Best Data Preparation Software for Linux of 2025

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.

SparkGrid, offered by Sparklabs, is a powerful data management solution that simplifies Snowflake communication by providing a tabularized interface that feels familiar to users of spreadsheet applications. This intuitive approach removes the need for advanced technical skills, enabling users of varying expertise to efficiently manage complex datasets within Snowflake. Key features include multi-field editing, real-time SQL statement previews, and robust built-in error handling and security protocols to protect data integrity and prevent unauthorized access. SparkGrid’s GUI enables seamless data operations such as adding, removing, and editing rows, columns, and tables without switching between visual tools and code. It supports Snowflake’s cloud data platform fully, promoting universal accessibility and empowering teams to collaborate better. The platform streamlines database interaction and boosts user productivity by simplifying traditionally complex tasks. SparkGrid is also available on AWS Marketplace, making deployment easier for cloud users. By democratizing access to Snowflake data management, SparkGrid drives informed decision-making and innovation.

With more than three decades of expertise in data discovery and transformation, Altair Monarch stands out as an industry pioneer, providing the quickest and most user-friendly method for extracting data from a variety of sources. Users can easily create workflows without any coding knowledge, allowing for collaboration in transforming challenging data formats like PDFs, spreadsheets, text files, as well as data from big data sources and other structured formats into organized rows and columns. Regardless of whether the data is stored locally or in the cloud, Altair Monarch streamlines preparation tasks, leading to faster outcomes and delivering reliable data that supports informed business decision-making. This robust solution empowers organizations to harness their data effectively, ultimately driving growth and innovation. For more information about Altair Monarch or to access a free version of its enterprise software, please click the links provided below.

Dataiku serves as a sophisticated platform for data science and machine learning, aimed at facilitating teams in the construction, deployment, and management of AI and analytics projects on a large scale. It enables a diverse range of users, including data scientists and business analysts, to work together in developing data pipelines, crafting machine learning models, and preparing data through various visual and coding interfaces. Supporting the complete AI lifecycle, Dataiku provides essential tools for data preparation, model training, deployment, and ongoing monitoring of projects. Additionally, the platform incorporates integrations that enhance its capabilities, such as generative AI, thereby allowing organizations to innovate and implement AI solutions across various sectors. This adaptability positions Dataiku as a valuable asset for teams looking to harness the power of AI effectively.

Telegraf is an open-source server agent that helps you collect metrics from your sensors, stacks, and systems. Telegraf is a plugin-driven agent that collects and sends metrics and events from systems, databases, and IoT sensors. Telegraf is written in Go. It compiles to a single binary and has no external dependencies. It also requires very little memory. Telegraf can gather metrics from a wide variety of inputs and then write them into a wide range of outputs. It can be easily extended by being plugin-driven for both the collection and output data. It is written in Go and can be run on any system without external dependencies. It is easy to collect metrics from your endpoints with the 300+ plugins that have been created by data experts in the community.

Oracle Analytics is a comprehensive platform designed for all analytics user roles, integrating AI and machine learning across the board to boost productivity and enable smarter business decisions. Whether you opt for Oracle Analytics Cloud, our cloud-native service, or Oracle Analytics Server, our on-premises solution, you can ensure robust security and governance without compromise.

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.

Rulex Platform is a data management and decision intelligence system where you can build, run, and maintain enterprise-level solutions based on business data. By orchestrating data smartly and leveraging decision intelligence – including mathematical optimization, eXplainable AI, rule engines, machine learning, and more – Rulex Platform can address any business challenge and corner case, improving process efficiency and decision-making. Rulex solutions can be easily integrated with any third-party system and architecture through APIs, smoothly deployed into any environment via DevOps tools, and scheduled to run through flexible flow automation.

Stata delivers everything you need for reproducible data analysis—powerful statistics, visualization, data manipulation, and automated reporting—all in one intuitive platform. Stata is quick and accurate. The extensive graphical interface makes it easy to use, but is also fully programable. Stata's menus, dialogs and buttons give you the best of both worlds. All Stata's data management, statistical, and graphical features are easy to access by dragging and dropping or point-and-click. To quickly execute commands, you can use Stata's intuitive command syntax. You can log all actions and results, regardless of whether you use the menus or dialogs. This will ensure reproducibility and integrity in your analysis. Stata also offers complete command-line programming and programming capabilities, including a full matrix language. All the commands that Stata ships with are available to you, whether you want to create new Stata commands or script your analysis.

SystemLink streamlines the process of maintaining test systems, reducing the need for manual interventions. By automating updates and continuously monitoring system health, it provides essential insights that enhance situational awareness and readiness for testing, ultimately ensuring high-quality outcomes throughout the product lifecycle. With SystemLink, you can confidently verify that software configurations are precise and that testing equipment meets all necessary calibration and quality regulations. Utilizing a robust automation and connectivity framework, SystemLink consolidates all test and measurement data into a single, accessible data repository. This allows users to easily track asset usage, predict calibration needs, and review historical test results, trends, and production metrics, empowering them to make informed decisions regarding capital expenditures, maintenance schedules, and potential modifications to tests or products. Furthermore, this insight facilitates ongoing improvements and optimizations across the testing process.

Oracle Big Data Preparation Cloud Service is a comprehensive managed Platform as a Service (PaaS) solution that facilitates the swift ingestion, correction, enhancement, and publication of extensive data sets while providing complete visibility in a user-friendly environment. This service allows for seamless integration with other Oracle Cloud Services, like the Oracle Business Intelligence Cloud Service, enabling deeper downstream analysis. Key functionalities include profile metrics and visualizations, which become available once a data set is ingested, offering a visual representation of profile results and summaries for each profiled column, along with outcomes from duplicate entity assessments performed on the entire data set. Users can conveniently visualize governance tasks on the service's Home page, which features accessible runtime metrics, data health reports, and alerts that keep them informed. Additionally, you can monitor your transformation processes and verify that files are accurately processed, while also gaining insights into the complete data pipeline, from initial ingestion through to enrichment and final publication. The platform ensures that users have the tools needed to maintain control over their data management tasks effectively.

Raynet One Data Hub offers a comprehensive platform for managing IT assets with full visibility and control. It supports businesses in tracking and optimizing their hardware and software portfolio, while integrating cybersecurity features to minimize risk. With capabilities such as monitoring end-of-life systems and automating compliance, Raynet One Data Hub helps companies efficiently manage their IT infrastructure. The platform's centralized approach ensures that organizations can maintain operational control, protect their assets, and optimize their IT processes.

Astronomer is the driving force behind Apache Airflow, the de facto standard for expressing data flows as code. Airflow is downloaded more than 4 million times each month and is used by hundreds of thousands of teams around the world. For data teams looking to increase the availability of trusted data, Astronomer provides Astro, the modern data orchestration platform, powered by Airflow. Astro enables data engineers, data scientists, and data analysts to build, run, and observe pipelines-as-code. Founded in 2018, Astronomer is a global remote-first company with hubs in Cincinnati, New York, San Francisco, and San Jose. Customers in more than 35 countries trust Astronomer as their partner for data orchestration.

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.

DataPreparator is a complimentary software application aimed at facilitating various aspects of data preparation, also known as data preprocessing, within the realms of data analysis and mining. This tool provides numerous functionalities to help you explore and ready your data before engaging in analysis or mining activities. It encompasses a range of features including data cleaning, discretization, numerical adjustments, scaling, attribute selection, handling missing values, addressing outliers, conducting statistical analyses, visualizations, balancing, sampling, and selecting specific rows, among other essential tasks. The software allows users to access data from various sources such as text files, relational databases, and Excel spreadsheets. It is capable of managing substantial data volumes effectively, as datasets are not retained in computer memory, except for Excel files and the result sets from certain databases that lack data streaming support. As a standalone tool, it operates independently of other applications, boasting a user-friendly graphical interface. Additionally, it enables operator chaining to form sequences of preprocessing transformations and allows for the creation of a model tree specifically for test or execution data, thereby enhancing the overall data preparation process. Ultimately, DataPreparator serves as a versatile and efficient resource for those engaged in data-related tasks.