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Ranked on the record · 28 apps

Best ETL Software 2026

Facts read 20 Sep 2026 – 14 Nov 2026

Moving data between systems while shaping it for its destination is the central task to consider when comparing ETL software. Compared on change data capture, custom code transforms, deployment, destination connectors, free plan, incremental loading, paid from, source connectors and transformation mode, these entries cover data movement, processing and practical access. Keboola, Apache Hop and Skyvia are options to examine against your environment. Check whether the listed connectors match your sources and destinations, then consider how updates are loaded and what transformation approach fits your workflow. Deployment details and the free-plan and paid-from fields add further context for evaluating fit and cost.

The standings: top 10

NameIn a lineRecord scorePrice fromTry it freeRuns onFacts read
01 EasyMorphEasyMorph may suit analysts and data engineers who want to build data workflows visually.5.7$600 a yearFree planWeb, Windows, API, Self-hosted14 Oct 2026
02 Apache HopIt suits teams building and running data integration pipelines across varied environments.5.6Free planFree planWeb, Windows, Mac, Linux15 Oct 2026
03 Apache NiFiNiFi suits teams automating data flows across systems, including cybersecurity, observability, event stream, and generative AI pipelines.5.6Free planFree planWeb, Windows, Mac, Linux15 Oct 2026
04 SkyviaSkyvia suits teams connecting cloud services and databases, or managing data backups and access.5.6$7 a monthFree planWeb, Windows, API28 Sep 2026
05 Apache BeamApache Beam suits data and software developers building batch or streaming pipelines for supported execution back ends.5.5Free planFree planWeb, Windows, Mac, Linux14 Oct 2026
06 AWS Glue DataBrew5.3Free planFree planWeb, API15 Oct 2026
07 Azure Data Factory5.1—Free trialWeb, Windows, API, Self-hosted21 Oct 2026
08 Google Cloud Data FusionIt suits data teams building cloud, hybrid, or multi-cloud pipelines through a visual interface or APIs.5.1$1.80 a monthFree planWeb, API3 Oct 2026
09 Apache SparkSpark suits teams and developers working with large-scale analytics, batch jobs, or real-time streams.4.8Free planFree planWindows, Mac, Linux, API30 Sep 2026
10 Oracle WebCenter ContentIt suits organizations managing documents and records across business processes, particularly those with imaging, capture, and retention needs.4.8——Android, iPhone & iPad, Web, Windows15 Oct 2026
01

EasyMorph

by EasyMorph

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

Free plan Free trial From $600 a year WebWindowsAPISelf-hosted
02

Apache Hop

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

WebWindowsMac+3
Record5.6 Visit
03

Apache NiFi

NiFi suits teams automating data flows across systems, including cybersecurity, observability, event stream, and generative AI pipelines.

WebWindowsMac+3
Record5.6 Visit
04

Skyvia

Skyvia suits teams connecting cloud services and databases, or managing data backups and access.

WebWindowsAPI
Record5.6 Visit
05

Apache Beam

Apache Beam suits data and software developers building batch or streaming pipelines for supported execution back ends.

WebWindowsMac+3
Record5.5 Visit
6 WebAPI Free plan Record5.3 Visit
7 WebWindowsAPI+1 — Record5.1 Visit
8
Google Cloud Data Fusion

It suits data teams building cloud, hybrid, or multi-cloud pipelines through a visual interface or APIs.

WebAPI $1.80 a month Record5.1 Visit
9
Apache Spark

Spark suits teams and developers working with large-scale analytics, batch jobs, or real-time streams.

WindowsMacLinux+2 Free plan Record4.8 Visit
10
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
11
CloverDX

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

WebWindowsMac+3 — Record4.5 Visit
12
Jitterbit Harmony

Harmony may suit organizations connecting cloud, on-premises, and legacy systems that need orchestration or API management.

WebWindowsMac+3 — Record4.5 Visit
13
Keboola

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

WebAPISelf-hosted Free plan Record4.4 Visit
14
Matillion Data Productivity Cloud

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

Web Free plan Record4.4 Visit
15
FME Flow

FME Flow suits organizations that need to deploy data workflows, automate updates, or build no-code web apps around their processes.

iPhone & iPadWebWindows+3 Free Record4.2 Visit
16
SAP Customer Data Platform

It suits organizations that need to unify customer profiles and activate permissioned data across engagement systems.

WebAPI $1.15 a month Record4.2 Visit
17
Ab Initio Data Platform

It is aimed at large organizations with complex data processing and management needs, including those in financial services, healthcare, telecommunications,…

WebWindowsLinux+2 — Record4.0 Visit
18 WindowsMacLinux+1 — Record4.0 Visit
19 WindowsLinuxAPI+1 — Record3.8 Visit
20 WebWindows Free plan Record3.0 Visit
21 Web Free plan Record2.9 Visit
22 WebWindowsLinux — Record2.7 Visit
23 WebAPI $1 a month Record2.6 Visit
24 Web $1.75 a month Record2.5 Visit
25 WindowsLinux — Record2.5 Visit