EasyMorph
by EasyMorphEasyMorph may suit analysts and data engineers who want to build data workflows visually.
Free plan Free trial From $600 a year WebWindowsAPISelf-hosted
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Best Data Preparation for Analytics 2026
Facts read 20 Sep 2026 – 15 Oct 2026
Source data can be shaped for analytics by using data preparation tools. Use the entries to assess price, deployment, workflow interface, quality checks, scheduling, connectors and version control.
The standings: top 10
| Name | In a line | Record score | Price from | Try it free | Runs on | Facts read |
|---|---|---|---|---|---|---|
| 01 EasyMorph | EasyMorph may suit analysts and data engineers who want to build data workflows visually. | 5.7 | $600 a year | Free plan | Web, Windows, API, Self-hosted | 14 Oct 2026 |
| 02 Apache Hop | It suits teams building and running data integration pipelines across varied environments. | 5.6 | Free plan | Free plan | Web, Windows, Mac, Linux | 15 Oct 2026 |
| 03 KNIME Analytics Platform | The free desktop platform suits people building data workflows for personal use. | 5.5 | $19 a month | Free plan | Windows, Mac, Linux | 29 Sep 2026 |
| 04 AWS Glue DataBrew | 5.3 | Free plan | Free plan | Web, API | 15 Oct 2026 | |
| 05 dbt Semantic Layer | It suits data teams that need governed metrics across analytics, embedded applications, or AI use cases. | 5.3 | $100 a month | Free plan | Web, Browser extension, API | 15 Oct 2026 |
| 06 Coalesce Catalog | Catalog is intended for data engineers and analysts, with a design intended for use across an organization without training. | 5.0 | $150 a month, billed yearly | Free plan | Web, Browser extension, API | 15 Oct 2026 |
| 07 Soda | Soda is aimed at data engineers, data producers and consumers, governance teams, and platform teams. | 4.9 | $750 usage-based | Free plan | Web, Linux, API, Self-hosted | 15 Oct 2026 |
| 08 Great Expectations | 4.8 | Free plan | Free plan | Web, Mac, Linux, API | 30 Sep 2026 | |
| 09 Oracle WebCenter Content | It suits organizations managing documents and records across business processes, particularly those with imaging, capture, and retention needs. | 4.8 | — | — | Android, iPhone & iPad, Web, Windows | 15 Oct 2026 |
| 10 Zoho DataPrep | DataPrep suits data analysts, business users, data engineers, and data scientists who need to prepare and move data through scheduled pipelines or manual workflows. | 4.6 | Free plan | Free plan | Web, API | 30 Sep 2026 |
The page places newer releases before older ones and uses figures published by the makers. It does not score the tools.
02
Apache Hop
It suits teams building and running data integration pipelines across varied environments.
WebWindowsMac+3 Record5.6 Visit
03
KNIME Analytics Platform
The free desktop platform suits people building data workflows for personal use.
WindowsMacLinux Record5.5 Visit
04
AWS Glue DataBrew
WebAPI Record5.3 Visit
05
dbt Semantic Layer
It suits data teams that need governed metrics across analytics, embedded applications, or AI use cases.
WebBrowser extensionAPI Record5.3 Visit
6
Coalesce Catalog
WebBrowser extensionAPI $150 a month, billed yearly Record5.0 Visit Catalog is intended for data engineers and analysts, with a design intended for use across an organization without training.
7
Soda
WebLinuxAPI+1 $750 usage-based Record4.9 Visit Soda is aimed at data engineers, data producers and consumers, governance teams, and platform teams.
9
Oracle WebCenter Content
AndroidiPhone & iPadWeb+4 — Record4.8 Visit It suits organizations managing documents and records across business processes, particularly those with imaging, capture, and retention needs.
10
Zoho DataPrep
WebAPI Free plan Record4.6 Visit DataPrep suits data analysts, business users, data engineers, and data scientists who need to prepare and move data through scheduled pipelines or manual workflows.
11
CloverDX
WebWindowsMac+3 — Record4.5 Visit CloverDX is aimed at ETL developers, data engineers, data architects, IT leaders and business analysts.
12
Keboola
WebAPISelf-hosted Free plan Record4.4 Visit Keboola suits teams building data pipelines and analytics workflows that need connectors, orchestration, or transformations.
13
Matillion Data Productivity Cloud
Web Free plan Record4.4 Visit Matillion suits individuals, scaling businesses, and large organizations building pipelines for AI or analytics.
14
Dataform
WebAPI Free plan Record4.1 Visit Dataform suits data analysts and engineers building and collaborating on SQL transformation pipelines in BigQuery.
15
Ataccama ONE
WebWindowsMac+2 — Record3.9 Visit It suits organizations governing data quality, catalogs, lineage, reference data, and master data across varied environments.
Before you choose
Start with the pricing model
Some entries include a no-cost plan. Paid options publish different pricing details, including prices from, pricing on request and paid tiers.
A free trial is available from tools on this list. Check the plan terms before you choose a workflow.
Match deployment to your environment
Entries cover web, API, self-hosted, Linux, Windows and macOS setups. Choose a setup that fits where your data work runs.
Confirm the platform and deployment model you need before comparing workflow features.
Compare the workflow interface
The list compares workflow interfaces alongside source connectors and scheduled runs. Look for an interface that fits how you assemble preparation steps and run them.
Check quality and change control
Data quality checks and version control are comparison fields on this list. Review how a tool handles checks and code changes before adopting it for recurring analytics work.
Review code access
Some entries provide open-source code. If you need to read or change code, review the licence and deployment requirements for the option you are considering.
Questions
Do tools on this list have free plans?
Yes. Some listed tools include no-cost plans, while other options use paid or freemium pricing models.
Is there a way to test a tool before purchase?
Yes. Some listed tools provide free trials, with length and terms differing by product.
What deployment setups appear here?
The entries include web, API, self-hosted, Linux, Windows and macOS deployment setups.
What features can I compare?
You can compare pricing, workflow interface, data quality checks, scheduled runs, source connectors and version control.
Are open-source options included?
Yes. Some entries provide open-source code. Review the licence and deployment needs before choosing one.
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