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Best Data Preparation for Analytics in 2026

Data preparation tools help you clean, shape, check, and organize data before analytics work. This list is for people comparing software by cost, access, deployment, and workflow needs.

  1. 1

    Apache Hop

    Free plan Open source APILinuxMac+3

    Apache Hop offers a broad set of pipeline and workflow components with multiple execution options.

    9.3 Free plan Visit site
  2. 2

    Coalesce Catalog

    Free plan APIExtensionWeb

    Choose Coalesce Catalog if your team needs discovery, documentation, lineage, and governance across a connected data stack.

    7.4 Free plan · paid from $150/user/mo (annual) · 30-day trial Visit site
  3. 3

    EasyMorph

    by EasyMorph
    Free plan APISelf-hostedWeb+1

    EasyMorph offers visual data workflows, broad listed integrations, and both Desktop and self-hosted Hub deployment.

    7.4 Free plan · paid from $75/user/mo (annual) · 30-day trial Visit site
  4. 4

    AWS Glue DataBrew

    Free plan APIWeb

    DataBrew brings visual preparation, profiling, lineage, and reusable transformations into a cloud service.

    7.3 From $0.48 Visit site
  5. 5

    Great Expectations

    Free plan APILinuxMac+2
    7.3 Free plan Visit site
  6. 6

    Dataform

    Free plan APIWeb

    Dataform combines SQL workflow development, versioning, quality checks, and scheduling for BigQuery teams.

    7.2 Free plan Visit site
  7. 7

    dbt Semantic Layer

    Free plan APIExtensionWeb

    dbt Semantic Layer gives teams a shared, code-managed way to define and query metrics across supported tools.

    7.2 Free plan · paid from $100/user/mo Visit site
  8. 8

    Keboola

    Free plan APISelf-hostedWeb

    Keboola combines data ingestion, orchestration, transformations, and governance, with a free tier and enterprise deployment options.

    7.1 Free plan Visit site
  9. 9

    KNIME Analytics Platform

    by KNIME Analytics Platform
    Free plan LinuxMacWindows

    KNIME Analytics Platform offers a broad, extensible environment for data workflows without a software charge. Downloading requires an email address and acceptance of terms and the Privacy Policy.

    7.0 Free plan Visit site
  10. 10

    Soda

    Free plan APILinuxSelf-hosted+1

    Soda combines data testing, observability, and contracts for teams managing data quality across workflows.

    7.0 Free plan · paid from $750/mo Visit site
  11. 11

    Matillion Data Productivity Cloud

    Free plan Web

    Choose Matillion if you need pipeline design options, data connectivity, and loading methods for AI or analytics data workflows.

    6.7 Pricing on request Visit site
  12. 12

    Zoho DataPrep

    Free plan APIWeb

    DataPrep brings data preparation, transformation, and pipeline scheduling into a no-code platform with natural-language assistance.

    6.6 Free plan · paid from $40/mo (annual) · 15-day trial Visit site
  13. 13

    CloverDX

    Free trial APILinuxMac+3

    CloverDX combines pipeline design, orchestration, and data stewardship tools with self-hosted deployment options.

    6.4 Pricing on request · 45-day trial Visit site
  14. 14

    DataPrep

    Free plan LinuxMacWindows
    6.2 Free plan Visit site
  15. 15

    Ataccama ONE

    Paid LinuxMacSelf-hosted+2

    Choose Ataccama ONE if your organization needs data quality, catalog, and master data capabilities across varied sources, with hybrid deployment options.

    6.0 Pricing on request Visit site
  16. 16

    Informatica Data Integration

    Free plan WebWindows
    5.9 Free plan Visit site
  17. 17

    SAS Advanced Analytics

    by SAS Advanced Analytics
    Free trial APISelf-hosted

    Choose SAS Advanced Analytics if your organization needs broad analytics and model-management capabilities with governance tools and flexible deployment.

    5.6 Pricing on request Visit site
  18. 18

    Oracle WebCenter Content

    by Oracle WebCenter Content
    Paid AndroidAPIiPhone+4

    Choose WebCenter Content if your organization needs document capture, imaging, records controls, and security across transactional processes.

    5.5 Visit site
  19. 19

    Tamr

    Paid APISelf-hostedWeb

    Tamr focuses on unifying records from multiple sources, with data products, connectors, and agent connectivity for downstream use.

    5.2 Pricing on request Visit site
  20. 20

    Qlik Talend Cloud

    Paid Web

    Qlik Talend Cloud covers replication, pipeline management, transformation, and governance across four tiers. Buyers should request pricing and check which tier includes the capabilities they need.

    5.0 Pricing on request Visit site
  21. 21

    Amazon SageMaker Data Wrangler

    Paid Web
    4.9 Visit site
  22. 22

    IBM DataStage

    Paid Web
    4.5 From $1.75 Visit site

#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price

Compare free plans, paid starting prices, trials, deployment options, workflow interfaces, data quality checks, scheduled runs, source connectors, and version control. If code access matters, review the open-source licence and its limits.

Questions

Are free data preparation tools available?

Yes. Tools on this list offer free plans, and some products use a free pricing model. Check the plan details for the features and limits you need.

Do data preparation tools offer free trials?

Some paid or freemium products offer free trials. Trial duration and terms differ, so check the product's current pricing details.

Which deployment options can I compare?

The list includes web, API, self-hosted, Linux, Windows, and macOS deployment options. Match the option to your environment.

What features should I compare?

Compare workflow interface, data quality checks, scheduled runs, source connectors, and version control, along with free access and paid starting price.

How do I check open-source use rights?

Read the tool's open-source licence. Confirm whether its terms allow the code use, changes, and distribution you require.

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