# Databricks vs Elastic Security 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 for data teams.
- **Users say** that Elastic Security provides robust security monitoring capabilities, with features like central logs and ECS that streamline the handling of security details. Reviewers appreciate the efficiency brought by tools such as timelines and cases, which help in managing security incidents effectively.
- **According to verified reviews** , Databricks stands out for its quick implementation process, with many users highlighting the platform&#39;s ability to transform end-to-end data workflows. Features like Genie and Lakeflow Connect are particularly noted for solving developers&#39; challenges.
- **Reviewers mention** that while Elastic Security offers valuable AI integrations that facilitate swift query generation during investigations, some users find the initial setup to be less straightforward compared to Databricks, which has a more user-friendly onboarding experience.
- **Users appreciate** Databricks for its unified platform that combines data engineering, analytics, and machine learning, providing a single source of truth that enhances collaboration among teams. This holistic approach is a significant advantage for organizations looking to streamline their data processes.
- **G2 reviewers highlight** that while Elastic Security is effective in visualizing data and creating actionable intelligence dashboards, it faces challenges in ease of administration compared to Databricks, which is praised for its overall ease of use and management capabilities.



| | Databricks | Elastic Security | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 800 | 23 | 
| **Largest Market Segment** | Enterprise (43.7% of reviews) | Mid-Market (57.1% of reviews) | 
| **Entry Level Price** | No pricing available | Pay As You Go Per Month | 

---
## Top Pros & Cons

### Databricks

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

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

### Elastic Security

Pros:
- Integrations (7 reviews)
- Ease of Use (5 reviews)

Cons:
- Limitations (4 reviews)
- Complex Implementation (3 reviews)

---
## Ratings Comparison
| Rating | Databricks | Elastic Security | 
|---|---|---|
  | **Meets Requirements** | 9.0 (626 reviews) | 9.2 (16 reviews) | 
  | **Ease of Use** | 8.9 (646 reviews) | 8.8 (16 reviews) | 
  | **Ease of Setup** | 8.7 (519 reviews) | 7.1 (13 reviews) | 
  | **Ease of Admin** | 8.4 (190 reviews) | 7.7 (8 reviews) | 
  | **Quality of Support** | 8.8 (603 reviews) | 8.9 (14 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (194 reviews) | 9.0 (7 reviews) | 
  | **Product Direction (% positive)** | 9.6 (608 reviews) | 10.0 (15 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Elastic Security

#### Entry-Level Pricing

Plan: Elastic Cloud Serverless

Price: Pay As You Go Per Month

Description: A fully automated, usage-based platform. Ideal for variable workloads where compute scales independently from storage, requiring zero capacity planning or infrastructure management.

Key Features:
- No-ops management: Elastic handles all upgrades and scaling
- Decoupled compute and storage scaling
- Specialized VCUs for Ingest, Search, and Machine Learning

[Browse all 3 editions](https://www.g2.com/products/elastic-elastic-security/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.2/10 | 228 |
| **Elastic Security** | N/A | N/A |

#### Reports

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Reports Interface** | 9.0 (21 reviews) | Not enough data | 
| **Steps to Answer** | 8.4 (18 reviews) | Not enough data | 
| **Graphs and Charts** | 9.0 (19 reviews) | Not enough data | 
| **Score Cards** | 8.8 (16 reviews) | Not enough data | 
| **Dashboards** | 9.3 (23 reviews) | Not enough data | 

#### Data Preparation

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Connectors** | 9.3 (12 reviews) | Not enough data | 
| **Data Governance** | 9.4 (13 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Querying** | 9.4 (14 reviews) | Not enough data | 
| **Data Filtering** | 9.2 (13 reviews) | Not enough data | 
| **Data Blending** | 9.3 (14 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **AI Text Generation** | 9.4 (15 reviews) | Not enough data | 
| **AI Text Summarization** | 9.6 (12 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (13 reviews) | Not enough data | 
| **Multi-step Planning** | 9.4 (11 reviews) | Not enough data | 
| **Cross-system Integration** | 9.2 (12 reviews) | Not enough data | 
| **Adaptive Learning** | 9.2 (12 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.1 (13 reviews) | Not enough data | 
| **Proactive Assistance** | 9.9 (12 reviews) | Not enough data | 
| **Decision Making** | 9.7 (11 reviews) | Not enough data | 

#### Self Service 

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Calculated Fields** | 8.6 (17 reviews) | Not enough data | 
| **Data Column Filtering** | 8.7 (18 reviews) | Not enough data | 
| **Data Discovery** | 9.0 (18 reviews) | Not enough data | 
| **Search** | 8.7 (18 reviews) | Not enough data | 
| **Collaboration / Workflow** | 8.9 (19 reviews) | Not enough data | 
| **Automodeling** | 8.9 (15 reviews) | Not enough data | 

#### Deployment &amp; Integration - Analytics Platforms

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **No-code Dashboard Builder** | 8.7 (13 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 9.5 (14 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 9.3 (12 reviews) | Not enough data | 
| **Data Source Connectivity** | 9.6 (12 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Predictive Analytics** | 9.0 (19 reviews) | Not enough data | 
| **Data Visualization** | 8.9 (19 reviews) | Not enough data | 
| **Big Data Services** | 9.5 (23 reviews) | Not enough data | 

#### Performance &amp; Scalability - Analytics Platforms

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Large data handling and Query Speed** | 9.4 (13 reviews) | Not enough data | 
| **Concurrent User Support** | 9.8 (10 reviews) | Not enough data | 

#### Advanced Analytics &amp; Modeling - Analytics Platforms

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Modeling and Governance** | 9.4 (14 reviews) | Not enough data | 
| **Notebook and Script Integration** | 9.2 (14 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 9.3 (12 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 9.2 (13 reviews) | Not enough data | 
| **Natural Language Queries** | 9.4 (14 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.4 (12 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 9.2 (13 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.6 (12 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 8.7 (14 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 9.1 (13 reviews) | Not enough data | 

#### Building Reports

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Transformation** | 9.1 (177 reviews) | Not enough data | 
| **Data Modeling** | 8.7 (164 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | Not enough data | 
| **Integration APIs** | 8.6 (168 reviews) | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 120 |
| **Elastic Security** | N/A | N/A |

#### Administration

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Modelling** | 8.8 (102 reviews) | Not enough data | 
| **Recommendations** | 8.6 (96 reviews) | Not enough data | 
| **Workflow Management** | 9.0 (97 reviews) | Not enough data | 
| **Dashboards and Visualizations** | 8.8 (102 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Business Glossary** | 8.5 (90 reviews) | Not enough data | 
| **Data Discovery** | 8.7 (89 reviews) | Not enough data | 
| **Data Profililng** | 8.7 (91 reviews) | Not enough data | 
| **Reporting and Visualization** | 8.6 (90 reviews) | Not enough data | 
| **Data Lineage** | 8.8 (89 reviews) | Not enough data | 

#### Compliance

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Sensitive Data Compliance** | 8.9 (102 reviews) | Not enough data | 
| **Training and Guidelines** | 8.7 (95 reviews) | Not enough data | 
| **Policy Enforcement** | 8.9 (97 reviews) | Not enough data | 
| **Compliance Monitoring** | 8.8 (98 reviews) | Not enough data | 

#### Security

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Access Control** | 9.0 (91 reviews) | Not enough data | 
| **Roles Management** | 8.9 (89 reviews) | Not enough data | 
| **Compliance Management** | 8.8 (89 reviews) | Not enough data | 

#### Data Quality

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Preparation** | 9.0 (97 reviews) | Not enough data | 
| **Data Distribution** | 8.8 (96 reviews) | Not enough data | 
| **Data Unification** | 9.0 (97 reviews) | Not enough data | 

#### Maintainence

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Quality Management** | 8.8 (88 reviews) | Not enough data | 
| **Policy Management** | 8.8 (87 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **AI Text Generation** | 8.4 (85 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (84 reviews) | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Autonomous Task Execution** | 8.8 (13 reviews) | Not enough data | 
| **Multi-step Planning** | 9.0 (14 reviews) | Not enough data | 
| **Cross-system Integration** | 9.2 (17 reviews) | Not enough data | 
| **Adaptive Learning** | 8.8 (15 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.2 (15 reviews) | Not enough data | 
| **Decision Making** | 9.2 (16 reviews) | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 198 |
| **Elastic Security** | N/A | N/A |

#### Management

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Reporting** | 8.7 (177 reviews) | Not enough data | 
| **Auditing** | 8.5 (169 reviews) | Not enough data | 

#### Functionality

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Extraction** | 9.1 (181 reviews) | Not enough data | 
| **Transformation** | 9.3 (184 reviews) | Not enough data | 
| **Loading** | 9.1 (178 reviews) | Not enough data | 
| **Automation** | 9.1 (173 reviews) | Not enough data | 
| **Scalability** | 9.2 (174 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 87 |
| **Elastic Security** | N/A | N/A |

#### Deployment

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Language Flexibility** | 9.0 (71 reviews) | Not enough data | 
| **Framework Flexibility** | 9.0 (70 reviews) | Not enough data | 
| **Versioning** | 9.0 (72 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (72 reviews) | Not enough data | 
| **Scalability** | 9.1 (74 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Language Flexibility** | 9.0 (68 reviews) | Not enough data | 
| **Framework Flexibility** | 8.8 (68 reviews) | Not enough data | 
| **Versioning** | 8.7 (72 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (71 reviews) | Not enough data | 
| **Scalability** | 9.1 (72 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Cataloging** | 9.0 (71 reviews) | Not enough data | 
| **Monitoring** | 9.0 (72 reviews) | Not enough data | 
| **Governing** | 9.2 (68 reviews) | Not enough data | 
| **Model Registry** | 9.0 (75 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Metrics** | 8.8 (68 reviews) | Not enough data | 
| **Infrastructure management** | 9.0 (69 reviews) | Not enough data | 
| **Collaboration** | 9.1 (70 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Cataloging** | 8.9 (68 reviews) | Not enough data | 
| **Monitoring** | 8.8 (67 reviews) | Not enough data | 
| **Governing** | 9.1 (65 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **AI Text Generation** | 8.7 (35 reviews) | Not enough data | 
| **AI Text Summarization** | 8.6 (35 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 228 |
| **Elastic Security** | N/A | N/A |

#### System

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Ingestion &amp; Wrangling** | 8.9 (186 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Language Support** | 8.8 (192 reviews) | Not enough data | 
| **Drag and Drop** | 8.0 (196 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.4 (193 reviews) | Not enough data | 
| **Model Training** | 8.7 (199 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Feature Engineering** | 8.5 (178 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Computer Vision** | 8.2 (181 reviews) | Not enough data | 
| **Natural Language Processing** | 8.6 (187 reviews) | Not enough data | 
| **Natural Language Generation** | 8.3 (179 reviews) | Not enough data | 
| **Artificial Neural Networks** | 8.2 (179 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (164 reviews) | Not enough data | 
| **Deep Learning** | 8.5 (166 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Managed Service** | 8.6 (186 reviews) | Not enough data | 
| **Application** | 8.8 (187 reviews) | Not enough data | 
| **Scalability** | 9.0 (195 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **AI Text Generation** | 8.3 (92 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (93 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.8 (92 reviews) | Not enough data | 

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

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Autonomous Task Execution** | 9.4 (14 reviews) | Not enough data | 
| **Multi-step Planning** | 9.1 (13 reviews) | Not enough data | 
| **Cross-system Integration** | 8.8 (14 reviews) | Not enough data | 
| **Adaptive Learning** | 9.2 (13 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.5 (16 reviews) | Not enough data | 
| **Proactive Assistance** | 9.6 (12 reviews) | Not enough data | 
| **Decision Making** | 9.6 (13 reviews) | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 223 |
| **Elastic Security** | N/A | N/A |

#### Data Management

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Integration** | 9.1 (196 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.9 (187 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.9 (188 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.8 (186 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.7 (174 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 9.1 (177 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **AI/ ML Integration** | 8.9 (182 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.8 (173 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 9.1 (183 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **On-Premise** | 8.0 (161 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.2 (185 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Scalability** | 9.2 (189 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Governance** | 8.9 (182 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 9.0 (175 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **AI Text Generation** | 8.6 (83 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (81 reviews) | Not enough data | 

### Extended Detection and Response (XDR) Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Elastic Security** | N/A | N/A |

#### Detection &amp; Response

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Response Automation** | Not enough data | Not enough data | 
| **Threat Hunting** | Not enough data | Not enough data | 
| **Rule-Based Detection** | Not enough data | Not enough data | 
| **Real-Time Detection** | Not enough data | Not enough data | 

#### Management

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Extensibility** | Not enough data | Not enough data | 
| **Workflow Automation** | Not enough data | Not enough data | 
| **Unified Visibility** | Not enough data | Not enough data | 

#### Analytics

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Threat Intelligence** | Not enough data | Not enough data | 
| **Artificial Intelligence &amp; Machine Learning** | Not enough data | Not enough data | 
| **Data Collection** | Not enough data | Not enough data | 

#### Agentic AI - Extended Detection and Response (XDR) Platforms

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

#### Services - Extended Detection and Response (XDR)

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Managed Services** | Not enough data | Not enough data | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Elastic Security** | N/A | N/A |

#### Management

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **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 | Elastic Security | 
|---|---|---|
| **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 | Elastic Security | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.1/10 | 88 |
| **Elastic Security** | N/A | N/A |

#### Data Management

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Integration** | 9.1 (74 reviews) | Not enough data | 
| **Metadata** | 8.9 (77 reviews) | Not enough data | 
| **Self-service** | 8.9 (76 reviews) | Not enough data | 
| **Automated workflows** | 9.2 (75 reviews) | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Autonomous Task Execution** | 9.4 (15 reviews) | Not enough data | 
| **Multi-step Planning** | 9.2 (13 reviews) | Not enough data | 
| **Cross-system Integration** | 9.3 (15 reviews) | Not enough data | 
| **Adaptive Learning** | 9.4 (14 reviews) | Not enough data | 
| **Decision Making** | 9.6 (14 reviews) | Not enough data | 

#### Analytics

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Analytics capabilities** | 8.9 (74 reviews) | Not enough data | 
| **Dasboard visualizations** | 8.7 (74 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Observability** | 8.7 (74 reviews) | Not enough data | 
| **Testing capabilities** | 8.7 (74 reviews) | Not enough data | 

#### Cloud Deployment

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Hybrid cloud support** | 9.1 (69 reviews) | Not enough data | 
| **Cloud migration capabilities** | 9.1 (71 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **AI Text Generation** | 9.1 (42 reviews) | Not enough data | 
| **AI Text Summarization** | 9.0 (42 reviews) | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.9/10 | 12 |
| **Elastic Security** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **AI High Availability** | 9.4 (8 reviews) | Not enough data | 
| **AI Model Training Scalability** | 10.0 (9 reviews) | Not enough data | 
| **AI Inference Speed** | 10.0 (8 reviews) | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **AI Cost per API Call** | 9.8 (7 reviews) | Not enough data | 
| **AI Resource Allocation Flexibility** | 9.4 (9 reviews) | Not enough data | 
| **AI Energy Efficiency** | 10.0 (7 reviews) | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **AI Multi-cloud Support** | 9.8 (8 reviews) | Not enough data | 
| **AI Data Pipeline Integration** | 10.0 (7 reviews) | Not enough data | 
| **AI API Support and Flexibility** | 10.0 (7 reviews) | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | 10.0 (7 reviews) | Not enough data | 
| **AI Role-based Access Control** | 9.8 (7 reviews) | Not enough data | 
| **AI Data Encryption** | 10.0 (7 reviews) | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **AI Documentation Quality** | 10.0 (9 reviews) | Not enough data | 
| **AI Community Activity** | 9.8 (7 reviews) | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Elastic Security** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **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 | Elastic Security | 
|---|---|---|
| **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 | Elastic Security | 
|---|---|---|
| **Analytics &amp; 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 | Elastic Security | 
|---|---|---|
| **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 | 

### Endpoint Detection &amp; Response (EDR)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Elastic Security** | N/A | N/A |

#### Services - Endpoint Detection &amp; Response (EDR) 

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Managed Services** | Not enough data | Not enough data | 

### AI Gateways

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Elastic Security** | N/A | N/A |

#### Traffic Management &amp; Performance - AI Gateways

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Token-Aware Rate Limiting** | Not enough data | Not enough data | 
| **Semantic Caching** | Not enough data | Not enough data | 
| **Multi-Model Routing &amp; Fallbacks** | Not enough data | Not enough data | 

#### Governance &amp; Observability - AI Gateways

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **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 | 

### Cloud Security

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Elastic Security** | N/A | N/A |

#### Cloud Visibility

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Discovery** | Not enough data | Not enough data | 
| **Cloud Registry** | Not enough data | Not enough data | 
| **Cloud Gap Analytics** | Not enough data | Not enough data | 

#### Security

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Security** | Not enough data | Not enough data | 
| **Data loss Prevention** | Not enough data | Not enough data | 
| **Security Auditing** | Not enough data | Not enough data | 

#### Identity

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **SSO** | Not enough data | Not enough data | 
| **Governance** | Not enough data | Not enough data | 
| **User Analytics** | Not enough data | Not enough data | 

### Security Information and Event Management (SIEM)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Elastic Security** | 9.8/10 | 8 |

#### Network Management

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Activity Monitoring** | Not enough data | 9.7 (5 reviews) | 
| **Asset Management** | Not enough data | Not enough data | 
| **Log Management** | Not enough data | 9.8 (7 reviews) | 

#### Incident Management

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Event Management** | Not enough data | Not enough data | 
| **Automated Response** | Not enough data | Not enough data | 
| **Incident Reporting** | Not enough data | Not enough data | 

#### Security Intelligence

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Threat Intelligence** | Not enough data | Not enough data | 
| **Vulnerability Assessment** | Not enough data | Not enough data | 
| **Advanced Analytics** | Not enough data | Not enough data | 
| **Data Examination** | Not enough data | Not enough data | 

#### Agentic AI - Security Information and Event Management (SIEM)

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Endpoint Protection

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Elastic Security** | N/A | N/A |

#### System Control

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Device Control** | Not enough data | Not enough data | 
| **Web Control** | Not enough data | Not enough data | 
| **Application Control** | Not enough data | Not enough data | 
| **Asset Management** | Not enough data | Not enough data | 
| **System Isolation** | Not enough data | Not enough data | 

#### Vulnerability Prevention

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Endpoint Intelligence** | Not enough data | Not enough data | 
| **Firewall** | Not enough data | Not enough data | 
| **Malware Detection** | Not enough data | Not enough data | 

#### Security Management

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Incident Reports** | Not enough data | Not enough data | 
| **Security Validation** | Not enough data | Not enough data | 
| **Compliance ** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 352 |
| **Elastic Security** | N/A | N/A |

#### Database

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Real-Time Data Collection** | 8.8 (246 reviews) | Not enough data | 
| **Data Distribution** | 9.0 (251 reviews) | Not enough data | 
| **Data Lake** | 9.3 (280 reviews) | Not enough data | 

#### Integrations

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Hadoop Integration** | 8.3 (224 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (284 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Machine Scaling** | 9.0 (282 reviews) | Not enough data | 
| **Data Preparation** | 8.9 (262 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (284 reviews) | Not enough data | 

#### Processing

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Cloud Processing** | 9.1 (262 reviews) | Not enough data | 
| **Workload Processing** | 9.0 (272 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 268 |
| **Elastic Security** | N/A | N/A |

#### Data Transformation

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (231 reviews) | Not enough data | 
| **Data Querying** | 9.1 (241 reviews) | Not enough data | 

#### Connectivity

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Hadoop Integration** | 8.7 (210 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (235 reviews) | Not enough data | 
| **Multi-Source Analysis** | 9.0 (225 reviews) | Not enough data | 
| **Data Lake** | 9.2 (234 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Visualization** | 8.5 (232 reviews) | Not enough data | 
| **Data Workflow** | 8.8 (231 reviews) | Not enough data | 
| **Governed Discovery** | 8.6 (218 reviews) | Not enough data | 
| **Embedded Analytics** | 8.7 (215 reviews) | Not enough data | 
| **Notebooks** | 9.4 (236 reviews) | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.6/10 | 213 |
| **Elastic Security** | N/A | N/A |

#### Building Reports

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **Data Transformation** | 9.1 (177 reviews) | Not enough data | 
| **Data Modeling** | 8.7 (164 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | Not enough data | 
| **Integration APIs** | 8.6 (168 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Elastic Security | 
|---|---|---|
| **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 Elastic Security (4):** [Security Information and Event Management (SIEM) Software](https://www.g2.com/categories/security-information-and-event-management-siem), [Endpoint Detection &amp; Response (EDR) Software](https://www.g2.com/categories/endpoint-detection-response-edr), [Extended Detection and Response (XDR) Platforms](https://www.g2.com/categories/extended-detection-and-response-xdr-platforms), [Enterprise Service Bus (ESB) Software](https://www.g2.com/categories/enterprise-service-bus-esb)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | Elastic Security | 
|---|---|---|
| **Small-Business** | 16.0% | 23.8% | 
| **Mid-Market** | 40.3% | 57.1% | 
| **Enterprise** | 43.7% | 19.0% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 16.7%
- **Financial Services:** 10.0%
- **Computer Software:** 9.2%
- **Consulting:** 4.1%
- **Hospital &amp; Health Care:** 3.5%
- **Retail:** 3.4%
- **Marketing and Advertising:** 3.3%
- **Insurance:** 3.0%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.6%
- **Other:** 41.5%

#### Elastic Security

- **Information Technology and Services:** 42.1%
- **Internet:** 10.5%
- **Telecommunications:** 5.3%
- **Security and Investigations:** 5.3%
- **Outsourcing/Offshoring:** 5.3%
- **Libraries:** 5.3%
- **Government Administration:** 5.3%
- **Financial Services:** 5.3%
- **Computer Games:** 5.3%
- **Banking:** 5.3%
- **Other:** 5.3%

---
## 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) — 4.5/5 stars (755 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (815 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 (799 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (207 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

### Alternatives to Elastic Security

- [CrowdStrike Falcon Endpoint Protection Platform](https://www.g2.com/products/crowdstrike-falcon-endpoint-protection-platform/reviews) — 4.6/5 stars (426 reviews)
- [Wiz](https://www.g2.com/products/wiz-wiz/reviews) — 4.7/5 stars (794 reviews)
- [Huntress Managed EDR](https://www.g2.com/products/huntress-managed-edr/reviews) — 4.9/5 stars (885 reviews)
- [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (708 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (757 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
- [Sumo Logic](https://www.g2.com/products/sumo-logic/reviews) — 4.3/5 stars (400 reviews)
- [Sophos Endpoint](https://www.g2.com/products/sophos-endpoint/reviews) — 4.7/5 stars (824 reviews)
- [ThreatDown](https://www.g2.com/products/threatdown/reviews) — 4.6/5 stars (1084 reviews)
- [MuleSoft Anypoint Platform](https://www.g2.com/products/mulesoft-anypoint-platform/reviews) — 4.5/5 stars (761 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 &amp; Data Quality
Data Integration &amp; 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&#39;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&#39; Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..."

### Elastic Security

No discussions available for this product.

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

