# Databricks vs Secoda Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in providing a unified platform for data engineering, analytics, and machine learning, with features like Genie and Lakeflow Connect that streamline workflows. Users appreciate the intuitive notebook interface and polished SQL editor, which enhance productivity by allowing seamless switching between programming languages.
- **Users say** that Secoda shines in its ability to integrate metadata and lineage across various data tools, making it easier for teams to discover and manage their data assets. The Questions feature is particularly praised for facilitating knowledge sharing among team members, helping to document discussions and decisions effectively.
- **Reviewers mention** that Databricks has a significantly higher overall satisfaction score, reflecting its strong market presence and user trust. The platform's ability to provide a single source of truth and improve collaboration is frequently highlighted, making it a preferred choice for enterprise-level users.
- **According to verified reviews** , while Secoda is well-regarded for its business glossary and data discovery capabilities, it faces challenges in areas like data preparation and distribution. Users have noted that these features could be more robust to better support their data management needs.
- **G2 reviewers highlight** that Databricks offers a smoother implementation process, with many users noting the quick onboarding experience. This is contrasted with Secoda, where some users have expressed a desire for more streamlined setup and configuration options to enhance usability.
- **Users report** that while Secoda provides excellent support and training resources, Databricks also receives high marks for its quality of support, though it doesn't quite match Secoda's ratings in this area. This indicates that while both platforms are committed to customer service, Secoda may have a slight edge in responsiveness and assistance.



| | Databricks | Secoda | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 801 | 55 | 
| **Largest Market Segment** | Enterprise (43.6% of reviews) | Mid-Market (69.2% of reviews) | 
| **Entry Level Price** | No pricing available | Contact Us Per Year | 

---
## Top Pros & Cons

### Databricks

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

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

### Secoda

Pros:
- Data Lineage (7 reviews)
- Onboarding (7 reviews)

Cons:
- Learning Difficulty (4 reviews)
- Product Immaturity (4 reviews)

---
## Ratings Comparison
| Rating | Databricks | Secoda | 
|---|---|---|
  | **Meets Requirements** | 9.0 (627 reviews) | 8.3 (31 reviews) | 
  | **Ease of Use** | 8.9 (645 reviews) | 8.2 (32 reviews) | 
  | **Ease of Setup** | 8.7 (518 reviews) | 8.7 (26 reviews) | 
  | **Ease of Admin** | 8.4 (190 reviews) | 9.2 (19 reviews) | 
  | **Quality of Support** | 8.8 (604 reviews) | 9.7 (30 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (194 reviews) | 9.6 (19 reviews) | 
  | **Product Direction (% positive)** | 9.6 (608 reviews) | 9.2 (30 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Secoda

#### Entry-Level Pricing

Plan: Enterprise

Price: Contact Us Per Year

Description: Built for bigger teams with security or deployment needs.

Key Features:
- Everything in Premium, plus:
- Unlimited integrations
- Custom user roles

[Browse all 4 editions](https://www.g2.com/products/secoda/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

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

#### Reports

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

#### Data Modeling and Blending

| Feature | Databricks | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 & Integration - Analytics Platforms

| Feature | Databricks | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 & Scalability - Analytics Platforms

| Feature | Databricks | Secoda | 
|---|---|---|
| **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 & Modeling - Analytics Platforms

| Feature | Databricks | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 (167 reviews) | Not enough data | 

### Machine Learning Data Catalog

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Secoda** | 8.9/10 | 10 |

#### Data Governance

| Feature | Databricks | Secoda | 
|---|---|---|
| **User Access Management** | Not enough data | 8.7 (5 reviews) | 
| **Dynamic Data Masking** | Not enough data | 9.0 (5 reviews) | 
| **Data Lineage** | Not enough data | 8.9 (9 reviews) | 

#### Data Preparation

| Feature | Databricks | Secoda | 
|---|---|---|
| **Search** | Not enough data | 9.3 (9 reviews) | 
| **Data Quality and Cleansing** | Not enough data | 7.2 (6 reviews) | 
| **Data Transformation** | Not enough data | Feature Not Available | 
| **Data Modeling** | Not enough data | Feature Not Available | 

#### Collaboration

| Feature | Databricks | Secoda | 
|---|---|---|
| **Commenting** | Not enough data | 9.2 (6 reviews) | 
| **Profiling and Classification** | Not enough data | 9.3 (5 reviews) | 
| **Business and Data Glossary** | Not enough data | 9.3 (9 reviews) | 
| **Metadata Management ** | Not enough data | 9.5 (7 reviews) | 

#### Artificial Intelligence

| Feature | Databricks | Secoda | 
|---|---|---|
| **Machine Learning Recommendations** | Not enough data | Not enough data | 
| **Natural Language Query** | Not enough data | 8.1 (6 reviews) | 
| **Automatic Data Cleansing** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | Secoda | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Machine Learning Data Catalog

| Feature | Databricks | Secoda | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Feature Not Available | 
| **Multi-step Planning** | Not enough data | Feature Not Available | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Feature Not Available | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 120 |
| **Secoda** | 7.7/10 | 11 |

#### Administration

| Feature | Databricks | Secoda | 
|---|---|---|
| **Data Modelling** | 8.8 (102 reviews) | Feature Not Available | 
| **Recommendations** | 8.6 (96 reviews) | 8.3 (11 reviews) | 
| **Workflow Management** | 9.0 (97 reviews) | 7.2 (9 reviews) | 
| **Dashboards and Visualizations** | 8.8 (102 reviews) | 8.2 (10 reviews) | 

#### Management

| Feature | Databricks | Secoda | 
|---|---|---|
| **Business Glossary** | 8.5 (90 reviews) | 9.1 (11 reviews) | 
| **Data Discovery** | 8.7 (89 reviews) | 9.1 (11 reviews) | 
| **Data Profililng** | 8.7 (91 reviews) | 8.0 (11 reviews) | 
| **Reporting and Visualization** | 8.6 (90 reviews) | 7.5 (10 reviews) | 
| **Data Lineage** | 8.8 (89 reviews) | 8.8 (11 reviews) | 

#### Compliance

| Feature | Databricks | Secoda | 
|---|---|---|
| **Sensitive Data Compliance** | 8.9 (102 reviews) | 7.8 (10 reviews) | 
| **Training and Guidelines** | 8.7 (95 reviews) | 8.5 (11 reviews) | 
| **Policy Enforcement** | 8.9 (97 reviews) | 8.2 (10 reviews) | 
| **Compliance Monitoring** | 8.8 (98 reviews) | 7.5 (10 reviews) | 

#### Security

| Feature | Databricks | Secoda | 
|---|---|---|
| **Access Control** | 9.0 (91 reviews) | 8.6 (11 reviews) | 
| **Roles Management** | 8.9 (89 reviews) | 8.3 (11 reviews) | 
| **Compliance Management** | 8.8 (89 reviews) | 7.5 (10 reviews) | 

#### Data Quality

| Feature | Databricks | Secoda | 
|---|---|---|
| **Data Preparation** | 9.0 (97 reviews) | 7.3 (10 reviews) | 
| **Data Distribution** | 8.8 (96 reviews) | 6.2 (10 reviews) | 
| **Data Unification** | 9.0 (97 reviews) | 6.8 (10 reviews) | 

#### Maintainence

| Feature | Databricks | Secoda | 
|---|---|---|
| **Data Quality Management** | 8.8 (88 reviews) | 8.5 (10 reviews) | 
| **Policy Management** | 8.8 (87 reviews) | 7.8 (10 reviews) | 

#### Generative AI

| Feature | Databricks | Secoda | 
|---|---|---|
| **AI Text Generation** | 8.4 (85 reviews) | 5.6 (6 reviews) | 
| **AI Text Summarization** | 8.5 (84 reviews) | 5.3 (5 reviews) | 

#### Agentic AI - Data Governance

| Feature | Databricks | Secoda | 
|---|---|---|
| **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 | 

### Database Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Secoda** | N/A | N/A |

#### Functionality

| Feature | Databricks | Secoda | 
|---|---|---|
| **Monitoring** | Not enough data | Not enough data | 
| **Alerting** | Not enough data | Not enough data | 
| **Logging** | Not enough data | Feature Not Available | 
| **Response Time** | Not enough data | Feature Not Available | 
| **Reporting** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 

#### Agentic AI - Database Monitoring

| Feature | Databricks | Secoda | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 199 |
| **Secoda** | N/A | N/A |

#### Management

| Feature | Databricks | Secoda | 
|---|---|---|
| **Reporting** | 8.7 (178 reviews) | Not enough data | 
| **Auditing** | 8.5 (170 reviews) | Not enough data | 

#### Functionality

| Feature | Databricks | Secoda | 
|---|---|---|
| **Extraction** | 9.1 (182 reviews) | Not enough data | 
| **Transformation** | 9.3 (185 reviews) | Not enough data | 
| **Loading** | 9.1 (179 reviews) | Not enough data | 
| **Automation** | 9.1 (174 reviews) | Not enough data | 
| **Scalability** | 9.2 (175 reviews) | Not enough data | 

### MLOps Platforms

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

#### Deployment

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

### Data Mapping

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Secoda** | N/A | N/A |

#### Functionality

| Feature | Databricks | Secoda | 
|---|---|---|
| **Data visualisation** | Not enough data | Not enough data | 
| **Data transformation** | Not enough data | Not enough data | 
| **Data migration** | Not enough data | Not enough data | 
| **Process various formats** | Not enough data | Not enough data | 
| **No-code functionality** | Not enough data | Not enough data | 
| **Data manipulation** | Not enough data | Not enough data | 
| **Analytics** | Not enough data | Not enough data | 
| **Reporting** | Not enough data | Not enough data | 

### Sensitive Data Discovery

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Secoda** | N/A | N/A |

#### Functionality

| Feature | Databricks | Secoda | 
|---|---|---|
| **Structure type** | Not enough data | Not enough data | 
| **Contextual search** | Not enough data | Not enough data | 
| **Template algorithms** | Not enough data | Not enough data | 
| **Custom algorithms** | Not enough data | Not enough data | 
| **False-positive management** | Not enough data | Feature Not Available | 
| **Multiple file and location types** | Not enough data | Not enough data | 
| **Real-time monitoring** | Not enough data | Not enough data | 
| **Dashboard** | Not enough data | Not enough data | 
| **Compliance** | Not enough data | Not enough data | 
| **Reporting** | Not enough data | Not enough data | 

#### Agentic AI - Sensitive Data Discovery

| Feature | Databricks | Secoda | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

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

#### System

| Feature | Databricks | Secoda | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (186 reviews) | Not enough data | 

#### Model Development

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

#### Machine/Deep Learning Services

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

#### Deployment

| Feature | Databricks | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 Fabric

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Secoda** | N/A | N/A |

#### Data Management

| Feature | Databricks | Secoda | 
|---|---|---|
| **Data Integration** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Multi - Platform** | Not enough data | Not enough data | 
| **Metadata** | Not enough data | Not enough data | 

#### Analytics

| Feature | Databricks | Secoda | 
|---|---|---|
| **Data Analytics** | Not enough data | Not enough data | 

#### Security

| Feature | Databricks | Secoda | 
|---|---|---|
| **Compliance** | Not enough data | Not enough data | 
| **Governance** | Not enough data | Not enough data | 
| **Data Protection** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | Secoda | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | Databricks | Secoda | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 224 |
| **Secoda** | N/A | N/A |

#### Data Management

| Feature | Databricks | Secoda | 
|---|---|---|
| **Data Integration** | 9.1 (196 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.9 (187 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.9 (189 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.8 (187 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.7 (175 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 9.1 (178 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Databricks | Secoda | 
|---|---|---|
| **AI/ ML Integration** | 8.9 (183 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.8 (174 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 9.1 (184 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Databricks | Secoda | 
|---|---|---|
| **On-Premise** | 8.0 (162 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.2 (186 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Databricks | Secoda | 
|---|---|---|
| **Scalability** | 9.2 (190 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Databricks | Secoda | 
|---|---|---|
| **Data Governance** | 8.9 (181 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 8.9 (174 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Databricks | Secoda | 
|---|---|---|
| **AI Text Generation** | 8.6 (84 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (82 reviews) | Not enough data | 

### AI Agents For Business Operations

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Secoda** | N/A | N/A |

#### Responses

| Feature | Databricks | Secoda | 
|---|---|---|
| **Personalization** | Not enough data | Not enough data | 
| **Route To Human** | Not enough data | Not enough data | 
| **Natural Language Understanding (NLU)** | Not enough data | Not enough data | 

#### Automation - AI Agents

| Feature | Databricks | Secoda | 
|---|---|---|
| **Sales Follow-Up** | Not enough data | Not enough data | 
| **Customer Interaction Automation** | Not enough data | Not enough data | 
| **Lead Generation** | Not enough data | Not enough data | 
| **Document Processing** | Not enough data | Not enough data | 
| **Feedback Collection** | Not enough data | Not enough data | 

#### Platform

| Feature | Databricks | Secoda | 
|---|---|---|
| **Conversation Editor** | Not enough data | Not enough data | 
| **Integration** | Not enough data | Not enough data | 
| **Human-In-The-Loop** | Not enough data | Not enough data | 

#### Autonomy -  AI Agents

| Feature | Databricks | Secoda | 
|---|---|---|
| **Independent Decision Making** | Not enough data | Not enough data | 
| **Adaptive Responses** | Not enough data | Not enough data | 
| **Task Execution** | Not enough data | Not enough data | 
| **Problem Solving** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | Secoda | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Secoda** | N/A | N/A |

#### Management

| Feature | Databricks | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 | 89 |
| **Secoda** | N/A | N/A |

#### Data Management

| Feature | Databricks | Secoda | 
|---|---|---|
| **Data Integration** | 9.1 (75 reviews) | Not enough data | 
| **Metadata** | 8.9 (78 reviews) | Not enough data | 
| **Self-service** | 9.0 (77 reviews) | Not enough data | 
| **Automated workflows** | 9.2 (76 reviews) | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | Secoda | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (16 reviews) | Not enough data | 
| **Multi-step Planning** | 9.3 (14 reviews) | Not enough data | 
| **Cross-system Integration** | 9.4 (16 reviews) | Not enough data | 
| **Adaptive Learning** | 9.4 (15 reviews) | Not enough data | 
| **Decision Making** | 9.7 (15 reviews) | Not enough data | 

#### Analytics

| Feature | Databricks | Secoda | 
|---|---|---|
| **Analytics capabilities** | 9.0 (75 reviews) | Not enough data | 
| **Dasboard visualizations** | 8.7 (75 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Databricks | Secoda | 
|---|---|---|
| **Data Observability** | 8.8 (75 reviews) | Not enough data | 
| **Testing capabilities** | 8.7 (75 reviews) | Feature Not Available | 

#### Cloud Deployment

| Feature | Databricks | Secoda | 
|---|---|---|
| **Hybrid cloud support** | 9.1 (70 reviews) | Not enough data | 
| **Cloud migration capabilities** | 9.1 (72 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Secoda | 
|---|---|---|
| **AI Text Generation** | 9.1 (43 reviews) | Not enough data | 
| **AI Text Summarization** | 9.1 (43 reviews) | Not enough data | 

### Active Metadata Management

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Secoda** | 6.8/10 | 11 |

#### Data management

| Feature | Databricks | Secoda | 
|---|---|---|
| **Metadata Management** | Not enough data | 9.3 (10 reviews) | 
| **Automation Features** | Not enough data | 7.0 (11 reviews) | 
| **Collaboration** | Not enough data | 7.8 (10 reviews) | 
| **Data Lineage** | Not enough data | 8.2 (10 reviews) | 
| **Data Discovery** | Not enough data | 8.2 (11 reviews) | 

#### Reporting

| Feature | Databricks | Secoda | 
|---|---|---|
| **Intelligent Insights** | Not enough data | 5.4 (9 reviews) | 
| **Actionable Insights** | Not enough data | 6.5 (10 reviews) | 
| **Dashboards** | Not enough data | 6.3 (10 reviews) | 

#### Generative AI

| Feature | Databricks | Secoda | 
|---|---|---|
| **AI Text Generation** | Not enough data | 5.2 (7 reviews) | 
| **AI Text Summarization** | Not enough data | 4.5 (7 reviews) | 

### Database DevOps Software

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Secoda** | N/A | N/A |

#### Functionality

| Feature | Databricks | Secoda | 
|---|---|---|
| **Automation** | Not enough data | Feature Not Available | 
| **Change validation** | Not enough data | Feature Not Available | 
| **Version control** | Not enough data | Not enough data | 

#### Management

| Feature | Databricks | Secoda | 
|---|---|---|
| **Visibility** | Not enough data | Not enough data | 
| **Rollbacks** | Not enough data | Feature Not Available | 
| **Post-deployment validation** | Not enough data | Feature Not Available | 

### Data Observability

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Secoda** | N/A | N/A |

#### Functionality

| Feature | Databricks | Secoda | 
|---|---|---|
| **Real-time Analytics** | Not enough data | Not enough data | 
| **Data quality monitoring** | Not enough data | Not enough data | 
| **Automation** | Not enough data | Not enough data | 
| **End to End visiblity** | Not enough data | Not enough data | 

#### Management

| Feature | Databricks | Secoda | 
|---|---|---|
| **Anomaly identification** | Not enough data | Not enough data | 
| **Single pane view** | Not enough data | Not enough data | 
| **Real-time alerts** | Not enough data | Not enough data | 
| **Data lineage** | Not enough data | Not enough data | 
| **Integrations** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | Secoda | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 

#### Agentic AI - Data Observability

| Feature | Databricks | Secoda | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 

### Generative AI Infrastructure

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

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | Secoda | 
|---|---|---|
| **AI High Availability** | 10.0 (7 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 | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 |
| **Secoda** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 |
| **Secoda** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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** | 9.0/10 | 352 |
| **Secoda** | N/A | N/A |

#### Database

| Feature | Databricks | Secoda | 
|---|---|---|
| **Real-Time Data Collection** | 8.8 (245 reviews) | Not enough data | 
| **Data Distribution** | 9.0 (251 reviews) | Not enough data | 
| **Data Lake** | 9.3 (279 reviews) | Not enough data | 

#### Integrations

| Feature | Databricks | Secoda | 
|---|---|---|
| **Hadoop Integration** | 8.3 (224 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (283 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Secoda | 
|---|---|---|
| **Machine Scaling** | 9.0 (282 reviews) | Not enough data | 
| **Data Preparation** | 8.9 (261 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (283 reviews) | Not enough data | 

#### Processing

| Feature | Databricks | Secoda | 
|---|---|---|
| **Cloud Processing** | 9.1 (261 reviews) | Not enough data | 
| **Workload Processing** | 9.0 (270 reviews) | Not enough data | 

### Big Data Analytics

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

#### Data Transformation

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

#### Connectivity

| Feature | Databricks | Secoda | 
|---|---|---|
| **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 | Secoda | 
|---|---|---|
| **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 | 

### AI Agents

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Secoda** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Databricks | Secoda | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Secoda** | N/A | N/A |

#### Functionality

| Feature | Databricks | Secoda | 
|---|---|---|
| **Identification** | Not enough data | Not enough data | 
| **Correction** | Not enough data | Not enough data | 
| **Normalization** | Not enough data | Not enough data | 
| **Preventative Cleaning** | Not enough data | Not enough data | 
| **Data Matching** | Not enough data | Not enough data | 

#### Management

| Feature | Databricks | Secoda | 
|---|---|---|
| **Reporting** | Not enough data | Not enough data | 
| **Automation** | Not enough data | Not enough data | 
| **Quality Audits** | Not enough data | Not enough data | 
| **Dashboard** | Not enough data | Not enough data | 
| **Governance** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | Secoda | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.5/10 | 213 |
| **Secoda** | N/A | N/A |

#### Building Reports

| Feature | Databricks | Secoda | 
|---|---|---|
| **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 (167 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Secoda | 
|---|---|---|
| **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 (2):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools)

**Unique to Databricks (11):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [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), [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 Secoda (10):** [Data Observability Software](https://www.g2.com/categories/data-observability), [ Database DevOps Software](https://www.g2.com/categories/database-devops-software), [Active Metadata Management Software](https://www.g2.com/categories/active-metadata-management), [Data Fabric Software](https://www.g2.com/categories/data-fabric), [Sensitive Data Discovery Software](https://www.g2.com/categories/sensitive-data-discovery), [Data Mapping Software](https://www.g2.com/categories/data-mapping), [Database Monitoring Tools](https://www.g2.com/categories/database-monitoring), [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [Data Quality Tools](https://www.g2.com/categories/data-quality), [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | Secoda | 
|---|---|---|
| **Small-Business** | 16.0% | 19.2% | 
| **Mid-Market** | 40.4% | 69.2% | 
| **Enterprise** | 43.6% | 11.5% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 16.6%
- **Financial Services:** 10.0%
- **Computer Software:** 9.2%
- **Consulting:** 4.1%
- **Hospital & Health Care:** 3.5%
- **Retail:** 3.4%
- **Marketing and Advertising:** 3.3%
- **Insurance:** 3.0%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.6%
- **Other:** 41.5%

#### Secoda

- **Computer Software:** 19.2%
- **Financial Services:** 17.3%
- **Information Technology and Services:** 15.4%
- **Health, Wellness and Fitness:** 5.8%
- **Hospitality:** 5.8%
- **Hospital & Health Care:** 3.8%
- **Airlines/Aviation:** 1.9%
- **Alternative Dispute Resolution:** 1.9%
- **Apparel & Fashion:** 1.9%
- **Banking:** 1.9%
- **Other:** 25.0%

---
## Alternatives

### Alternatives to Databricks

- [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 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 (1227 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (658 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 (801 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 Secoda

- [Atlan](https://www.g2.com/products/atlan/reviews) — 4.5/5 stars (131 reviews)
- [Egnyte](https://www.g2.com/products/egnyte/reviews) — 4.4/5 stars (1162 reviews)
- [Twilio Segment](https://www.g2.com/products/twilio-segment/reviews) — 4.5/5 stars (566 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (801 reviews)
- [Hightouch](https://www.g2.com/products/hightouch/reviews) — 4.6/5 stars (394 reviews)
- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (524 reviews)
- [Notion](https://www.g2.com/products/notion/reviews) — 4.6/5 stars (11956 reviews)
- [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1959 reviews)
- [Dynatrace](https://www.g2.com/products/dynatrace/reviews) — 4.5/5 stars (1363 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..."

### Secoda

No discussions available for this product.

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