Amazon SageMaker Data Wrangler
Amazon SageMaker Data Wrangler: A capable AWS-centered workspace for preparing and analyzing machine-learning data. Ranked #2 of 26 in Data Preparation Software by our editors (9.1/10); pricing: Paid; best for AWS-based machine-learning preparation.
At a glance
- Editor score9.1 / 10
- PricingPaid
- Best forAWS-based machine-learning preparation
- Free planNo
- DeploymentCloud
- Facts checked20 Sep 2026
Where it wins
- More than 300 built-in transformations and custom code support
- Quality reports cover missing values, outliers, imbalance, and leakage
- Exports to SageMaker Pipelines, Feature Store, notebooks, and scripts
Where it doesn't
- Usage-based pricing makes costs dependent on compute and processing
- Cloud-only deployment limits offline and self-hosted workflows
- Its broadest ecosystem fit is within AWS and connected services
Our verdict on Amazon SageMaker Data Wrangler
Amazon SageMaker Data Wrangler is a cloud data-preparation capability for machine-learning teams working with tabular, time-series, text, and image data. Its visual and natural-language interfaces support importing, profiling, cleaning, transforming, and analyzing datasets. Teams can combine sources, define visual workflows, inspect data quality, estimate model performance, and prepare features without relying solely on code.
The standout strength is the combination of breadth and workflow continuity. Data Wrangler includes more than 300 preconfigured transformations, visualizations such as histograms and scatter plots, data-quality and insights reports, and Quick Model analysis with feature importance and a confusion matrix. Custom transformations can use Python, PySpark, SQL, or Pandas. Scheduled processing jobs extend preparation beyond one-time exploration, while flows can be exported to SageMaker Pipelines, Feature Store, notebooks, or Python scripts. This makes it a fit for teams that want visual exploration connected to repeatable machine-learning workflows.
Pricing is usage-based rather than organized around fixed per-user plans. The Pay-as-you-go plan charges for compute, storage, and data processing. AWS lists a SageMaker AI Free Tier allocation of 25 Data Wrangler hours on an ml.m5.4xlarge instance during the first two months, but there is no permanent free plan. Integrations include Amazon S3, Athena, Redshift, EMR, Snowflake, Databricks, Salesforce Data Cloud, Lake Formation, and SageMaker services. Choose Data Wrangler when AWS integration, scheduled preparation, and export into SageMaker tooling are priorities. Teams seeking a self-hosted product, fixed subscription pricing, or a less AWS-centered ecosystem should consider another option.
Your product? Our editors can test Amazon SageMaker Data Wrangler in depth and publish a review, labelled as paid · from $149/mo →
Amazon SageMaker Data Wrangler pricing
All 1 Amazon SageMaker Data Wrangler plans and prices →
Amazon SageMaker Data Wrangler fact sheet
| Free plan | No |
|---|---|
| Paid from | Not verified |
| Data profiling | Yes |
| Visual workflows | Yes |
| Deployment | Cloud |
| Scheduled runs | Yes |
| Source connectors | Not verified |
| Row limit | Not verified |
| Deployment | Cloud |
| Platforms | Web |
| Support | Docs |
| Built for | Mid-market, Enterprise (editorial estimate) |
| Integrations | 10 integrations: Amazon S3, Amazon Athena, Amazon Redshift, Amazon EMR, Snowflake, Databricks … |
| Pricing | Paid (source) |
| Website | aws.amazon.com |
| Facts checked | 20 Sep 2026 |
Amazon SageMaker Data Wrangler integrations
Amazon SageMaker Data Wrangler lists 10 integrations on its own site.
- Amazon S3
- Amazon Athena
- Amazon Redshift
- Amazon EMR
- Snowflake
- Databricks
- Salesforce Data Cloud
- AWS Lake Formation
- Amazon SageMaker Feature Store
- Amazon SageMaker Pipelines
Alternatives to Amazon SageMaker Data Wrangler
- Alteryx DesignerA capable visual preparation suite for enterprises, priced for committed teams.9.2
- AWS Glue DataBrewA capable AWS-native choice for visual preparation, profiling, and scheduled data jobs.9.0
- Zoho DataPrepA broad, affordable cloud data pipeline platform with visual workflows and AI assistance.8.9
See all Amazon SageMaker Data Wrangler alternatives →
Amazon SageMaker Data Wrangler vs the competition
- Amazon SageMaker Data Wrangler vs Alteryx Designer
- Amazon SageMaker Data Wrangler vs AWS Glue DataBrew
- Amazon SageMaker Data Wrangler vs Zoho DataPrep
- Amazon SageMaker Data Wrangler vs Talend Cloud Data Preparation
- Amazon SageMaker Data Wrangler vs SAS Data Preparation
- Amazon SageMaker Data Wrangler vs OpenRefine
Compare Amazon SageMaker Data Wrangler with any tool side by side →
Also Ranked In
Amazon SageMaker Data Wrangler is ranked in 2 of our directories.
Used Amazon SageMaker Data Wrangler? Be the first to review it
The editor score above is our own research. What this page doesn't have yet is a reader's view — what you used Amazon SageMaker Data Wrangler for, what worked and what didn't. No stars are seeded and no review is paid for; an editor reads every one before it appears.
Write a reviewTwo minutes · verified accounts only · read by an editor before it appears
Featured on iTechGuides
Amazon SageMaker Data Wrangler is listed in our Data Preparation Software directory. Add the badge to your site — it links back to this page.
<a href="https://www.itechguides.com/products/amazon-sagemaker-data-wrangler/"><img src="https://www.itechguides.com/best/badge/amazon-sagemaker-data-wrangler.svg" alt="Featured on iTechGuides" width="230" height="46"></a>
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
Last updated · How we research and update