Best ETL Software for Linux of 2026

Experience Semarchy’s flexible unified data platform to empower better business decisions enterprise-wide. With xDM, you can discover, govern, enrich, enlighten and manage data. Rapidly deliver data-rich applications with automated master data management and transform data into insights with xDM. The business-centric interfaces provide for the rapid creation and adoption of data-rich applications. Automation rapidly generates applications to your specific requirements, and the agile platform quickly expands or evolves data applications.

Visokio creates Omniscope Evo, a complete and extensible BI tool for data processing, analysis, and reporting. Smart experience on any device. You can start with any data, any format, load, edit, combine, transform it while visually exploring it. You can extract insights through ML algorithms and automate your data workflows. Omniscope is a powerful BI tool that can be used on any device. It also has a responsive UX and is mobile-friendly. You can also augment data workflows using Python / R scripts or enhance reports with any JS visualisation. Omniscope is the complete solution for data managers, scientists, analysts, and data managers. It can be used to visualize data, analyze data, and visualise it.

It shouldn't take long to analyze data from your business solutions. Zuar Runner allows you to automate your ELT/ETL processes, and have data flow from hundreds of sources into one destination. Zuar Runner can manage everything: transport, warehouse, transformation, model, reporting, and monitoring. Our experts will make sure your deployment goes smoothly and quickly.

Recognized by Forrester as one of the top 34 AI-enabled platforms globally and by NASSCOM in the League of 10 Deep Tech Startups 2025 in India, SCIKIQ partners with AWS, Deloitte, Infosys, and others to take its data platform to the world. SCIKIQ is building the AI Nervous System for enterprises, an Intelligence Layer that sits atop any data stack, making every function AI-ready without disruption. Designed for Big & mid-sized enterprises, our generative AI-powered data platform transforms how organizations manage, govern, and monetize data. Our Prompt-to-Process AI Co-pilot delivers analytics, dashboards, agents, and insights in seconds, among the best globally. Innovations include automated data governance, rapid data transformation, and a Data Product Factory. With 4× faster deployment than legacy systems and a proven track record with global enterprises, SCIKIQ is defining the next category of data management in enterprise AI. SCIKIQ is built for rapid modernization: no-code/low-code configuration, cloud-agnostic and tool-agnostic integration, and a proven path to implementation in 30–90 days, enabling secure collaboration across business, data, and AI teams while accelerating outcomes. A unified Semantic Layer : A key differentiator is SCIKIQ’s Unified Semantic Layer / Business Glossary for BI platforms. Instead of every dashboard team redefining KPIs, SCIKIQ standardizes metric definitions across tools, so “Revenue,” “Active Customer,” and “Churn” mean the same thing everywhere. This reduces metric drift, prevents broken dashboards, and improves decision integrity across departments. SCIKIQ connects enterprise data to models, decisions, and actions.

HighByte Intelligence Hub is an Industrial DataOps software solution designed specifically for industrial data modeling, delivery, and governance. The Intelligence Hub helps mid-size to large industrial companies accelerate and scale the use of operational data throughout the enterprise by contextualizing, standardizing, and securing this valuable information. Run the software at the Edge to merge and model real-time, transactional, and time-series data into a single payload and deliver contextualized, correlated information to all the applications that require it. Accelerate analytics and other Industry 4.0 use cases with a digital infrastructure solution built for scale.

For more four decades, IRI CoSort has defined the state-of-the-art in big data sorting and transformation technology. From advanced algorithms to automatic memory management, and from multi-core exploitation to I/O optimization, there is no more proven performer for production data processing than CoSort. CoSort was the first commercial sort package developed for open systems: CP/M in 1980, MS-DOS in 1982, Unix in 1985, and Windows in 1995. Repeatedly reported to be the fastest commercial-grade sort product for Unix. CoSort was also judged by PC Week to be the "top performing" sort on Windows. CoSort was released for CP/M in 1978, DOS in 1980, Unix in the mid-eighties, and Windows in the early nineties, and received a readership award from DM Review magazine in 2000. CoSort was first designed as a file sorting utility, and added interfaces to replace or convert sort program parameters used in IBM DataStage, Informatica, MF COBOL, JCL, NATURAL, SAS, and SyncSort. In 1992, CoSort added related manipulation functions through a control language interface based on VMS sort utility syntax, which evolved through the years to handle structured data integration and staging for flat files and RDBs, and multiple spinoff products.

The key to success for today's marketers is understanding exactly where and how to invest their next ad dollar. Singular powers marketers to do just that by providing a complete view of marketing ROI with next-gen attribution, full-funnel marketing data, and best-in-class fraud prevention. With Singular's open integration framework, you are able to measure and report on all the channels you work with, including apps, web, SMS, referrals, email, and TV. Singular also empowers you to analyze your ROI by combining attribution with leading cost aggregation through powerful data connectors that allow yo to unlock marketing performance for every campaign, publisher, creative, and keyword. To keep your ad budgets focused on real users and avoid misreporting, Singular provides you with more detection methods and pre-attribution fraud rejection than any other. Still wondering? Top marketers from LinkedIn, Rovio, Microsoft, Lyft, Twitter, EA, and more, rely on Singular for a complete view of their marketing performance.

The IRI Data Manager suite from IRI, The CoSort Company, provides all the tools you need to speed up data manipulation and movement. IRI CoSort handles big data processing tasks like DW ETL and BI/analytics. It also supports DB loads, sort/merge utility migrations (downsizing), and other data processing heavy lifts. IRI Fast Extract (FACT) is the only tool that you need to unload large databases quickly (VLDB) for DW ETL, reorg, and archival. IRI NextForm speeds up file and table migrations, and also supports data replication, data reformatting, and data federation. IRI RowGen generates referentially and structurally correct test data in files, tables, and reports, and also includes DB subsetting (and masking) capabilities for test environments. All of these products can be licensed standalone for perpetual use, share a common Eclipse job design IDE, and are also supported in IRI Voracity (data management platform) subscriptions.

Integration Engine Solution – Powerful, Flexible and Future-Proof PilotFish gets the job done. PilotFish integration software and services enable the integration of disparate systems using industry and XML standards. The PilotFish graphical automated interface assembly line is the chassis that allows business-critical data to flow between systems and trading partners seamlessly. PilotFish integration software’s flexibility, extensibility and easy learning curve are leveraged across industries and use cases to accelerate integration and increase revenues.

IRI Voracity is an end-to-end software platform for fast, affordable, and ergonomic data lifecycle management. Voracity speeds, consolidates, and often combines the key activities of data discovery, integration, migration, governance, and analytics in a single pane of glass, built on Eclipse™. Through its revolutionary convergence of capability and its wide range of job design and runtime options, Voracity bends the multi-tool cost, difficulty, and risk curves away from megavendor ETL packages, disjointed Apache projects, and specialized software. Voracity uniquely delivers the ability to perform data: * profiling and classification * searching and risk-scoring * integration and federation * migration and replication * cleansing and enrichment * validation and unification * masking and encryption * reporting and wrangling * subsetting and testing Voracity runs on-premise, or in the cloud, on physical or virtual machines, and its runtimes can also be containerized or called from real-time applications or batch jobs.

A fast extract step can be a critical component of: database archive and replication database reorgs and migrations data warehouse ETL, ELT, and ODS operations offline reporting and bulk data protection IRI Fast Extract (FACT™) is a parallel unload utility for very large database (VLDB) tables in: Oracle DB2 UDB MS SQL Server Sybase MySQL Greenplum Teradata Altibase Tibero FACT uses simple job scripts (supported in a familiar Eclipse GUI) to rapidly create portable flat files. FACT's speed comes from native connection protocols and proprietary split query logic that unloads billions of rows in minutes. Although FACT is a standalone, application-independent utility, it can also work nicely with other programs and platforms. For example, FACT optionally creates metadata for data definition files (.DDF) that IRI CoSort and its compatible data management and protection tools can use to manipulate the flat files. FACT also automatically creates database load utility configuration files for the same source. FACT is also an optional, seamlessly integrated component in the IRI Voracity ETL and data management platform. The automatic metadata creation -- and coexistence of other IRI software in the same IDE --

esProc, a professional structured computing tool is available. It is built-in with SPL language that is more natural and simpler than python. Complex data processing will make it more difficult to use simple SPL syntax and follow clear steps. You can see the result of each action and control the calculation process according to that outcome. It is particularly useful for solving order-related calculations, such as the problems in desktop data analysis: same/last period ratio, ratio compared with last period, relative interval retrieving, ranking within groups, TopN within groups. esProc is able to directly process data files such CSV, Excel and JSON.

TIMi allows companies to use their corporate data to generate new ideas and make crucial business decisions more quickly and easily than ever before. The heart of TIMi’s Integrated Platform. TIMi's ultimate real time AUTO-ML engine. 3D VR segmentation, visualization. Unlimited self service business Intelligence. TIMi is a faster solution than any other to perform the 2 most critical analytical tasks: data cleaning, feature engineering, creation KPIs, and predictive modeling. TIMi is an ethical solution. There is no lock-in, just excellence. We guarantee you work in complete serenity, without unexpected costs. TIMi's unique software infrastructure allows for maximum flexibility during the exploration phase, and high reliability during the production phase. TIMi allows your analysts to test even the most crazy ideas.