Amazon Redshift vs Amazon SageMaker: Which Should You Choose in 2026?
Choosing between Amazon Redshift and Amazon SageMaker comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.
Short on time? Here's the quick answer
We've tested both tools. Here's who should pick what:
Amazon Redshift
Petabyte-scale data warehouse on AWS
Best for you if:
- • You need etl & data pipelines features specifically
- • AWS cloud data warehouse
- • Petabyte-scale analytics
Amazon SageMaker
Build, train, and deploy ML models at scale on AWS
Best for you if:
- • You need ai model deployment features specifically
- • Amazon SageMaker is a fully managed platform for building, training, and deploying machine learning models
- • It provides notebooks, training infrastructure, and one-click deployment with built-in algorithms
| At a Glance |  Amazon Redshift | Amazon SageMaker |
|---|---|---|
Price | Paid | Paid |
Best For | ETL & Data Pipelines | AI Model Deployment |
Rating | 88/100 | 88/100 |
| Feature | Amazon Redshift | Amazon SageMaker |
|---|---|---|
| Pricing Model | Paid | Paid |
| Editorial Score | 88 | 88 |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | ETL & Data PipelinesData Warehouses | AI Model DeploymentAI Fine-Tuning |
Understanding the Differences
Both Amazon Redshift and Amazon SageMaker solve similar problems, but they approach them differently.Amazon Redshift positions itself as "petabyte-scale data warehouse on aws" while Amazon SageMakerfocuses on "build, train, and deploy ml models at scale on aws". These differences matter depending on what you're trying to accomplish.
When to Choose Amazon Redshift
Amazon Redshift makes sense if you're looking for a comprehensive paid solution.
When to Choose Amazon SageMaker
Amazon SageMaker is worth considering if you need a professional-grade tool.
Who Should Use What?
Bootstrapped or small team?
Neither is free, but both have their value. Test them both and see which clicks.
We'd pick: Amazon SageMaker
Growing fast?
Your team doubled last quarter and you need tools that won't break when you add 50 more people. Amazon SageMaker is built for teams that are leveling up.
We'd pick: Amazon SageMaker
Enterprise with complex needs?
You need SSO, compliance certifications, and a support team that picks up the phone. Amazon Redshift is built for organizations like yours.
We'd pick: Amazon Redshift
Still not sure? Answer these 3 questions
How much can you spend?
Both are paid tools. If money isn't the issue, go with Amazon Redshift—it scored higher.
Do you care what other users think?
Both have similar review counts. Read a few before you commit.
Expert opinion or crowd wisdom?
Our team rated Amazon Redshift higher (88/100). But the community has upvoted Amazon SageMaker more (0 votes). Pick your source of truth.
Key Takeaways
What Amazon Redshift Does Better
- Our recommendation for most use cases
Consider Amazon SageMaker If
- Its specific features better match your workflow
- You prefer its interface or design approach
The Bottom Line
If we had to pick one, we'd go with Amazon Redshift (88/100). But the honest answer is that "better" depends on your situation. Amazon Redshift scores higher in our analysis, but Amazon SageMaker might be the right choice if its specific strengths align with what you need most. Take advantage of free trials to test both before committing.
Frequently Asked Questions
Is Amazon Redshift or Amazon SageMaker better?
Based on our analysis, Amazon Redshift scores higher with 88/100. Amazon Redshift ispaid while Amazon SageMaker is paid. The best choice depends on your specific needs and budget. We recommend testing both with free trials if available.
Can I switch from Amazon Redshift to Amazon SageMaker easily?
Migration difficulty varies. Check if both tools support data export/import in compatible formats. Some tools offer migration assistance or have integration partners who can help with the transition.
Do Amazon Redshift and Amazon SageMaker offer free trials?
Most software in this category offers free trials or free tiers. Amazon Redshift is paid with potential trial.Amazon SageMaker is paid with potential trial. Visit their websites for current trial offers.