Head-to-head · Data Preparation Software
Amazon SageMaker Data Wrangler vs Zoho DataPrep
Amazon SageMaker Data Wrangler leads on 0 checks, Zoho DataPrep on 1, and 3 are even. Who comes out ahead on the 4 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreAmazon SageMaker Data Wrangler · 9.1/10
- Free planonly Zoho DataPrep
- Free trialonly Zoho DataPrep
Amazon SageMaker Data Wrangler scores higher on our rubric for data preparation software: 9.1 against 8.9 out of 10; our editors rank them #2 and #4.
Zoho DataPrep offers free plan; Amazon SageMaker Data Wrangler doesn't.
Amazon SageMaker Data Wrangler is the better fit for AWS-based machine-learning preparation. Zoho DataPrep is the better fit for affordable managed data pipelines.
- Amazon SageMaker Data Wrangler fits best
AWS-based machine-learning preparation
- Zoho DataPrep fits best
Affordable managed data pipelines
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Side by side
| Feature | Amazon SageMaker Data Wrangler 9.1/10 Visit ↗ | Zoho DataPrep 8.9/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 9.1 | 8.9 |
| Ranking | #2 in Data Preparation Software | #4 in Data Preparation Software |
| Best for | AWS-based machine-learning preparation | Affordable managed data pipelines |
| Pricing model | Paid | Free plan + paid |
| Starting price | — | $40/mo |
| Free plan | — | ✓ (best) |
| Free trial | — | 15 days |
| Deployment | Cloud | Cloud |
| Platforms | Web | Web |
| Support | Docs | Email, Phone, Tickets, Community, Docs |
| Integrations | 10 integrations | 70+ integrations |
| Built for | Mid-market, Enterprise | Small business, Mid-market, Enterprise |
| Features Amazon SageMaker Data Wrangler 3/3 · Zoho DataPrep 3/3 | ||
| Data profiling | ✓ | ✓ |
| Visual workflows | ✓ | ✓ |
| Scheduled runs | ✓ | ✓ |
| Specs | ||
| Deployment | Cloud | Cloud |
| Source connectors | Not checked yet | 5 connectors |
| Row limit | Not checked yet | 20000 rows |
| Our review | ||
| Pros |
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| Cons |
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| Our verdict | 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,… Read the review → |
Zoho DataPrep is a cloud-based, self-service data preparation and ETL platform for data analysts, business users, data engineers, and data scientists. It connects to files, databases, cloud storage, business applications, and APIs, then… Read the review → |
Strengths and trade-offs
Amazon SageMaker Data Wrangler — 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
Zoho DataPrep — where it wins
- Free plan plus $40/month annual Standard pricing
- 250+ no-code transformations with profiling and quality analysis
- Scheduling, monitoring, APIs, AI, and extensive integrations
Where it doesn't
- Standard limits teams to 5 data sources and 2 destinations
- Free plan is limited to 1 user and file exports
- Advanced enterprise governance requires the Enterprise plan
- Amazon SageMaker Data Wrangler9.1/10 · Paid
A capable AWS-centered workspace for preparing and analyzing machine-learning data.
Visit Data WranglerFull verdict → - Zoho DataPrep8.9/10 · Free plan · 15-day trial
A broad, affordable cloud data pipeline platform with visual workflows and AI assistance.
Visit Zoho DataPrepFull verdict →
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update






