List of the Top 9 Big Data Platforms for MariaDB in 2026

Immuta's Data Access Platform is designed to provide data teams with both secure and efficient access to their data. Organizations are increasingly facing intricate data policies due to the ever-evolving landscape of regulations surrounding data management. Immuta enhances the capabilities of data teams by automating the identification and categorization of both new and existing datasets, which accelerates the realization of value; it also orchestrates the application of data policies through Policy-as-Code (PaC), data masking, and Privacy Enhancing Technologies (PETs) so that both technical and business stakeholders can manage and protect data effectively; additionally, it enables the automated monitoring and auditing of user actions and policy compliance to ensure verifiable adherence to regulations. The platform seamlessly integrates with leading cloud data solutions like Snowflake, Databricks, Starburst, Trino, Amazon Redshift, Google BigQuery, and Azure Synapse. Our platform ensures that data access is secured transparently without compromising performance levels. With Immuta, data teams can significantly enhance their data access speed by up to 100 times, reduce the number of necessary policies by 75 times, and meet compliance objectives reliably, all while fostering a culture of data stewardship and security within their organizations.

Satori is an innovative Data Security Platform (DSP) designed to facilitate self-service data access and analytics for businesses that rely heavily on data. Users of Satori benefit from a dedicated personal data portal, where they can effortlessly view and access all available datasets, resulting in a significant reduction in the time it takes for data consumers to obtain data from weeks to mere seconds. The platform smartly implements the necessary security and access policies, which helps to minimize the need for manual data engineering tasks. Through a single, centralized console, Satori effectively manages various aspects such as access control, permissions, security measures, and compliance regulations. Additionally, it continuously monitors and classifies sensitive information across all types of data storage—including databases, data lakes, and data warehouses—while dynamically tracking how data is utilized and enforcing applicable security policies. As a result, Satori empowers organizations to scale their data usage throughout the enterprise, all while ensuring adherence to stringent data security and compliance standards, fostering a culture of data-driven decision-making.

5X is an all-in-one data platform that provides users with powerful tools for centralizing, cleansing, modeling, and effectively analyzing their data. The platform is designed to enhance data management processes by allowing seamless integration with over 500 data sources, ensuring efficient data flow across all systems through both pre-built and custom connectors. Covering ingestion, warehousing, modeling, orchestration, and business intelligence, 5X boasts an intuitive interface that simplifies intricate tasks. It supports various data movements from SaaS applications, databases, ERPs, and files, securely and automatically transferring data to data warehouses and lakes. With its robust enterprise-grade security features, 5X encrypts data at the source while also identifying personally identifiable information and implementing column-level encryption for added protection. Aimed at reducing the total cost of ownership by 30% when compared to custom-built solutions, the platform significantly enhances productivity by offering a unified interface for creating end-to-end data pipelines. Moreover, 5X empowers organizations to prioritize insights over the complexities of data management, effectively nurturing a data-centric culture within enterprises. This emphasis on efficiency and security allows teams to allocate more time to strategic decision-making rather than getting bogged down in technical challenges.

Cognos Analytics with Watson elevates business intelligence by integrating AI capabilities that deliver a comprehensive and reliable overview of your organization. This powerful software can not only project future trends and predict potential outcomes but also provide explanations for these predictions. Its integrated AI accelerates data blending processes and identifies optimal tables for your analytical models. By leveraging AI, you can discover hidden patterns and influential factors while receiving real-time insights. The tool empowers users to generate compelling visualizations that narrate their data effectively, with the added convenience of sharing these insights through platforms like email or Slack. By combining advanced analytics with data science, new avenues for growth can be explored. The self-service analytics feature is both governed and secure, ensuring protection against data misuse while adapting to various user needs. This versatile solution can be deployed in numerous environments—whether on-premises, in the cloud, on IBM Cloud Pak® for Data, or through a hybrid approach—making it suitable for diverse operational contexts. Additionally, it fosters collaboration across teams, enhancing decision-making processes.

We simplify and enhance the efficiency of Business Intelligence (BI) and Big Data analytics. Our aim is to equip business users and BI specialists, as well as busy professionals, to work independently when tackling data-centric challenges. Querona serves as a solution for anyone who has experienced the frustration of insufficient data, slow report generation, or long wait times for BI assistance. With an integrated Big Data engine capable of managing ever-growing data volumes, Querona allows for the storage and pre-calculation of repeatable queries. The platform also intelligently suggests query optimizations, facilitating easier enhancements. By providing self-service capabilities, Querona empowers data scientists and business analysts to swiftly create and prototype data models, incorporate new data sources, fine-tune queries, and explore raw data. This advancement means reduced reliance on IT teams. Additionally, users can access real-time data from any storage location, and Querona has the ability to cache data when databases are too busy for live queries, ensuring seamless access to critical information at all times. Ultimately, Querona transforms data processing into a more agile and user-friendly experience.

Ataccama offers a transformative approach to data management, significantly enhancing enterprise value. By integrating Data Governance, Data Quality, and Master Data Management into a single AI-driven framework, it operates seamlessly across both hybrid and cloud settings. This innovative solution empowers businesses and their data teams with unmatched speed and security, all while maintaining trust, security, and governance over their data assets. As a result, organizations can make informed decisions with confidence, ultimately driving better outcomes and fostering growth.

With the combination of specialized enterprise partnership expertise and a user-friendly, scalable data management suite, you can regain command over your data, access it globally, maintain security and compliance, and harness its potential for business growth. Why Choose Sesame Software? Relational Junction facilitates the automatic building, population, and incremental refreshing of your data. Improve Data Quality - Transform data from diverse sources into a uniform format, resulting in enhanced accuracy that underpins sound decision-making. Extract Insights - By automating the aggregation of information into a centralized location, you can leverage your internal BI tools to create valuable reports, helping you sidestep expensive errors. Consistent Pricing - Eliminate unpredictable costs with fixed yearly pricing and long-term discounts, regardless of your data volume. With these advantages, your organization can unlock new opportunities and streamline operations.

Mozart Data serves as a comprehensive modern data platform designed for the seamless consolidation, organization, and analysis of your data. You can establish a contemporary data stack in just one hour, all without the need for engineering expertise. Begin leveraging your data more effectively and empower your decision-making processes with data-driven insights right away. Experience the transformation of your data management and analysis capabilities today.

TIMi empowers businesses to leverage their corporate data for innovative ideas and expedited decision-making like never before. At its core lies TIMi's Integrated Platform, featuring a cutting-edge real-time AUTO-ML engine along with advanced 3D VR segmentation and visualization capabilities. With unlimited self-service business intelligence, TIMi stands out as the quickest option for executing the two most essential analytical processes: data cleansing and feature engineering, alongside KPI creation and predictive modeling. This platform prioritizes ethical considerations, ensuring no vendor lock-in while upholding a standard of excellence. We promise a working experience free from unforeseen expenses, allowing for complete peace of mind. TIMi’s distinct software framework fosters unparalleled flexibility during exploration and steadfast reliability in production. Moreover, TIMi encourages your analysts to explore even the wildest ideas, promoting a culture of creativity and innovation throughout your organization.