# Page 3 | Best ETL Software 2026 | Capterra

> Page 3 - Find the top ETL software of 2026 on Capterra. Based on millions of verified user reviews - compare and filter for whats important to you to find the best tools for your needs.

Source: https://www.capterra.com/etl-software

---

# Best ETL Software - Page 3

[## AWS Glue](https://www.capterra.com/p/234164/AWS-Glue/)

[4.1 (10)](https://www.capterra.com/p/234164/AWS-Glue/reviews/)

Serverless data integration service that allows businesses to discover and combine data for machine learning and analytics. [Learn more about AWS Glue](https://www.capterra.com/p/234164/AWS-Glue/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Dromo](https://www.capterra.com/p/230996/Dromo/)

[5.0 (9)](https://www.capterra.com/p/230996/Dromo/reviews/)

Simplified CSV/spreadsheet importer that quickly extracts, transforms, validates, and loads customer data into your business systems. [Learn more about Dromo](https://www.capterra.com/p/230996/Dromo/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Nexla](https://www.capterra.com/p/159398/Nexla/)

[4.9 (9)](https://www.capterra.com/p/159398/Nexla/reviews/)

Nexla, an AI-powered integration platform, unlocks data from any source and transforms it into production-ready data products for AI.  [Learn more about Nexla](https://www.capterra.com/p/159398/Nexla/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

Connect with a Capterra advisor for a free 15-minute consultation

Get a personalized software list aligned to your business needs with guidance from our expert advisors.

[## Aekyam](https://www.capterra.com/p/253868/Aekyam/)

[4.9 (9)](https://www.capterra.com/p/253868/Aekyam/reviews/)

Aekyam is designed to handle ETL processes for a wide array of business needs, breaking down data silos for a seamless data flow.  [Learn more about Aekyam](https://www.capterra.com/p/253868/Aekyam/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Snowplow BDP](https://www.capterra.com/p/186343/Snowplow-Insights/)

[4.8 (9)](https://www.capterra.com/p/186343/Snowplow-Insights/reviews/)

Next-gen customer data infrastructure to fuel AI, advanced analytics, and personalized experiences. [Learn more about Snowplow BDP](https://www.capterra.com/p/186343/Snowplow-Insights/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## CData Drivers](https://www.capterra.com/p/203124/CData-Python-Connectors/)

[4.2 (9)](https://www.capterra.com/p/203124/CData-Python-Connectors/reviews/)

Standards-based data connectors granting SQL access to more than 300 SaaS, Big Data, and NoSQL sources for every data user. [Learn more about CData Drivers](https://www.capterra.com/p/203124/CData-Python-Connectors/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Jet Analytics](https://www.capterra.com/p/209652/Jet-Analytics/)

[4.9 (8)](https://www.capterra.com/p/209652/Jet-Analytics/#reviews)

Jet Analytics is a complete solution designed for users to easily build reports and dashboards inside Excel or Microsoft Power BI. [Learn more about Jet Analytics](https://www.capterra.com/p/209652/Jet-Analytics/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Pipestream](https://www.capterra.com/p/238481/Pipestream/)

[4.6 (8)](https://www.capterra.com/p/238481/Pipestream/reviews/)

Pipestream is a powerful ETL pipeline that enables you to stream raw data from your website to BigQuery within 60 seconds or less. [Learn more about Pipestream](https://www.capterra.com/p/238481/Pipestream/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Confluent Platform](https://www.capterra.com/p/191177/Confluent-Platform/)

[4.4 (8)](https://www.capterra.com/p/191177/Confluent-Platform/reviews/)

Confluent is an enterprise ready, fully managed Kafka service that helps you process streaming data in real-time. [Learn more about Confluent Platform](https://www.capterra.com/p/191177/Confluent-Platform/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## AWS for Data](https://www.capterra.com/p/251481/AWS-Cloud-Databases/)

[4.9 (7)](https://www.capterra.com/p/251481/AWS-Cloud-Databases/#reviews)

AWS provides purpose-built analytics and database services that enable businesses to extract data insights at any scale. [Learn more about AWS for Data](https://www.capterra.com/p/251481/AWS-Cloud-Databases/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Reeport](https://www.capterra.com/p/160929/Reeport/)

[4.9 (7)](https://www.capterra.com/p/160929/Reeport/#reviews)

A SaaS application layer on top of all your info to help you collect and analyze data, and make better business decisions. [Learn more about Reeport](https://www.capterra.com/p/160929/Reeport/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Zuar Runner](https://www.capterra.com/p/229838/Mitto/)

[4.7 (7)](https://www.capterra.com/p/229838/Mitto/reviews/)

Mitto automates data flows from hundreds of potential sources into a single destination, fully prepped and ready for analytics. [Learn more about Zuar Runner](https://www.capterra.com/p/229838/Mitto/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Woocommerce Zoho Plugin](https://www.capterra.com/p/186629/Woocommerce-Zoho-Plugin/)

[4.3 (7)](https://www.capterra.com/p/186629/Woocommerce-Zoho-Plugin/reviews/)

A tool that enables order data migration from Woocommerce to Zoho CRM. [Learn more about Woocommerce Zoho Plugin](https://www.capterra.com/p/186629/Woocommerce-Zoho-Plugin/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Entera](https://www.capterra.com/p/254976/Entera/)

[5.0 (6)](https://www.capterra.com/p/254976/Entera/#reviews)

AI-based service for automated data entry into Tally, ZohoBooks, and QuickBooks, that saves more than 30% of bookkeeper's time. [Learn more about Entera](https://www.capterra.com/p/254976/Entera/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Blendo](https://www.capterra.com/p/171388/Blendo/)

[4.8 (6)](https://www.capterra.com/p/171388/Blendo/#reviews)

Lightning-fast ELT platform with all the sales, marketing or financial API connectors you want, for your data analytics stack. [Learn more about Blendo](https://www.capterra.com/p/171388/Blendo/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Dancing Numbers](https://www.capterra.com/p/215755/Dancing-Numbers/)

[3.5 (6)](https://www.capterra.com/p/215755/Dancing-Numbers/#reviews)

Use Dancing Numbers to import, export, and delete the data from your QuickBooks Desktop. [Learn more about Dancing Numbers](https://www.capterra.com/p/215755/Dancing-Numbers/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Retica](https://www.capterra.com/p/10020969/Retica/)

[5.0 (4)](https://www.capterra.com/p/10020969/Retica/#reviews)

Cloud-based solution that helps businesses extract data from documents such as invoices, orders, delivery notes, and more using AI. [Learn more about Retica](https://www.capterra.com/p/10020969/Retica/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Kodak Info Input Solution](https://www.capterra.com/p/10012171/Kodak-Info-Input-Solution/)

[4.8 (4)](https://www.capterra.com/p/10012171/Kodak-Info-Input-Solution/#reviews)

Intelligent document processing software that automates and simplifies document-intensive business processes. [Learn more about Kodak Info Input Solution](https://www.capterra.com/p/10012171/Kodak-Info-Input-Solution/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Sprinkle](https://www.capterra.com/p/208499/Sprinkle/)

[4.8 (4)](https://www.capterra.com/p/208499/Sprinkle/#reviews)

Sprinkle is a no-code data engineering and analytics platform [Learn more about Sprinkle](https://www.capterra.com/p/208499/Sprinkle/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## FS.Net](https://www.capterra.com/p/255064/FSNet/)

[4.5 (4)](https://www.capterra.com/p/255064/FSNet/#reviews)

FS.Net is reporting solution that helps businesses track historic data, handle configurations, receive alerts, and more. [Learn more about FS.Net](https://www.capterra.com/p/255064/FSNet/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## FluentPro Project Migrator](https://www.capterra.com/p/239203/FluentPro-Project-Migrator/)

[4.5 (4)](https://www.capterra.com/p/239203/FluentPro-Project-Migrator/#reviews)

FluentPro Project Migrator is a cloud platform for automated project data migration between project management systems. [Learn more about FluentPro Project Migrator](https://www.capterra.com/p/239203/FluentPro-Project-Migrator/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Stitch](https://www.capterra.com/p/211541/Stitch/)

[4.3 (4)](https://www.capterra.com/p/211541/Stitch/#reviews)

Stitch rapidly moves data from 140+ sources into a data warehouse so you can get to answers faster, no coding required. [Learn more about Stitch](https://www.capterra.com/p/211541/Stitch/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## SysTools Migrator](https://www.capterra.com/p/230949/SysTools-Migrator/)

[4.3 (4)](https://www.capterra.com/p/230949/SysTools-Migrator/#reviews)

SysTools Migrator is a Professional Tool that Performs Cloud to Cloud Migration. [Learn more about SysTools Migrator](https://www.capterra.com/p/230949/SysTools-Migrator/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Flatirons Fuse](https://www.capterra.com/p/252575/Flatirons-Fuse/)

[5.0 (3)](https://www.capterra.com/p/252575/Flatirons-Fuse/#reviews)

Flatirons Fuse is the easiest CSV and spreadsheet importer. Get your customers onboarded and your data imported within minutes. [Learn more about Flatirons Fuse](https://www.capterra.com/p/252575/Flatirons-Fuse/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Striim](https://www.capterra.com/p/173369/Striim/)

[5.0 (3)](https://www.capterra.com/p/173369/Striim/#reviews)

Data management solution that enables businesses to process and deliver real-time data through serialization, access control, and more. [Learn more about Striim](https://www.capterra.com/p/173369/Striim/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Upsolver](https://www.capterra.com/p/173294/Upsolver/)

[5.0 (3)](https://www.capterra.com/p/173294/Upsolver/#reviews)

The Data Lake Platform that empowers any developer to manage, integrate and structure streaming data for analysis at unprecedented ease [Learn more about Upsolver](https://www.capterra.com/p/173294/Upsolver/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Mozart Data](https://www.capterra.com/p/232327/Mozart-Data/)

[5.0 (3)](https://www.capterra.com/p/232327/Mozart-Data/#reviews)

Mozart Data provides out-of-the-box data infrastructure and data analyst support, providing the easiest way to generate insights.  [Learn more about Mozart Data](https://www.capterra.com/p/232327/Mozart-Data/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## AWS AppSync](https://www.capterra.com/p/234165/AWS-AppSync/)

[4.7 (3)](https://www.capterra.com/p/234165/AWS-AppSync/#reviews)

Amazon AppSync is a serverless GraphQL API service that allows applications to access data from multiple sources in one API call. [Learn more about AWS AppSync](https://www.capterra.com/p/234165/AWS-AppSync/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Parabola](https://www.capterra.com/p/198315/Parabola/)

[4.7 (3)](https://www.capterra.com/p/198315/Parabola/#reviews)

Predictable, auditable, collaborative AI workflows for the messy data work that runs your business. [Learn more about Parabola](https://www.capterra.com/p/198315/Parabola/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Qlik Replicate](https://www.capterra.com/p/171377/Attunity-CDC/)

[5.0 (2)](https://www.capterra.com/p/171377/Attunity-CDC/#reviews)

Empowers organizations to accelerate data real-time replication, ingestion and streaming via change data capture. [Learn more about Qlik Replicate](https://www.capterra.com/p/171377/Attunity-CDC/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## PST to Office 365 A2Z Migrations](https://www.capterra.com/p/190115/PST-to-Office-365/)

[5.0 (2)](https://www.capterra.com/p/190115/PST-to-Office-365/#reviews)

Migrates Outlook PST data into the Office 365 cloud platform and maintains the same folder structure in the Exchange Online. [Learn more about PST to Office 365 A2Z Migrations](https://www.capterra.com/p/190115/PST-to-Office-365/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Cost Center](https://www.capterra.com/p/252207/Cost-Center/)

[5.0 (2)](https://www.capterra.com/p/252207/Cost-Center/#reviews)

A data analytics platform that scales user acquisition campaigns for all mobile games to improve lifetime LTV and ROAS. [Learn more about Cost Center](https://www.capterra.com/p/252207/Cost-Center/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Bear Cognition](https://www.capterra.com/p/10012106/Bear-Cognition/)

[5.0 (2)](https://www.capterra.com/p/10012106/Bear-Cognition/#reviews)

Bear Cognition is a data management and solutions firm that provides business intelligence, optimization, and automation solutions. [Learn more about Bear Cognition](https://www.capterra.com/p/10012106/Bear-Cognition/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## EdbMails Office 365 Migration Software](https://www.capterra.com/p/10027436/EdbMails-Office-365-Migration-Software/)

[5.0 (2)](https://www.capterra.com/p/10027436/EdbMails-Office-365-Migration-Software/#reviews)

Migrate Office 365 mailboxes securely with zero downtime. Supports staged, cutover, hybrid, and tenant-to-tenant migrations. [Learn more about EdbMails Office 365 Migration Software](https://www.capterra.com/p/10027436/EdbMails-Office-365-Migration-Software/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Qubole Data Service](https://www.capterra.com/p/181706/Qubole/)

[5.0 (2)](https://www.capterra.com/p/181706/Qubole/#reviews)

Qubole is a cloud data management platform for analytics and machine learning that allows enterprises to process data efficiently. [Learn more about Qubole Data Service](https://www.capterra.com/p/181706/Qubole/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Anatics](https://www.capterra.com/p/237517/Anatics/)

[5.0 (2)](https://www.capterra.com/p/237517/Anatics/#reviews)

Anatics is a data management and marketing intelligence platform for leading brands looking to unlock growth & better decision making. [Learn more about Anatics](https://www.capterra.com/p/237517/Anatics/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## FutureView Systems](https://www.capterra.com/p/265714/FPA-Platform/)

[5.0 (2)](https://www.capterra.com/p/265714/FPA-Platform/#reviews)

Finance solutions and tools that empower the Office of the CFO and finance with the resources to deliver value as a business partner [Learn more about FutureView Systems](https://www.capterra.com/p/265714/FPA-Platform/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Datorios](https://www.capterra.com/p/10005062/Datorios/)

[5.0 (2)](https://www.capterra.com/p/10005062/Datorios/#reviews)

The highly flexible & scalable data powerhouse helping to unlock the full potential of data-driven strategies [Learn more about Datorios](https://www.capterra.com/p/10005062/Datorios/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Softaken OST to PST Converter](https://www.capterra.com/p/198211/Softaken-OST-to-PST-Converter/)

[5.0 (2)](https://www.capterra.com/p/198211/Softaken-OST-to-PST-Converter/#reviews)

Helps users to recover OST data file or convert the OST file into different file format. [Learn more about Softaken OST to PST Converter](https://www.capterra.com/p/198211/Softaken-OST-to-PST-Converter/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Hightouch](https://www.capterra.com/p/241212/Hightouch/)

[4.5 (2)](https://www.capterra.com/p/241212/Hightouch/#reviews)

Hightouch is the pioneer of the Composable Customer Data Platform. Sync data from a data warehouse into all business tools. [Learn more about Hightouch](https://www.capterra.com/p/241212/Hightouch/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Adeptia Connect](https://www.capterra.com/p/24254/adeptia-connect/)

[4.5 (2)](https://www.capterra.com/p/24254/adeptia-connect/#reviews)

AC is an application to modernize the onboarding of data within the partner ecosystem using a self-service approach for business and IT [Learn more about Adeptia Connect](https://www.capterra.com/p/24254/adeptia-connect/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## OneSchema](https://www.capterra.com/p/255018/OneSchema/)

[4.5 (2)](https://www.capterra.com/p/255018/OneSchema/#reviews)

Empower your customers to upload, validate, and clean your spreadsheets with our easily-embeddable spreadsheet uploader and validator. [Learn more about OneSchema](https://www.capterra.com/p/255018/OneSchema/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Agile Data Engine](https://www.capterra.com/p/10012621/Agile-Data-Engine/)

[4.5 (2)](https://www.capterra.com/p/10012621/Agile-Data-Engine/#reviews)

Secure continuous delivery of data products and achieve true agility with a built-in CI/CD pipeline. [Learn more about Agile Data Engine](https://www.capterra.com/p/10012621/Agile-Data-Engine/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Atlan](https://www.capterra.com/p/185548/Atlan/)

[4.5 (2)](https://www.capterra.com/p/185548/Atlan/#reviews)

Atlan is a Modern Data Workspace with the vision to enable data democratization within organizations. [Learn more about Atlan](https://www.capterra.com/p/185548/Atlan/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## nag nxT](https://www.capterra.com/p/252549/nag-migrate/)

[5.0 (1)](https://www.capterra.com/p/252549/nag-migrate/#reviews)

With our market-leading software nag nxT, we bring together heterogeneous systems and migrate data from existing to new systems. [Learn more about nag nxT](https://www.capterra.com/p/252549/nag-migrate/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Tranzactor](https://www.capterra.com/p/108828/Tranzactor/)

[5.0 (1)](https://www.capterra.com/p/108828/Tranzactor/#reviews)

Tranzactor is an automation and integration platform that can handle everything from Webservices to EDI with simplicity and ease. [Learn more about Tranzactor](https://www.capterra.com/p/108828/Tranzactor/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Private Data Exchange](https://www.capterra.com/p/195843/RSP/)

[5.0 (1)](https://www.capterra.com/p/195843/RSP/#reviews)

Smart pipes is fully managed kafka for data integration, governance, democratization and consumption of big data. [Learn more about Private Data Exchange](https://www.capterra.com/p/195843/RSP/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## MailsSoftware Thunderbird to Outlook Converter](https://www.capterra.com/p/190251/MailsSoftware-Thunderbird-to-Outlook-Converter/)

[5.0 (1)](https://www.capterra.com/p/190251/MailsSoftware-Thunderbird-to-Outlook-Converter/#reviews)

Export Mozilla Thunderbird mailbox data to Outlook PST file format and as well as into EML, MSG, HTML and more. [Learn more about MailsSoftware Thunderbird to Outlook Converter](https://www.capterra.com/p/190251/MailsSoftware-Thunderbird-to-Outlook-Converter/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## Marjory](https://www.capterra.com/p/248434/Marjory/)

[5.0 (1)](https://www.capterra.com/p/248434/Marjory/#reviews)

Marjory - Integration Made Easy [Learn more about Marjory](https://www.capterra.com/p/248434/Marjory/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

[## DataFactory](https://www.capterra.com/p/250280/Dextrus/)

[5.0 (1)](https://www.capterra.com/p/250280/Dextrus/#reviews)

The cloud-based, no-code data factory for data preparation, wrangling, and pipeline creation at massive scale and minimal cost. [Learn more about DataFactory](https://www.capterra.com/p/250280/Dextrus/)

ETL features reviewers most value

Access Controls/Permissions

API

Data Extraction

Data Quality Control

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

Page 3 of 5

## Top-rated software of 2026

### Fill out the form and we'll send a list of the top-rated software based on real user reviews directly to your inbox.

Filter (192) Products:

Sort By:

Sponsored

* * *

Plan Type

Free Trial

Popular

85% of professionals opt for a 30-day trial before the software purchase

Other subsciption plans:

Free Version

Monthly Subscription

Annual Subscription

One-Time License

Key Features

All key features

Popular

We have selected the most important and critical features as defined by Capterra user reviews

Access Controls/Permissions

AI Copilot

API

Data Analysis Tools

Data Extraction

Data Quality Control

Generative AI

Job Scheduling

Match & Merge

Metadata Management

Reporting/Analytics

Search/Filter

Version Control

Deployment

Cloud, SaaS, Web-Based

Desktop Mac

Desktop Windows

Desktop Linux

On-Premise Windows

On-Premise Linux

Desktop Chromebook

Mobile Android

Mobile iPhone

Mobile iPad

Related Software Category:

[Data Discovery Software](https://www.capterra.com/data-discovery-software/)[Data Quality Software](https://www.capterra.com/data-quality-software/)[Data Extraction Software](https://www.capterra.com/data-extraction-software/)[Data Management Software](https://www.capterra.com/data-management-software/)[Master Data Management Software](https://www.capterra.com/master-data-management-software/)[Data Mining Software](https://www.capterra.com/data-mining-software/)[Big Data Software](https://www.capterra.com/big-data-software/)[Data Entry Software](https://www.capterra.com/data-entry-software/)[Database Software](https://www.capterra.com/database-management-software/)[Integration Software](https://www.capterra.com/integration-software/)