | 8.7 (61 reviews) | Not enough data | 
| **Governing** | 9.1 (59 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **AI Text Generation** | 8.3 (28 reviews) | Not enough data | 
| **AI Text Summarization** | 8.3 (28 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.6/10 | 220 |
| **IBM SPSS Modeler** | 7.6/10 | 17 |

#### System

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (181 reviews) | 7.9 (15 reviews) | 

#### Model Development

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Language Support** | 8.8 (186 reviews) | 8.2 (12 reviews) | 
| **Drag and Drop** | 8.0 (189 reviews) | 8.2 (13 reviews) | 
| **Pre-Built Algorithms** | 8.3 (187 reviews) | 8.3 (14 reviews) | 
| **Model Training** | 8.7 (192 reviews) | 8.5 (14 reviews) | 

#### Model Development

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Feature Engineering** | 8.5 (173 reviews) | 7.1 (16 reviews) | 

#### Machine/Deep Learning Services

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Computer Vision** | 8.2 (175 reviews) | 7.3 (11 reviews) | 
| **Natural Language Processing** | 8.5 (181 reviews) | 7.5 (12 reviews) | 
| **Natural Language Generation** | 8.3 (173 reviews) | 6.9 (12 reviews) | 
| **Artificial Neural Networks** | 8.2 (173 reviews) | 8.1 (13 reviews) | 

#### Machine/Deep Learning Services

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (159 reviews) | 6.4 (12 reviews) | 
| **Deep Learning** | 8.4 (161 reviews) | 6.7 (13 reviews) | 

#### Deployment

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Managed Service** | 8.5 (180 reviews) | 7.4 (13 reviews) | 
| **Application** | 8.7 (181 reviews) | 8.6 (12 reviews) | 
| **Scalability** | 9.0 (189 reviews) | 7.6 (15 reviews) | 

#### Generative AI

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **AI Text Generation** | 8.2 (87 reviews) | Not enough data | 
| **AI Text Summarization** | 8.4 (88 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.6 (87 reviews) | Not enough data | 

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

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Autonomous Task Execution** | 9.3 (9 reviews) | Not enough data | 
| **Multi-step Planning** | 8.5 (8 reviews) | Not enough data | 
| **Cross-system Integration** | 8.3 (9 reviews) | Not enough data | 
| **Adaptive Learning** | 8.8 (8 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.2 (11 reviews) | Not enough data | 
| **Proactive Assistance** | 8.8 (7 reviews) | Not enough data | 
| **Decision Making** | 9.4 (8 reviews) | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 207 |
| **IBM SPSS Modeler** | N/A | N/A |

#### Data Management

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Data Integration** | 9.1 (190 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.9 (182 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.9 (184 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.8 (182 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.7 (169 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 9.1 (174 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **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 (178 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **On-Premise** | 8.0 (158 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.2 (181 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Scalability** | 9.2 (183 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Data Governance** | 8.9 (173 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 8.9 (170 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **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 |
| **IBM SPSS Modeler** | N/A | N/A |

#### Management

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | 81 |
| **IBM SPSS Modeler** | N/A | N/A |

#### Data Management

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Data Integration** | 9.0 (70 reviews) | Not enough data | 
| **Metadata** | 8.8 (72 reviews) | Not enough data | 
| **Self-service** | 8.9 (71 reviews) | Not enough data | 
| **Automated workflows** | 9.2 (71 reviews) | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Autonomous Task Execution** | 9.2 (11 reviews) | Not enough data | 
| **Multi-step Planning** | 9.1 (9 reviews) | Not enough data | 
| **Cross-system Integration** | 9.1 (11 reviews) | Not enough data | 
| **Adaptive Learning** | 9.2 (10 reviews) | Not enough data | 
| **Decision Making** | 9.5 (10 reviews) | Not enough data | 

#### Analytics

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Analytics capabilities** | 8.9 (70 reviews) | Not enough data | 
| **Dasboard visualizations** | 8.6 (69 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Data Observability** | 8.6 (69 reviews) | Not enough data | 
| **Testing capabilities** | 8.6 (70 reviews) | Not enough data | 

#### Cloud Deployment

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Hybrid cloud support** | 9.0 (65 reviews) | Not enough data | 
| **Cloud migration capabilities** | 9.0 (66 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **AI Text Generation** | 9.0 (38 reviews) | Not enough data | 
| **AI Text Summarization** | 8.9 (38 reviews) | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **IBM SPSS Modeler** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 |
| **IBM SPSS Modeler** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 |
| **IBM SPSS Modeler** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **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 | IBM SPSS Modeler | 
|---|---|---|
| **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 | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **IBM SPSS Modeler** | 7.9/10 | 87 |

#### Statistical Tool

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Scripting** | Not enough data | 7.5 (58 reviews) | 
| **Data Mining** | Not enough data | 8.3 (49 reviews) | 
| **Algorithms** | Not enough data | 8.0 (61 reviews) | 

#### Data Analysis

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Analysis** | Not enough data | 8.3 (69 reviews) | 
| **Data Interaction** | Not enough data | 8.4 (68 reviews) | 

#### Decision Making

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Modeling** | Not enough data | 8.4 (71 reviews) | 
| **Data Visualizations** | Not enough data | 7.5 (68 reviews) | 
| **Report Generation** | Not enough data | 7.8 (64 reviews) | 
| **Data Unification** | Not enough data | Feature Not Available | 

#### Generative AI

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **AI Text Generation** | Not enough data | 7.3 (5 reviews) | 
| **AI Text Summarization** | Not enough data | 7.3 (5 reviews) | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 325 |
| **IBM SPSS Modeler** | N/A | N/A |

#### Database

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Real-Time Data Collection** | 8.7 (238 reviews) | Not enough data | 
| **Data Distribution** | 8.9 (246 reviews) | Not enough data | 
| **Data Lake** | 9.3 (266 reviews) | Not enough data | 

#### Integrations

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Hadoop Integration** | 8.3 (219 reviews) | Not enough data | 
| **Spark Integration** | 9.1 (271 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Machine Scaling** | 9.0 (266 reviews) | Not enough data | 
| **Data Preparation** | 8.9 (254 reviews) | Not enough data | 
| **Spark Integration** | 9.1 (271 reviews) | Not enough data | 

#### Processing

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Cloud Processing** | 9.1 (250 reviews) | Not enough data | 
| **Workload Processing** | 9.0 (258 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 262 |
| **IBM SPSS Modeler** | N/A | N/A |

#### Data Transformation

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

#### Connectivity

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Hadoop Integration** | 8.7 (208 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (232 reviews) | Not enough data | 
| **Multi-Source Analysis** | 9.0 (222 reviews) | Not enough data | 
| **Data Lake** | 9.2 (231 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Data Visualization** | 8.4 (230 reviews) | Not enough data | 
| **Data Workflow** | 8.8 (229 reviews) | Not enough data | 
| **Governed Discovery** | 8.7 (215 reviews) | Not enough data | 
| **Embedded Analytics** | 8.6 (211 reviews) | Not enough data | 
| **Notebooks** | 9.3 (233 reviews) | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.5/10 | 190 |
| **IBM SPSS Modeler** | N/A | N/A |

#### Building Reports

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Data Transformation** | 9.0 (162 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (152 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (127 reviews) | Not enough data | 
| **Integration APIs** | 8.5 (155 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **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):** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)

**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), [ETL Tools](https://www.g2.com/categories/etl-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), [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 IBM SPSS Modeler (1):** [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | IBM SPSS Modeler | 
|---|---|---|
| **Small-Business** | 16.0% | 21.3% | 
| **Mid-Market** | 39.9% | 23.6% | 
| **Enterprise** | 44.1% | 55.1% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 15.9%
- **Financial Services:** 10.3%
- **Computer Software:** 8.7%
- **Consulting:** 3.9%
- **Hospital & Health Care:** 3.8%
- **Retail:** 3.4%
- **Insurance:** 3.1%
- **Marketing and Advertising:** 3.1%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.7%
- **Other:** 42.2%

#### IBM SPSS Modeler

- **Higher Education:** 15.6%
- **Education Management:** 11.7%
- **Research:** 7.8%
- **Banking:** 6.3%
- **Computer Software:** 4.7%
- **Consumer Goods:** 4.7%
- **Hospital & Health Care:** 4.7%
- **Information Technology and Services:** 4.7%
- **Retail:** 3.1%
- **Pharmaceuticals:** 3.1%
- **Other:** 33.6%

---
## 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 (740 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 (1235 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (808 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 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 IBM SPSS Modeler

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (808 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.4/5 stars (83 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (197 reviews)
- [SAS Enterprise Miner](https://www.g2.com/products/sas-enterprise-miner/reviews) — 4.2/5 stars (193 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (907 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3649 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (691 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..."

### IBM SPSS Modeler

- Title: [What are the features of SPSS?](https://www.g2.com/discussions/ibm-spss-modeler-what-are-the-features-of-spss) — 1 comment
  > **Top comment:** " Here are some of the key features of SPSS:

Data Management:

Data Import: SPSS allows users to import data from various file formats, including Excel,..."
- Title: [What is IBM SPSS Modeler used for?](https://www.g2.com/discussions/what-is-ibm-spss-modeler-used-for) — 1 comment
  > **Top comment:** "Data Exploration and Preparation:

SPSS Modeler allows users to explore and understand their data through visualization and summary statistics.
It..."
- Title: [Is IBM SPSS Modeler free?](https://www.g2.com/discussions/is-ibm-spss-modeler-free) — 1 comment
  > **Top comment:** "No but a 30days free trail will be provided"
- Title: [How frequently are you going to release updates](https://www.g2.com/discussions/30173-how-frequently-are-you-going-to-release-updates) — 1 comment
  > **Top comment:** "Hello! they release big updates almost every year. Last month they released version 18.2.2 with updates. Also, during the year they release one or two fix..."
- Title: [Need training for use SPSS modelar 18.2](https://www.g2.com/discussions/25355-need-training-for-use-spss-modelar-18-2) — 1 comment, 1 upvote
  > **Top comment:** "Hi,  I learned the SPSS Modeler software in a class for my Master's in Learning Analytics a couple of years ago.  I also work at the same university. ..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/databricks-vs-ibm-spss-modeler)