Amazon SageMaker Canvas vs DataRobot

Amazon SageMaker Canvas9.0Visit DataRobot8.9Visit

Higher score Amazon SageMaker Canvas #4 in Predictive Analytics Software 9.0/10 Paid ✓ 5 of 5 features Visit site

vs

DataRobot #5 in Predictive Analytics Software 8.9/10 Pricing on request · 30-day trial Free trial✓ 5 of 5 features Visit DataRobot

• Amazon SageMaker Canvas fits best

  AWS-centric no-code predictive modeling

• DataRobot fits best

  Organizations scaling automated model operations

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Side by side

Feature	Amazon SageMaker Canvas 9.0/10 Visit ↗	DataRobot 8.9/10 Visit ↗
At a glance
Editor score	9.0	8.9
Ranking	#4 in Predictive Analytics Software	#5 in Predictive Analytics Software
Best for	AWS-centric no-code predictive modeling	Organizations scaling automated model operations
Pricing model	Paid	Paid
Starting price	$1.90/unit usage-based	Pricing on request · 30-day trial
Free plan	—	Not checked yet
Free trial	—	30 days
Deployment	Cloud	Cloud, Self-hosted
Platforms	Web	Web
Support	Tickets, Community, Docs	Email, Tickets, Community, Docs
Compliance	SOC 2, ISO 27001, PCI DSS	SOC 2, ISO 27001, GDPR, HIPAA, SSO/SAML, 2FA
Integrations	50+ integrations	4 integrations
Built for	Mid-market, Enterprise	Enterprise
Features Amazon SageMaker Canvas 5/5 · DataRobot 5/5
Forecasting workflows	✓	✓
Model evaluation	✓	✓
Automated machine learning	✓	✓
Time-series modeling	✓	✓
API access	✓	✓
Specs
Deployment mode	Batch_and_real-time	Batch_and_real-time
Data connectors	50	Not checked yet
Our review
Pros	Automates model building, evaluation, forecasting, and candidate comparison Supports batch predictions, scheduled runs, and real-time endpoints Connects with AWS services plus Snowflake, Databricks, and Salesforce Data Cloud	Automated machine learning with blueprint selection and managed experimentation Batch and real-time deployment with monitoring and observability Forecasting, evaluation, governance, APIs, and major cloud integrations
Cons	Usage-based pricing can be harder to forecast than fixed plans Additional charges apply for processing, training, inference, and AWS services Designed around AWS, which may limit fit for non-AWS-centric teams	Paid pricing requires a contact-sales process Trial access focuses on batch prediction The broad platform may exceed the needs of smaller teams
Our verdict	Amazon SageMaker Canvas is a managed visual machine-learning application for business analysts and other users who need to build predictive models without writing code. It combines visual data preparation, automated model building,… Read the review →	DataRobot is an enterprise AI platform for developing, deploying, monitoring, and governing predictive models. Its predictive capabilities cover automated machine learning, classification, regression, anomaly detection, clustering, and… Read the review →

Strengths and trade-offs

• Amazon SageMaker Canvas — where it wins

  • Automates model building, evaluation, forecasting, and candidate comparison
  • Supports batch predictions, scheduled runs, and real-time endpoints
  • Connects with AWS services plus Snowflake, Databricks, and Salesforce Data Cloud

  Where it doesn't

  • Usage-based pricing can be harder to forecast than fixed plans
  • Additional charges apply for processing, training, inference, and AWS services
  • Designed around AWS, which may limit fit for non-AWS-centric teams

• DataRobot — where it wins

  • Automated machine learning with blueprint selection and managed experimentation
  • Batch and real-time deployment with monitoring and observability
  • Forecasting, evaluation, governance, APIs, and major cloud integrations

  Where it doesn't

  • Paid pricing requires a contact-sales process
  • Trial access focuses on batch prediction
  • The broad platform may exceed the needs of smaller teams

• Amazon SageMaker Canvas9.0/10 · Paid

  A capable no-code predictive modeling workspace for AWS-centered teams.

  Visit siteFull verdict →
• DataRobot8.9/10 · Pricing on request · 30-day trial

  A mature predictive AI platform for automated modeling, deployment, monitoring, and governance.

  Visit DataRobotFull verdict →