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Alternatives · 2026

The best Dataform alternatives

The rest of Best Data Preparation for Analytics, in this site's order: each with what it costs, where it runs and its record score.

1
EasyMorph

EasyMorph may suit analysts and data engineers who want to build data workflows visually.

WebWindowsAPI+1 $600 a year Record5.7 Visit
2
Apache Hop

It suits teams building and running data integration pipelines across varied environments.

WebWindowsMac+3 Free plan Record5.6 Visit
3
KNIME Analytics Platform

The free desktop platform suits people building data workflows for personal use.

WindowsMacLinux $19 a month Record5.6 Visit
4 WebAPI Free plan Record5.3 Visit
5
dbt Semantic Layer

It suits data teams that need governed metrics across analytics, embedded applications, or AI use cases.

WebBrowser extensionAPI $100 a month Record5.3 Visit
6
Coalesce Catalog

Catalog is intended for data engineers and analysts, with a design intended for use across an organization without training.

WebBrowser extensionAPI $150 a month, billed yearly Record5.0 Visit
7 WebMacLinux+2 Free plan Record4.9 Visit
8
Soda

Soda is aimed at data engineers, data producers and consumers, governance teams, and platform teams.

WebLinuxAPI+1 $750 usage-based Record4.9 Visit
9
Oracle WebCenter Content

It suits organizations managing documents and records across business processes, particularly those with imaging, capture, and retention needs.

AndroidiPhone & iPadWeb+4 — Record4.8 Visit
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…

WebAPI Free plan Record4.7 Visit
11
CloverDX

CloverDX is aimed at ETL developers, data engineers, data architects, IT leaders and business analysts.

WebWindowsMac+3 — Record4.5 Visit
12
Keboola

Keboola suits teams building data pipelines and analytics workflows that need connectors, orchestration, or transformations.

WebAPISelf-hosted Free plan Record4.5 Visit
13
Matillion Data Productivity Cloud

Matillion suits individuals, scaling businesses, and large organizations building pipelines for AI or analytics.

Web Free plan Record4.5 Visit
14
Ataccama ONE

It suits organizations governing data quality, catalogs, lineage, reference data, and master data across varied environments.

WebWindowsMac+2 — Record3.9 Visit
15 APISelf-hosted — Record3.7 Visit
16
Tamr

Tamr suits mid-sized organizations and large enterprises in sectors such as financial services, healthcare, manufacturing, retail, and technology.

WebAPISelf-hosted — Record3.7 Visit
17 WindowsMacLinux Free plan Record3.2 Visit
18 WebWindows Free plan Record3.1 Visit
19 Web $1.75 a month Record2.6 Visit
20 Web — Record2.5 Visit
21 Web — Record2.2 Visit