# MongoDB Atlas, Progress MarkLogic vs DigitalOcean Comparison

| | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.3 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 368 | 65 | 746 | 
| **Largest Market Segment** | Small-Business (57.4% of reviews) | Enterprise (53.1% of reviews) | Small-Business (85.7% of reviews) | 
| **Entry Level Price** | No pricing available | Free | Starting at $4.00 | 

---
## Top Pros & Cons

### MongoDB Atlas

Pros:
- Ease of Use (8 reviews)
- User Interface (7 reviews)

Cons:
- Expensive Pricing (3 reviews)
- Unclear Pricing (3 reviews)

### Progress MarkLogic

**Not enough data**

### DigitalOcean

Pros:
- Ease of Use (154 reviews)
- Cost-Effective (91 reviews)

Cons:
- Limited Features (45 reviews)
- Expensive (43 reviews)

---
## Ratings Comparison
| Rating | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
  | **Meets Requirements** | 8.9 (270 reviews) | 8.7 (62 reviews) | 9.1 (650 reviews) | 
  | **Ease of Use** | 9.0 (271 reviews) | 8.1 (61 reviews) | 9.2 (639 reviews) | 
  | **Ease of Setup** | 9.1 (101 reviews) | 8.2 (37 reviews) | 9.3 (498 reviews) | 
  | **Ease of Admin** | 8.7 (96 reviews) | 8.2 (30 reviews) | 9.2 (407 reviews) | 
  | **Quality of Support** | 8.7 (241 reviews) | 8.2 (59 reviews) | 8.6 (532 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.8 (91 reviews) | 8.7 (30 reviews) | 9.1 (379 reviews) | 
  | **Product Direction (% positive)** | 9.3 (266 reviews) | 9.4 (61 reviews) | 9.0 (638 reviews) | 

---
## Pricing

### MongoDB Atlas

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Progress MarkLogic

#### Entry-Level Pricing

Plan: Developer

Price: Free

Description: The fastest way to start building your app with all of MarkLogic’s key features.

Key Features:
- Multi-model Database
- Integrated Search Engine
- Scalability and Elasticity

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

#### Free Trial

Yes

### DigitalOcean

#### Entry-Level Pricing

Plan: Droplets

Price: Starting at $4.00

Description: Simple, affordable, fast virtual machines 

Key Features:
- Deploys in seconds 
- Scales up on demand
- Run any workload from mission critical apps to low traffic sites

[Browse all 11 editions](https://www.g2.com/products/digitalocean/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | 8.6/10 | 62 |
| **Progress MarkLogic** | N/A | N/A |
| **DigitalOcean** | N/A | N/A |

#### Reports

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Reports Interface** | 8.2 (51 reviews) | Not enough data | Not enough data | 
| **Steps to Answer** | 8.2 (49 reviews) | Not enough data | Not enough data | 
| **Graphs and Charts** | 8.9 (57 reviews) | Not enough data | Not enough data | 
| **Score Cards** | 8.9 (46 reviews) | Not enough data | Not enough data | 
| **Dashboards** | 8.9 (55 reviews) | Not enough data | Not enough data | 

#### Self Service 

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | Not enough data | 
| **Data Column Filtering** | Not enough data | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 
| **Search** | Not enough data | Not enough data | Not enough data | 
| **Collaboration / Workflow** | Not enough data | Not enough data | Not enough data | 
| **Automodeling** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 
| **Big Data Services** | Not enough data | Not enough data | Not enough data | 

#### Building Reports

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

### Data Visualization

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | 8.6/10 | 64 |
| **Progress MarkLogic** | N/A | N/A |
| **DigitalOcean** | N/A | N/A |

#### Reports

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Reports Interface** | 8.2 (51 reviews) | Not enough data | Not enough data | 
| **Steps to Answer** | 8.2 (49 reviews) | Not enough data | Not enough data | 
| **Graphs and Charts** | 8.9 (57 reviews) | Not enough data | Not enough data | 
| **Score Cards** | 8.9 (46 reviews) | Not enough data | Not enough data | 
| **Dashboards** | 8.9 (55 reviews) | Not enough data | Not enough data | 

#### Reports

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Reports Interface** | 8.6 (53 reviews) | Not enough data | Not enough data | 
| **Share Reports** | 8.6 (51 reviews) | Not enough data | Not enough data | 
| **Steps to Answer** | 7.9 (48 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

#### Visualization

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Graphs and Charts** | 9.0 (56 reviews) | Not enough data | Not enough data | 
| **Score Cards** | 8.4 (46 reviews) | Not enough data | Not enough data | 
| **Dashboards** | 9.2 (55 reviews) | Not enough data | Not enough data | 
| **Formats** | 8.5 (49 reviews) | Not enough data | Not enough data | 

#### Data Updates

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Historical Snapshots** | 8.6 (46 reviews) | Not enough data | Not enough data | 
| **Real-Time Updating** | 8.7 (54 reviews) | Not enough data | Not enough data | 

#### Collaboration

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Sharing** | 8.6 (49 reviews) | Not enough data | Not enough data | 
| **Co-Editing** | 8.5 (43 reviews) | Not enough data | Not enough data | 
| **Devices** | 8.1 (47 reviews) | Not enough data | Not enough data | 

#### Data Updates

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Historical Snapshots** | 8.6 (44 reviews) | Not enough data | Not enough data | 
| **Real-Time Updating** | 8.7 (50 reviews) | Not enough data | Not enough data | 
| **Email Reports** | 8.3 (46 reviews) | Not enough data | Not enough data | 

### AI Chatbots

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | N/A | N/A |
| **Progress MarkLogic** | N/A | N/A |
| **DigitalOcean** | N/A | N/A |

#### Core Conversational Capabilities - AI Chatbots

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Controlled LLM Response Generation** | Not enough data | Not enough data | Not enough data | 
| **Context Maintenance Within Sessions** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Understanding & Intent Inference** | Not enough data | Not enough data | Not enough data | 

#### Data

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Reliability** | Not enough data | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | Not enough data | 

#### Interaction

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Complex Query Handling** | Not enough data | Not enough data | Not enough data | 
| **Natural Conversation** | Not enough data | Not enough data | Not enough data | 
| **Understanding** | Not enough data | Not enough data | Not enough data | 
| **Context Management** | Not enough data | Not enough data | Not enough data | 
| **Customizability** | Not enough data | Not enough data | Not enough data | 

#### Task & Flow Management - AI Chatbots

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Scripted Dialogue & Decision Tree Support** | Not enough data | Not enough data | Not enough data | 
| **Fallback Responses for Unknown Queries** | Not enough data | Not enough data | Not enough data | 

#### Learning

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **User Interaction Learning** | Not enough data | Not enough data | Not enough data | 
| **Error Learning** | Not enough data | Not enough data | Not enough data | 

#### Deployment & Embedding - AI Chatbots

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **API Access for Business System Integration** | Not enough data | Not enough data | Not enough data | 
| **Web Widget & SDK Embedding** | Not enough data | Not enough data | Not enough data | 

#### Content Generation

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Creativity** | Not enough data | Not enough data | Not enough data | 
| **Content Accuracy** | Not enough data | Not enough data | Not enough data | 

#### Admin & Configuration - AI Chatbots

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **No-Code Conversation Design** | Not enough data | Not enough data | Not enough data | 

#### System

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **API Flexibility** | Not enough data | Not enough data | Not enough data | 
| **Update Frequency and Utility** | Not enough data | Not enough data | Not enough data | 
| **Cross-Platform Compatibility	** | Not enough data | Not enough data | Not enough data | 
| **Software Integration** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - AI Chatbots

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### Monitoring & Improvement - AI Chatbots

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Feedback-Driven Response Optimization** | Not enough data | Not enough data | Not enough data | 

#### Reliability & Safety - AI Chatbots

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Guardrails & Content Controls** | Not enough data | Not enough data | Not enough data | 

### Infrastructure as a Service (IaaS)

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | N/A | N/A |
| **Progress MarkLogic** | N/A | N/A |
| **DigitalOcean** | 8.6/10 | 179 |

#### Infrastructure Provision

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Public Cloud** | Not enough data | Not enough data | 9.1 (148 reviews) | 
| **Private Cloud** | Not enough data | Not enough data | Feature Not Available | 
| **Hybrid Cloud** | Not enough data | Not enough data | Feature Not Available | 
| **Bare Metal** | Not enough data | Not enough data | 7.3 (74 reviews) | 
| **High-Performance Computing (HPC)** | Not enough data | Not enough data | 8.3 (117 reviews) | 
| **Virtual Machines (VMs)** | Not enough data | Not enough data | 9.3 (156 reviews) | 
| **Edge Computing** | Not enough data | Not enough data | Feature Not Available | 
| **Virtual Networks** | Not enough data | Not enough data | 8.8 (132 reviews) | 

#### Management

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Pay by Usage** | Not enough data | Not enough data | 8.9 (159 reviews) | 
| **Usage Tracking** | Not enough data | Not enough data | 8.7 (154 reviews) | 
| **Performance Tracking** | Not enough data | Not enough data | 8.7 (147 reviews) | 

#### Functionality

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Resource Auto-Scaling** | Not enough data | Not enough data | 8.3 (79 reviews) | 

### Enterprise Search Software

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | N/A | N/A |
| **Progress MarkLogic** | 8.6/10 | 7 |
| **DigitalOcean** | N/A | N/A |

#### Compatibility

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Federated Search** | Not enough data | 8.8 (7 reviews) | Not enough data | 
| **File Types** | Not enough data | 9.0 (7 reviews) | Not enough data | 
| **Global Language Support** | Not enough data | 8.3 (7 reviews) | Not enough data | 

#### Agentic AI - Enterprise Search Software

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Feature Not Available | Not enough data | 
| **Multi-step Planning** | Not enough data | Feature Not Available | Not enough data | 
| **Cross-system Integration** | Not enough data | Feature Not Available | Not enough data | 
| **Adaptive Learning** | Not enough data | Feature Not Available | Not enough data | 
| **Proactive Assistance** | Not enough data | Feature Not Available | Not enough data | 
| **Decision Making** | Not enough data | Feature Not Available | Not enough data | 

#### Search Queries

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Typo Tolerance** | Not enough data | 8.3 (7 reviews) | Not enough data | 
| **Faceted Search** | Not enough data | 8.8 (7 reviews) | Not enough data | 
| **Synonyms** | Not enough data | 9.0 (5 reviews) | Not enough data | 
| **Highlighting** | Not enough data | 8.3 (5 reviews) | Not enough data | 
| **Natural Language** | Not enough data | 8.6 (6 reviews) | Not enough data | 

#### AI powered search - Enterprise Search Software

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Generative RAG (Retrieval augmented generation)** | Not enough data | Not enough data | Not enough data | 
| **Relevance Tuning** | Not enough data | Not enough data | Not enough data | 
| **NLP & Semantic search** | Not enough data | Not enough data | Not enough data | 

#### Functionality

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Personalization** | Not enough data | 8.1 (6 reviews) | Not enough data | 
| **Search Analytics** | Not enough data | 8.9 (6 reviews) | Not enough data | 
| **Integrations** | Not enough data | 8.6 (6 reviews) | Not enough data | 

#### Compatibility - Enterprise Search Software

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **File Types** | Not enough data | Not enough data | Not enough data | 
| **Federated Search** | Not enough data | Not enough data | Not enough data | 
| **Global Language Support** | Not enough data | Not enough data | Not enough data | 

#### Functionality - Enterprise Search Software

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Personalization** | Not enough data | Not enough data | Not enough data | 
| **Search Analytics** | Not enough data | Not enough data | Not enough data | 
| **Integrations** | Not enough data | Not enough data | Not enough data | 

#### Search Queries - Enterprise Search Software

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Highlighting** | Not enough data | Not enough data | Not enough data | 
| **Faceted Search** | Not enough data | Not enough data | Not enough data | 
| **Typo Tolerance** | Not enough data | Not enough data | Not enough data | 
| **Synonyms** | Not enough data | Not enough data | Not enough data | 

### Data Fabric

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | N/A | N/A |
| **Progress MarkLogic** | 8.6/10 | 9 |
| **DigitalOcean** | N/A | N/A |

#### Data Management

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Data Integration** | Not enough data | 8.9 (9 reviews) | Not enough data | 
| **Data Discovery** | Not enough data | 8.7 (9 reviews) | Not enough data | 
| **Multi - Platform** | Not enough data | 8.7 (9 reviews) | Not enough data | 
| **Metadata** | Not enough data | 8.7 (9 reviews) | Not enough data | 

#### Analytics

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Data Analytics** | Not enough data | 8.9 (9 reviews) | Not enough data | 

#### Security

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Compliance** | Not enough data | 8.3 (9 reviews) | Not enough data | 
| **Governance** | Not enough data | 8.3 (8 reviews) | Not enough data | 
| **Data Protection** | Not enough data | 8.7 (9 reviews) | Not enough data | 

#### Generative AI

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 7.8 (6 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 8.6 (6 reviews) | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Feature Not Available | Not enough data | 
| **Multi-step Planning** | Not enough data | Feature Not Available | Not enough data | 
| **Cross-system Integration** | Not enough data | Feature Not Available | Not enough data | 
| **Adaptive Learning** | Not enough data | Feature Not Available | Not enough data | 
| **Decision Making** | Not enough data | Feature Not Available | Not enough data | 

### Document Databases

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | 8.9/10 | 61 |
| **Progress MarkLogic** | 8.5/10 | 21 |
| **DigitalOcean** | N/A | N/A |

#### Data Management

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Data Model** | 9.2 (56 reviews) | 8.3 (19 reviews) | Not enough data | 
| **Data Types** | 9.3 (56 reviews) | 8.8 (20 reviews) | Not enough data | 
| **Built - In Search** | 8.7 (53 reviews) | 8.6 (20 reviews) | Not enough data | 
| **Event Triggers** | 8.7 (50 reviews) | 8.6 (17 reviews) | Not enough data | 

#### Availability

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Auto Sharding** | 8.9 (48 reviews) | 8.3 (17 reviews) | Not enough data | 
| **Auto Recovery** | 8.6 (49 reviews) | 8.6 (18 reviews) | Not enough data | 
| **Data Replication** | 9.0 (52 reviews) | 8.3 (18 reviews) | Not enough data | 

#### Performance

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Query Optimization** | 8.6 (54 reviews) | 8.1 (18 reviews) | Not enough data | 

#### Security

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Role-Based Authorization** | 9.0 (55 reviews) | 8.5 (18 reviews) | Not enough data | 
| **Authentication** | 9.2 (56 reviews) | 8.1 (18 reviews) | Not enough data | 
| **Audit Logs** | 8.8 (51 reviews) | 8.1 (18 reviews) | Not enough data | 
| **Encryption** | 9.0 (53 reviews) | 8.5 (18 reviews) | Not enough data | 

#### Support

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Multi-Model** | 8.5 (52 reviews) | 8.6 (17 reviews) | Not enough data | 
| **Operating Systems** | 9.2 (50 reviews) | 8.3 (17 reviews) | Not enough data | 
| **BI Connectors** | 8.7 (40 reviews) | 8.6 (17 reviews) | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | N/A | N/A |
| **Progress MarkLogic** | N/A | N/A |
| **DigitalOcean** | N/A | N/A |

#### Integration - Machine Learning

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Integration** | Not enough data | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Training Data** | Not enough data | Not enough data | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | Not enough data | 
| **Algorithm** | Not enough data | Not enough data | Not enough data | 

### VPS Hosting Platforms

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | N/A | N/A |
| **Progress MarkLogic** | N/A | N/A |
| **DigitalOcean** | 8.3/10 | 380 |

#### Agentic AI - Virtual Private Servers (VPS)

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.7 (19 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.3 (18 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.6 (18 reviews) | 

#### Hosting Management

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Storage Limits** | Not enough data | Not enough data | 8.4 (347 reviews) | 
| **Bandwidth Allowance** | Not enough data | Not enough data | 8.9 (354 reviews) | 
| **Email Hosting** | Not enough data | Not enough data | Feature Not Available | 
| **Control Panel Integration** | Not enough data | Not enough data | 8.6 (284 reviews) | 
| **CMS Support** | Not enough data | Not enough data | 8.1 (240 reviews) | 
| **Web Framework Support** | Not enough data | Not enough data | 8.7 (267 reviews) | 
| **E-Commerce Integration** | Not enough data | Not enough data | 7.9 (214 reviews) | 
| **File Management** | Not enough data | Not enough data | Feature Not Available | 
| **Database Support** | Not enough data | Not enough data | 8.8 (295 reviews) | 
| **Security Tools** | Not enough data | Not enough data | 8.6 (295 reviews) | 

### Cloud Platform as a Service (PaaS)

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | N/A | N/A |
| **Progress MarkLogic** | N/A | N/A |
| **DigitalOcean** | 8.5/10 | 76 |

#### Development

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Application Deployment** | Not enough data | Not enough data | 8.9 (74 reviews) | 
| **Development Tools** | Not enough data | Not enough data | Feature Not Available | 
| **Development Environment** | Not enough data | Not enough data | 8.4 (73 reviews) | 
| **Language Support** | Not enough data | Not enough data | 8.8 (68 reviews) | 
| **Testing** | Not enough data | Not enough data | 7.9 (69 reviews) | 

#### Database

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Database Management** | Not enough data | Not enough data | 8.7 (69 reviews) | 
| **Analytics** | Not enough data | Not enough data | 7.8 (67 reviews) | 
| **Auto Scaling** | Not enough data | Not enough data | 8.0 (67 reviews) | 
| **Backup / Recovery** | Not enough data | Not enough data | 8.7 (66 reviews) | 
| **Storage** | Not enough data | Not enough data | 8.9 (69 reviews) | 

#### Infrastructure

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Networking** | Not enough data | Not enough data | 8.8 (70 reviews) | 
| **Virtual Machines** | Not enough data | Not enough data | 9.0 (71 reviews) | 
| **Security** | Not enough data | Not enough data | 8.3 (69 reviews) | 

### Database as a Service (DBaaS)

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | 8.8/10 | 159 |
| **Progress MarkLogic** | N/A | N/A |
| **DigitalOcean** | 8.2/10 | 51 |

#### Configuration

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Application Performance** | 9.2 (136 reviews) | Not enough data | 8.7 (50 reviews) | 
| **Orchestration** | 8.5 (117 reviews) | Not enough data | 8.6 (50 reviews) | 
| **Database Monitoring** | 9.0 (129 reviews) | Not enough data | 8.6 (50 reviews) | 
| **Anomaly Detection** | 8.3 (109 reviews) | Not enough data | 7.3 (49 reviews) | 
| **Network Security** | 9.0 (121 reviews) | Not enough data | 8.6 (49 reviews) | 

#### Database Administration

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Provisioning** | 8.8 (125 reviews) | Not enough data | 8.7 (50 reviews) | 
| **Governance** | 8.8 (116 reviews) | Not enough data | 8.3 (50 reviews) | 
| **Auditing** | 8.6 (110 reviews) | Not enough data | 7.8 (49 reviews) | 

#### Availability

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Scalability** | 9.2 (129 reviews) | Not enough data | 9.1 (50 reviews) | 
| **Backup** | 8.8 (125 reviews) | Not enough data | 8.8 (49 reviews) | 
| **Archiving** | 8.5 (113 reviews) | Not enough data | 8.3 (50 reviews) | 
| **Indexing** | 9.0 (127 reviews) | Not enough data | 8.4 (49 reviews) | 

#### Security

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Data Masking** | 8.7 (74 reviews) | Not enough data | 7.6 (46 reviews) | 
| **Authentication And Single Sign-On** | 9.0 (80 reviews) | Not enough data | 7.9 (47 reviews) | 
| **Data Anonymization** | 8.7 (72 reviews) | Not enough data | 7.6 (45 reviews) | 

#### Data Management

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Data Replication** | 8.7 (79 reviews) | Not enough data | 8.6 (46 reviews) | 
| **Advanced Data Analytics** | 8.8 (68 reviews) | Not enough data | 7.5 (46 reviews) | 

### Container Management

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | N/A | N/A |
| **Progress MarkLogic** | N/A | N/A |
| **DigitalOcean** | 8.9/10 | 41 |

#### Management

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Access Control** | Not enough data | Not enough data | 9.3 (37 reviews) | 
| **Network Isolation** | Not enough data | Not enough data | 8.9 (36 reviews) | 
| **File Isolation** | Not enough data | Not enough data | 8.4 (35 reviews) | 

#### Organization

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Packaging ** | Not enough data | Not enough data | 8.8 (35 reviews) | 
| **Container Networking** | Not enough data | Not enough data | 9.1 (35 reviews) | 
| **Orchestration** | Not enough data | Not enough data | 8.9 (35 reviews) | 

#### Development

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Developer Toolkit** | Not enough data | Not enough data | 8.8 (35 reviews) | 
| **Architecture** | Not enough data | Not enough data | 8.7 (33 reviews) | 
| **Datacenter** | Not enough data | Not enough data | 8.9 (33 reviews) | 
| **Virtualization** | Not enough data | Not enough data | 9.2 (32 reviews) | 

### NoSQL Databases

| Product | Score | Reviews |
|---|---|---|
| **MongoDB Atlas** | N/A | N/A |
| **Progress MarkLogic** | N/A | N/A |
| **DigitalOcean** | N/A | N/A |

#### Database Features

| Feature | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Storage** | Not enough data | Not enough data | Not enough data | 
| **Availability** | Not enough data | Not enough data | Not enough data | 
| **Stability** | Not enough data | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | 
| **Security** | Not enough data | Not enough data | Not enough data | 
| **Data Manipulation** | Not enough data | Not enough data | Not enough data | 
| **Query Language** | Not enough data | Not enough data | Not enough data | 

---
## Categories

**Unique to MongoDB Atlas (3):** [Database as a Service (DBaaS) Providers](https://www.g2.com/categories/database-as-a-service-dbaas), [Document Databases](https://www.g2.com/categories/document-databases), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools)

**Unique to Progress MarkLogic (6):** [Document Databases](https://www.g2.com/categories/document-databases), [XML Databases](https://www.g2.com/categories/xml-databases), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [RDF Databases](https://www.g2.com/categories/rdf-databases), [Enterprise Search Software](https://www.g2.com/categories/enterprise-search-software), [Data Fabric Software](https://www.g2.com/categories/data-fabric)

**Unique to DigitalOcean (9):** [Container Orchestration Tools](https://www.g2.com/categories/container-orchestration), [Block Storage Software](https://www.g2.com/categories/block-storage), [Container Management Software](https://www.g2.com/categories/container-management), [Database as a Service (DBaaS) Providers](https://www.g2.com/categories/database-as-a-service-dbaas), [VPS Hosting Platforms](https://www.g2.com/categories/vps-hosting-platforms), [Infrastructure as a Service (IaaS) Software](https://www.g2.com/categories/infrastructure-as-a-service-iaas), [Cloud Platform as a Service (PaaS) Software](https://www.g2.com/categories/cloud-platform-as-a-service-paas), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [AI Chatbots Software](https://www.g2.com/categories/ai-chatbots)


---
## Reviewer Demographics

### By Company Size

| Segment | MongoDB Atlas | Progress MarkLogic | DigitalOcean | 
|---|---|---|---|
| **Small-Business** | 57.4% | 25.0% | 85.7% | 
| **Mid-Market** | 25.4% | 21.9% | 11.8% | 
| **Enterprise** | 17.2% | 53.1% | 2.6% | 

### By Industry

#### MongoDB Atlas

- **Computer Software:** 30.0%
- **Information Technology and Services:** 21.9%
- **Higher Education:** 4.1%
- **Education Management:** 4.1%
- **Financial Services:** 3.2%
- **Consumer Services:** 2.0%
- **Telecommunications:** 1.7%
- **Internet:** 1.5%
- **Insurance:** 1.5%
- **Marketing and Advertising:** 1.5%
- **Other:** 28.6%

#### Progress MarkLogic

- **Information Technology and Services:** 31.3%
- **Computer Software:** 17.2%
- **Banking:** 4.7%
- **Financial Services:** 4.7%
- **Retail:** 3.1%
- **Computer & Network Security:** 3.1%
- **Legal Services:** 3.1%
- **Insurance:** 3.1%
- **Airlines/Aviation:** 1.6%
- **Architecture & Planning:** 1.6%
- **Other:** 26.6%

#### DigitalOcean

- **Computer Software:** 24.3%
- **Information Technology and Services:** 20.0%
- **Internet:** 6.8%
- **Marketing and Advertising:** 6.0%
- **Computer & Network Security:** 3.0%
- **Financial Services:** 2.1%
- **Education Management:** 1.8%
- **Higher Education:** 1.7%
- **Program Development:** 1.7%
- **Entertainment:** 1.6%
- **Other:** 31.0%

---
## Alternatives

### Alternatives to MongoDB Atlas

- [Amazon DynamoDB](https://www.g2.com/products/amazon-web-services-aws-amazon-dynamodb/reviews) — 4.4/5 stars (529 reviews)
- [Google Cloud Firestore](https://www.g2.com/products/google-cloud-firestore/reviews) — 4.2/5 stars (97 reviews)
- [Azure Cosmos DB](https://www.g2.com/products/azure-cosmos-db/reviews) — 4.2/5 stars (68 reviews)
- [Amazon DocumentDB](https://www.g2.com/products/amazon-documentdb/reviews) — 4.3/5 stars (44 reviews)
- [Amazon Relational Database Service (RDS)](https://www.g2.com/products/amazon-relational-database-service-rds/reviews) — 4.5/5 stars (906 reviews)
- [Amazon Aurora](https://www.g2.com/products/amazon-aurora/reviews) — 4.5/5 stars (457 reviews)
- [Google Cloud SQL](https://www.g2.com/products/google-cloud-sql/reviews) — 4.5/5 stars (366 reviews)
- [Azure SQL Database](https://www.g2.com/products/azure-sql-database/reviews) — 4.5/5 stars (240 reviews)
- [Oracle Database](https://www.g2.com/products/oracle-database/reviews) — 4.3/5 stars (1010 reviews)
- [Google Cloud BigTable](https://www.g2.com/products/google-cloud-bigtable/reviews) — 4.4/5 stars (41 reviews)

### Alternatives to Progress MarkLogic

- [MongoDB](https://www.g2.com/products/mongodb/reviews) — 4.5/5 stars (554 reviews)
- [Amazon DynamoDB](https://www.g2.com/products/amazon-web-services-aws-amazon-dynamodb/reviews) — 4.4/5 stars (529 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (679 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (396 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (735 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1236 reviews)
- [Bloomreach](https://www.g2.com/products/bloomreach-bloomreach/reviews) — 4.6/5 stars (765 reviews)
- [Guru](https://www.g2.com/products/guru/reviews) — 4.7/5 stars (2316 reviews)

### Alternatives to DigitalOcean

- [Akamai Cloud Computing](https://www.g2.com/products/akamai-cloud-computing/reviews) — 4.6/5 stars (406 reviews)
- [Vultr](https://www.g2.com/products/vultr/reviews) — 4.3/5 stars (286 reviews)
- [Hostinger](https://www.g2.com/products/hostinger/reviews) — 4.4/5 stars (802 reviews)
- [Hostwinds](https://www.g2.com/products/hostwinds/reviews) — 4.9/5 stars (438 reviews)
- [Amazon EC2](https://www.g2.com/products/amazon-ec2/reviews) — 4.6/5 stars (1191 reviews)
- [AWS Lambda](https://www.g2.com/products/aws-lambda/reviews) — 4.6/5 stars (1026 reviews)
- [Google Compute Engine](https://www.g2.com/products/google-compute-engine/reviews) — 4.5/5 stars (952 reviews)
- [Amazon Relational Database Service (RDS)](https://www.g2.com/products/amazon-relational-database-service-rds/reviews) — 4.5/5 stars (906 reviews)
- [Azure Virtual Machines](https://www.g2.com/products/azure-virtual-machines/reviews) — 4.4/5 stars (391 reviews)
- [Amazon Lightsail](https://www.g2.com/products/amazon-lightsail/reviews) — 4.3/5 stars (59 reviews)

---
## Top Discussions

### MongoDB Atlas

- Title: [can we axpect more feature available to students as developerss it would be verry helpful](https://www.g2.com/discussions/can-we-axpect-more-feature-available-to-students-as-developerss-it-would-be-verry-helpful) — 4 comments, 1 upvote
  > **Top comment:** "yes."
- Title: [Is MongoDB Atlas free?](https://www.g2.com/discussions/is-mongodb-atlas-free) — 3 comments
  > **Top comment:** "No it's not free - it's MongoDB's end to end management service "
- Title: [What is the difference between MongoDB and Mongodb Atlas?](https://www.g2.com/discussions/what-is-the-difference-between-mongodb-and-mongodb-atlas) — 2 comments
  > **Top comment:** "MongoDB is the Database only.  You can run MongoDB in your machine or in a server, but you would need to manage it. 
MongoDB Atlas is the Database as a..."
- Title: [How does MongoDB Atlas handle backups?](https://www.g2.com/discussions/backups) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "Continuous Backup:

MongoDB Atlas continuously backs up your data, ensuring your backups are just a few seconds behind the operational system. The platform..."
- Title: [What scale does MongoDB Atlas support?](https://www.g2.com/discussions/scalability-6bf8928f-a43e-41fa-a268-080310558f58) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "MongoDB is one of the most scalable databases on the planet, and MongoDB Atlas brings you that same scalability, but with us managing it for you:

You can..."

### Progress MarkLogic

- Title: [what will be scope of marklogic developers in future ?](https://www.g2.com/discussions/2437-what-will-be-scope-of-marklogic-developers-in-future) — 4 comments, 1 upvote
  > **Top comment:** "MarkLogic Developers have knowledge of and are using the most advanced Enterprise NoSQL database on the market.  That is not likely to change any time soon."
- Title: [What is MarkLogic used for?](https://www.g2.com/discussions/marklogic-what-is-marklogic-used-for) — 1 comment, 1 upvote
  > **Top comment:** "MarkLogic software is a robust platform for handling different data formats, enabling powerful applications, and ensuring robust data management. If you’re..."
- Title: [Is MarkLogic open source?](https://www.g2.com/discussions/is-marklogic-open-source) — 1 comment, 1 upvote
  > **Top comment:** "Yes , MarkLogic is open source"

### DigitalOcean

- Title: [What are droplets in DigitalOcean?](https://www.g2.com/discussions/what-are-droplets-in-digitalocean) — 7 comments
  > **Top comment:** "Companies like to rename existing concepts to make them seem more exclusive. A Droplet is what Digital Ocean has decided to name its virtual machines,..."
- Title: [Are digital ocean droplets VPS?](https://www.g2.com/discussions/are-digital-ocean-droplets-vps) — 2 comments
  > **Top comment:** "Yes, Droplets are what Digital Ocean calls their VPS's."
- Title: [What's your primary use case for DigitalOcean?](https://www.g2.com/discussions/26958-what-s-your-primary-use-case-for-digitalocean) — 2 comments, 1 upvote
  > **Top comment:** "Hosting our Discourse Instance - HostCheetah.com"
- Title: [What is DigitalOcean used for?](https://www.g2.com/discussions/digitalocean-what-is-digitalocean-used-for) — 1 comment
  > **Top comment:** "I use a small VPS at DO to host my company website. I have had this server for several years and there has never been a downtime!"
- Title: [What CPU does DigitalOcean use?](https://www.g2.com/discussions/what-cpu-does-digitalocean-use) — 1 comment
  > **Top comment:** "All the plans have both Intel or AMD options."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/mongodb-atlas-vs-progress-marklogic-vs-digitalocean)