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Head-to-head · Data Preparation Software

Amazon SageMaker Data Wrangler vs Zoho DataPrep

  • Updated Oct 2026
  • Both researched from official sources
  • 4 checks side by side
Zoho DataPrep #4 in Data Preparation Software 8.9/10 Free plan · 15-day trial Free planFree trial✓ 3 of 3 features Visit 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
  • 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
  • Free plan plus $40/month annual Standard pricing
  • 250+ no-code transformations with profiling and quality analysis
  • Scheduling, monitoring, APIs, AI, and extensive integrations
Cons
  • 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
  • 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
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 →
  1. Amazon SageMaker Data WranglerData Preparation Software 9.1Paid
  2. Zoho DataPrepData Preparation Software 8.9Free plan · 15-day trial

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

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update