# Amazon SageMaker vs DataRobot Comparison

| | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 48 | 27 | 
| **Largest Market Segment** | Enterprise (34.9% of reviews) | Small-Business (52.0% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Amazon SageMaker

Pros:
- Ease of Use (3 reviews)
- AI Integration (2 reviews)

Cons:
- Expensive (3 reviews)
- Complexity (2 reviews)

### DataRobot

**Not enough data**

---
## Ratings Comparison
| Rating | Amazon SageMaker | DataRobot | 
|---|---|---|
  | **Meets Requirements** | 8.6 (38 reviews) | 8.8 (24 reviews) | 
  | **Ease of Use** | 8.4 (39 reviews) | 8.4 (24 reviews) | 
  | **Ease of Setup** | 8.5 (26 reviews) | 7.1 (12 reviews) | 
  | **Ease of Admin** | 8.4 (20 reviews) | 7.4 (11 reviews) | 
  | **Quality of Support** | 8.6 (34 reviews) | 7.9 (23 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.2 (20 reviews) | 8.3 (11 reviews) | 
  | **Product Direction (% positive)** | 9.1 (37 reviews) | 8.4 (22 reviews) | 

---
## Pricing

### Amazon SageMaker

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### DataRobot

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **DataRobot** | N/A | N/A |

#### Deployment

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 
| **Framework Flexibility** | Not enough data | Not enough data | 
| **Versioning** | Not enough data | Not enough data | 
| **Ease of Deployment** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

#### Deployment

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 
| **Framework Flexibility** | Not enough data | Not enough data | 
| **Versioning** | Not enough data | Not enough data | 
| **Ease of Deployment** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

#### Management

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Governing** | Not enough data | Not enough data | 
| **Model Registry** | Not enough data | Not enough data | 

#### Operations

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Metrics** | Not enough data | Not enough data | 
| **Infrastructure management** | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | 

#### Management

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Governing** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | 8.8/10 | 37 |
| **DataRobot** | N/A | N/A |

#### System

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.3 (20 reviews) | Not enough data | 

#### Model Development

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Language Support** | 8.7 (29 reviews) | Not enough data | 
| **Drag and Drop** | 8.2 (28 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.3 (33 reviews) | Not enough data | 
| **Model Training** | 8.9 (33 reviews) | Not enough data | 

#### Model Development

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Feature Engineering** | 8.4 (19 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Computer Vision** | 8.9 (26 reviews) | Not enough data | 
| **Natural Language Processing** | 9.1 (28 reviews) | Not enough data | 
| **Natural Language Generation** | 8.9 (25 reviews) | Not enough data | 
| **Artificial Neural Networks** | 9.0 (28 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Natural Language Understanding** | 9.2 (17 reviews) | Not enough data | 
| **Deep Learning** | 9.2 (18 reviews) | Not enough data | 

#### Deployment

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Managed Service** | 8.7 (33 reviews) | Not enough data | 
| **Application** | 8.7 (33 reviews) | Not enough data | 
| **Scalability** | 9.0 (31 reviews) | Not enough data | 

#### Generative AI

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **AI Text Generation** | 8.6 (6 reviews) | Not enough data | 
| **AI Text Summarization** | 9.2 (6 reviews) | Not enough data | 
| **AI Text-to-Image** | 8.3 (5 reviews) | Not enough data | 

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

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **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 | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **DataRobot** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **AI High Availability** | Not enough data | Not enough data | 
| **AI Model Training Scalability** | Not enough data | Not enough data | 
| **AI Inference Speed** | Not enough data | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | Not enough data | 
| **AI Resource Allocation Flexibility** | Not enough data | Not enough data | 
| **AI Energy Efficiency** | Not enough data | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **AI Multi-cloud Support** | Not enough data | Not enough data | 
| **AI Data Pipeline Integration** | Not enough data | Not enough data | 
| **AI API Support and Flexibility** | Not enough data | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | 
| **AI Role-based Access Control** | Not enough data | Not enough data | 
| **AI Data Encryption** | Not enough data | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **DataRobot** | N/A | N/A |

#### Data Ingestion & Preparation - Low-Code Machine Learning Platforms

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | 

#### Model Construction & Automation - Low-Code Machine Learning Platforms

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | 
| **Code Extensibility** | Not enough data | Not enough data | 
| **Automated Feature Engineering** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **DataRobot** | N/A | N/A |

#### Statistical Tool

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Scripting** | Not enough data | Not enough data | 
| **Data Mining** | Not enough data | Not enough data | 
| **Algorithms** | Not enough data | Not enough data | 

#### Data Analysis

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Analysis** | Not enough data | Not enough data | 
| **Data Interaction** | Not enough data | Not enough data | 

#### Decision Making

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Modeling** | Not enough data | Not enough data | 
| **Data Visualizations** | Not enough data | Not enough data | 
| **Report Generation** | Not enough data | Not enough data | 
| **Data Unification** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Amazon SageMaker | DataRobot | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (2):** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)

**Unique to Amazon SageMaker (2):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure)

**Unique to DataRobot (1):** [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)


---
## Reviewer Demographics

### By Company Size

| Segment | Amazon SageMaker | DataRobot | 
|---|---|---|
| **Small-Business** | 32.6% | 52.0% | 
| **Mid-Market** | 32.6% | 20.0% | 
| **Enterprise** | 34.9% | 28.0% | 

### By Industry

#### Amazon SageMaker

- **Information Technology and Services:** 20.9%
- **Computer Software:** 16.3%
- **Marketing and Advertising:** 4.7%
- **Internet:** 4.7%
- **Education Management:** 4.7%
- **Hospital & Health Care:** 4.7%
- **Higher Education:** 4.7%
- **Financial Services:** 4.7%
- **Banking:** 2.3%
- **Computer & Network Security:** 2.3%
- **Other:** 30.2%

#### DataRobot

- **Computer Software:** 20.0%
- **Information Technology and Services:** 12.0%
- **Telecommunications:** 8.0%
- **Financial Services:** 8.0%
- **Architecture & Planning:** 4.0%
- **Biotechnology:** 4.0%
- **Computer Hardware:** 4.0%
- **Education Management:** 4.0%
- **Environmental Services:** 4.0%
- **Hospital & Health Care:** 4.0%
- **Other:** 28.0%

---
## Alternatives

### Alternatives to Amazon SageMaker

- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (655 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (196 reviews)
- [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (88 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (727 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (770 reviews)
- [H2O](https://www.g2.com/products/h2o/reviews) — 4.5/5 stars (24 reviews)
- [Google Cloud AutoML](https://www.g2.com/products/google-cloud-automl/reviews) — 4.1/5 stars (22 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)

### Alternatives to DataRobot

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (727 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (196 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (88 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (655 reviews)
- [H2O](https://www.g2.com/products/h2o/reviews) — 4.5/5 stars (24 reviews)
- [Google Cloud AutoML](https://www.g2.com/products/google-cloud-automl/reviews) — 4.1/5 stars (22 reviews)
- [Qlik Predict](https://www.g2.com/products/qlik-predict/reviews) — 4.4/5 stars (81 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)

---
## Top Discussions

### Amazon SageMaker

- Title: [What is the best way to integrate Sagemaker models with Kubernetes?](https://www.g2.com/discussions/28784-what-is-the-best-way-to-integrate-sagemaker-models-with-kubernetes) — 1 comment
  > **Top comment:** "https://aws.amazon.com/blogs/machine-learning/introducing-amazon-sagemaker-operators-for-kubernetes/"
- Title: [How do i make this platform reach to most of my developers?](https://www.g2.com/discussions/27976-how-do-i-make-this-platform-reach-to-most-of-my-developers) — 1 comment
  > **Top comment:** "you can manage the access via IAM users and roles and give them access as per their need, Sagemaker by default has all the basic AWS feature and you can..."

### DataRobot

- Title: [Can I use external libraries with my algorithms?](https://www.g2.com/discussions/can-i-use-external-libraries-with-my-algorithms) — 1 comment, 1 upvote
  > **Top comment:** "Yes, you can. Algorithmia has complete package management capabilities built in to the platform. "
- Title: [How much does using Algorithmia cost?](https://www.g2.com/discussions/how-much-does-using-algorithmia-cost) — 1 comment, 1 upvote
  > **Top comment:** "You can get started on Algorithmia Teams for as little as $299/month. Go to teams.algorithmia.com and sign up now!"
- Title: [I found a bug in an algorithm or it's not producing the expected results, what can I do?](https://www.g2.com/discussions/i-found-a-bug-in-an-algorithm-or-it-s-not-producing-the-expected-results-what-can-i-do) — 1 comment, 1 upvote
  > **Top comment:** "If you are an Algorithmia Enterprise user, contact your account team for an immediate response. 

For Teams, while you are logged in to the platform, you..."

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