List of the Top 24 Data Management Software for Hadoop in 2025

StarTree Cloud functions as a fully-managed platform for real-time analytics, optimized for online analytical processing (OLAP) with exceptional speed and scalability tailored for user-facing applications. Leveraging the capabilities of Apache Pinot, it offers enterprise-level reliability along with advanced features such as tiered storage, scalable upserts, and a variety of additional indexes and connectors. The platform seamlessly integrates with transactional databases and event streaming technologies, enabling the ingestion of millions of events per second while indexing them for rapid query performance. Available on popular public clouds or for private SaaS deployment, StarTree Cloud caters to diverse organizational needs. Included within StarTree Cloud is the StarTree Data Manager, which facilitates the ingestion of data from both real-time sources—such as Amazon Kinesis, Apache Kafka, Apache Pulsar, or Redpanda—and batch data sources like Snowflake, Delta Lake, Google BigQuery, or object storage solutions like Amazon S3, Apache Flink, Apache Hadoop, and Apache Spark. Moreover, the system is enhanced by StarTree ThirdEye, an anomaly detection feature that monitors vital business metrics, sends alerts, and supports real-time root-cause analysis, ensuring that organizations can respond swiftly to any emerging issues. This comprehensive suite of tools not only streamlines data management but also empowers organizations to maintain optimal performance and make informed decisions based on their analytics.

Enhance the development of your Data Warehouse (DWH) by leveraging automation to design and create intricate data models, such as dimensional, data mart, and data vault structures. This automation accelerates value delivery through optimized workflows, leading to greater data accuracy and uniformity. With AnalyticsCreator, you can effortlessly connect your data to platforms like MS Fabric, Power BI, Snowflake, Tableau, Azure Synapse, and others. Its integrated transformation and historization features allow effective management of historical data, with support for various types of Slowly Changing Dimensions (SCD), thereby improving governance and operational efficiency. Improve collaboration within your team through powerful version control and automated documentation capabilities, minimizing development cycles. This enables quicker prototyping, the evolution of schemas, and efficient metadata management, fostering a more agile data management strategy.

In just a matter of days, you can encapsulate any data source with a unified Data API, facilitating easier access to reporting and analytics information for your teams. This approach streamlines data retrieval for application developers and data engineers, allowing them to obtain information from various sources effortlessly. - A single, schema-less Data API endpoint - Manage metrics and dimensions through an intuitive UI - Visualize data models to accelerate decision-making - Schedule management for data export via API Our proxy seamlessly integrates into your existing API management framework, whether it's Mulesoft, Apigee, Tyk, or a custom-built solution, ensuring compatibility with your versioning, data access, and discovery needs. By harnessing the power of the Data API, you can enhance your offerings with self-service analytics capabilities, which allows for dashboards, data exports, or a custom report composer for on-the-fly metric inquiries. With ready-to-use Report Builder and JavaScript components designed for popular charting libraries like Highcharts, BizCharts, and Chart.js, embedding data-driven features into your products becomes straightforward. Your users will appreciate the ability to make informed, data-driven choices, eliminating the need for you to handle custom report queries. Ultimately, this transformation not only elevates user experience but also significantly increases the efficiency of your operations.

MongoDB is a flexible, document-based, distributed database created with modern application developers and the cloud ecosystem in mind. It enhances productivity significantly, allowing teams to deliver and refine products three to five times quicker through its adjustable document data structure and a unified query interface that accommodates various requirements. Whether you're catering to your first client or overseeing 20 million users worldwide, you can consistently achieve your performance service level agreements in any environment. The platform streamlines high availability, protects data integrity, and meets the security and compliance standards necessary for your essential workloads. Moreover, it offers an extensive range of cloud database services that support a wide spectrum of use cases, such as transactional processing, analytics, search capabilities, and data visualization. In addition, deploying secure mobile applications is straightforward, thanks to built-in edge-to-cloud synchronization and automatic conflict resolution. MongoDB's adaptability enables its operation in diverse settings, from personal laptops to large data centers, making it an exceptionally versatile solution for addressing contemporary data management challenges. This makes MongoDB not just a database, but a comprehensive tool for innovation and efficiency in the digital age.

Pentaho+ is a comprehensive suite of tools designed to facilitate data integration, analytics, and cataloging while enhancing and optimizing quality. This platform ensures smooth data management, fostering innovation and enabling well-informed decision-making. Users of Pentaho+ have reported a threefold increase in data trust, a sevenfold enhancement in business outcomes, and a remarkable 70% boost in productivity. Additionally, the suite's capabilities empower organizations to harness their data more effectively, further driving success in their operations.

A cutting-edge AI-driven platform for data management that promotes data democratization is here to revolutionize how organizations innovate. Insights foster creativity by merging and unifying all data sources, enhancing collaboration, and equipping companies to innovate effectively. SCIKIQ serves as a comprehensive business platform, streamlining the data challenges faced by users with its intuitive drag-and-drop interface. This design enables businesses to focus on extracting value from their data, ultimately boosting growth and improving decision-making processes. Users can seamlessly connect various data sources and utilize box integration to handle both structured and unstructured data. Tailored for business professionals, this user-friendly, no-code platform simplifies data management via drag-and-drop functionality. Additionally, it employs a self-learning mechanism and is cloud and environment agnostic, granting users the flexibility to build upon any data ecosystem. The architecture of SCIKIQ is meticulously crafted to navigate the complexities of a hybrid data landscape, ensuring that organizations can adapt and thrive in an ever-evolving data environment. Such adaptability makes SCIKIQ not only a tool for today but a strategic asset for the future.

Revolutionize your perception of time in the realm of data analytics. With near-instant access to your business data, you can work directly from your dashboard without the constant need to rely on the IT department. Enter Indexima DataHub, a groundbreaking platform that empowers both operational staff and functional users to swiftly retrieve their data. By combining a specialized indexing engine with advanced machine learning techniques, Indexima allows organizations to enhance and expedite their analytics workflows. Built for durability and scalability, this solution enables firms to run queries on extensive datasets—potentially encompassing tens of billions of rows—in just milliseconds. The Indexima platform provides immediate analytics on all your data with a single click. Furthermore, with the introduction of Indexima's ROI and TCO calculator, you can determine the return on investment for your data platform in just half a minute, factoring in infrastructure costs, project timelines, and data engineering expenses while improving your analytical capabilities. Embrace the next generation of data analytics and unlock extraordinary efficiency in your business operations, paving the way for informed decision-making and strategic growth.

Break away from the constraints of isolated applications, excessive budgets, and antiquated skill sets by utilizing our cutting-edge data and analytics platform to boost growth. This advanced platform is specifically designed for efficient data management and comprehensive analytics, enabling smooth scaling across diverse technological landscapes. Its innovative architecture is built to understand the movement and transformation of data throughout its lifecycle, which lays the groundwork for developing resilient enterprise AI applications capable of enduring future obstacles. With a highly modular and versatile design, our platform supports a wide array of components, making integration a breeze. The multi-tenant architecture is intentionally crafted to enhance scalability. Moreover, sophisticated data visualization tools streamline the analysis of complex data structures, fostering the development of enterprise AI applications in a user-friendly, low-code predictive environment. Built on a distinctive hybrid multi-cloud framework that employs open-source community software, our platform is not only adaptable and secure but also cost-efficient, making it the perfect option for organizations striving for efficiency and innovation. Additionally, this platform empowers businesses to effectively leverage their data while simultaneously promoting teamwork across departments, nurturing a culture that prioritizes data-informed decision-making for long-term success.

The Alteryx AI Platform is set to usher in a revolutionary era of analytics. By leveraging automated data preparation, AI-driven analytics, and accessible machine learning combined with built-in governance, your organization can thrive in a data-centric environment. This marks the beginning of a new chapter in data-driven decision-making for all users, teams, and processes involved. Equip your team with a user-friendly experience that makes it simple for everyone to develop analytical solutions that enhance both productivity and efficiency. Foster a culture of analytics by utilizing a comprehensive cloud analytics platform that enables the transformation of data into actionable insights through self-service data preparation, machine learning, and AI-generated findings. Implementing top-tier security standards and certifications is essential for mitigating risks and safeguarding your data. Furthermore, the use of open API standards facilitates seamless integration with your data sources and applications. This interconnectedness enhances collaboration and drives innovation within your organization.

With a focus on data visibility and control regarding security, compliance, privacy, and governance, BigID offers a comprehensive platform that features a robust data discovery system which effectively combines data classification and cataloging to identify personal, sensitive, and high-value data. Additionally, it provides a selection of modular applications designed to address specific challenges in privacy, security, and governance. Users can streamline the process through automated scans, discovery, classification, and workflows, enabling them to locate personally identifiable information (PII), sensitive data, and critical information within both unstructured and structured data environments, whether on-premises or in the cloud. By employing cutting-edge machine learning and data intelligence, BigID empowers organizations to enhance their management and protection of customer and sensitive data, ensuring compliance with data privacy regulations while offering exceptional coverage across all data repositories. This not only simplifies data management but also strengthens overall data governance strategies for enterprises navigating complex regulatory landscapes.

In contrast to many conventional data management systems, PHEMI Health DataLab is designed with Privacy-by-Design principles integral to its foundation, rather than as an additional feature. This foundational approach offers significant benefits, including: It allows analysts to engage with data while adhering to strict privacy standards. It incorporates a vast and adaptable library of de-identification techniques that can conceal, mask, truncate, group, and anonymize data effectively. It facilitates the creation of both dataset-specific and system-wide pseudonyms, enabling the linking and sharing of information without the risk of data leaks. It gathers audit logs that detail not only modifications made to the PHEMI system but also patterns of data access. It automatically produces de-identification reports that are accessible to both humans and machines, ensuring compliance with enterprise governance risk management. Instead of having individual policies for each data access point, PHEMI provides the benefit of a unified policy that governs all access methods, including Spark, ODBC, REST, exports, and beyond, streamlining data governance in a comprehensive manner. This integrated approach not only enhances privacy protection but also fosters a culture of trust and accountability within the organization.

IRI Voracity is a comprehensive software platform designed for efficient, cost-effective, and user-friendly management of the entire data lifecycle. This platform accelerates and integrates essential processes such as data discovery, governance, migration, analytics, and integration within a unified interface based on Eclipse™. By merging various functionalities and offering a broad spectrum of job design and execution alternatives, Voracity effectively reduces the complexities, costs, and risks linked to conventional megavendor ETL solutions, fragmented Apache tools, and niche software applications. With its unique capabilities, Voracity facilitates a wide array of data operations, including: * 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 Moreover, Voracity is versatile in deployment, capable of functioning on-premise or in the cloud, across physical or virtual environments, and its runtimes can be containerized or accessed by real-time applications and batch processes, ensuring flexibility for diverse user needs. This adaptability makes Voracity an invaluable tool for organizations looking to streamline their data management strategies effectively.

ThinkData Works offers a comprehensive platform that enables users to discover, manage, and share data from various internal and external sources. Their enrichment solutions integrate partner data with your current datasets, resulting in valuable assets that can be disseminated throughout your organization. By utilizing the ThinkData Works platform along with its enrichment solutions, data teams can enhance their efficiency, achieve better project results, consolidate multiple existing technology tools, and gain a significant edge over competitors. This innovative approach ensures that organizations maximize the potential of their data resources effectively.

Secuvy is an innovative cloud platform that streamlines data security, privacy compliance, and governance through the use of AI-powered workflows. It ensures optimal management of unstructured data by leveraging superior data intelligence. This advanced platform provides automated data discovery, tailored subject access requests, user validations, and intricate data maps and workflows to meet privacy regulations like CCPA and GDPR. Utilizing data intelligence enables the identification of sensitive and personal information across various data repositories, whether they are in transit or stored. Our goal is to empower organizations to safeguard their reputation, automate their operations, and enhance customer trust in a rapidly evolving landscape. Furthermore, we aim to minimize human intervention, reduce costs, and decrease the likelihood of errors in the management of sensitive information, thereby promoting greater operational efficiency.

lakeFS enables you to manage your data lake in a manner akin to source code management, promoting parallel experimentation pipelines alongside continuous integration and deployment for your data workflows. This innovative platform enhances the efficiency of engineers, data scientists, and analysts who are at the forefront of data-driven innovation. As an open-source tool, lakeFS significantly boosts the robustness and organization of data lakes built on object storage systems. With lakeFS, users can carry out dependable, atomic, and version-controlled actions on their data lakes, ranging from complex ETL workflows to sophisticated data science and analytics initiatives. It supports leading cloud storage providers such as AWS S3, Azure Blob Storage, and Google Cloud Storage (GCS), ensuring versatile compatibility. Moreover, lakeFS integrates smoothly with numerous contemporary data frameworks like Spark, Hive, AWS Athena, and Presto, facilitated by its API that aligns with S3. The platform's Git-like framework for branching and committing allows it to scale efficiently, accommodating vast amounts of data while utilizing the storage potential of S3, GCS, or Azure Blob. Additionally, lakeFS enhances team collaboration by enabling multiple users to simultaneously access and manipulate the same dataset without risk of conflict, thereby positioning itself as an essential resource for organizations that prioritize data-driven decision-making. This collaborative feature not only increases productivity but also fosters a culture of innovation within teams.

SOLIXCloud CDP offers a cloud-oriented data management solution designed specifically for modern businesses that prioritize data. By leveraging open-source and cloud-native technologies, it allows companies to manage and analyze their structured, semi-structured, and unstructured data effectively, promoting advanced analytics, compliance with regulations, operational efficiency, and strong data security measures. The platform features essential tools such as Solix Connect for streamlined data ingestion, along with Solix Data Governance, Solix Metadata Management, and Solix Search, all of which create a comprehensive framework for cloud data management. This framework not only aids in the development and execution of data-centric applications like SQL data warehouses and machine learning models but also tackles the growing complexities tied to data management regulations, retention policies, and consumer privacy issues. By doing so, SOLIXCloud CDP equips organizations with the necessary tools to navigate the dynamic realm of data management confidently and effectively. Ultimately, businesses can harness their data better, ensuring they remain competitive in an increasingly data-driven world.

The amount of data being generated continues to rise, but not every piece of data holds equal importance. Organizations that adopt cloud data management solutions can significantly reduce their costs associated with enterprise data management while ensuring that their information is secure, compliant, performs well, and is easily accessible. Although the relevance of data may decline over time, companies can still find ways to monetize older data through creative SaaS offerings. SOLIXCloud provides all essential functionalities that help strike a balance between managing both legacy and contemporary data effectively. In addition to its strong compliance capabilities for various data types—structured, unstructured, and semi-structured—SOLIXCloud also delivers an all-encompassing managed service for diverse enterprise data. Moreover, Solix's metadata management system offers an integrated approach to scrutinizing all enterprise metadata and lineage from a unified repository, bolstered by a detailed business glossary that improves operational effectiveness. This comprehensive strategy empowers organizations to extract valuable insights from their data, irrespective of its age, paving the way for data-driven decision-making that enhances overall business performance. Ultimately, this focus on both current and historical data enables firms to remain competitive in an ever-evolving market.

Witboost is a versatile, rapid, and efficient data management platform crafted to empower businesses in adopting a data-centric strategy while reducing time-to-market, IT expenditures, and operational expenses. The system is composed of multiple modules, each serving as a functional component that can function autonomously to address specific issues or be combined to create a holistic data management framework customized to meet the unique needs of your organization. These modules enhance particular data engineering tasks, enabling a seamless integration that guarantees quick deployment and significantly reduces time-to-market and time-to-value, which in turn lowers the overall cost of ownership of your data ecosystem. As cities develop, the concept of smart cities increasingly incorporates digital twins to anticipate requirements and address potential challenges by utilizing data from numerous sources and managing complex telematics systems. This methodology not only promotes improved decision-making but also equips urban areas to swiftly adapt to ever-evolving demands, ensuring a more resilient and responsive infrastructure for the future. In this way, Witboost emerges as a crucial asset for organizations looking to thrive in a data-driven landscape.

Utilize the strengths of both private and public cloud environments with a distinctive hybrid data platform designed for modern data frameworks, which facilitates data access from virtually anywhere. Cloudera distinguishes itself as a versatile hybrid data platform, providing unmatched flexibility that enables users to select any cloud service, any analytics tool, and any data type they require. It simplifies the processes of managing data and conducting analytics, ensuring top-notch performance, scalability, and security for data access across diverse locations. By adopting Cloudera, organizations can leverage the advantages of both private and public cloud infrastructures, resulting in rapid value creation and improved governance over IT assets. In addition, Cloudera allows users to securely move data, applications, and personnel back and forth between their data center and multiple cloud environments, regardless of where the data resides. This two-way functionality not only boosts operational efficiency but also cultivates a more flexible and responsive approach to data management. Ultimately, Cloudera equips organizations with the tools necessary to navigate the complexities of data in a connected world, enhancing their strategic decision-making capabilities.

At Datametica, our cutting-edge solutions play a pivotal role in minimizing risks and lowering costs, time, frustration, and anxiety associated with migrating data warehouses to the cloud. We streamline the transition of your existing data warehouse, data lake, ETL, and enterprise business intelligence systems to your chosen cloud platform through our suite of automated products. Our methodology encompasses the development of a robust migration strategy that incorporates workload discovery, assessment, planning, and cloud optimization. Utilizing our Eagle tool, we deliver valuable insights from the initial discovery and assessment stages of your current data warehouse to the creation of a customized migration strategy, which outlines the data to be transferred, the ideal sequence for migration, and projected timelines and costs. This detailed analysis of workloads and meticulous planning not only mitigates migration risks but also ensures that business operations experience no disruptions during the process. Moreover, our dedication to facilitating a smooth migration empowers organizations to adopt cloud technologies with both confidence and clarity, ultimately positioning them for future growth and innovation. By prioritizing a tailored approach, we ensure that each client's unique needs are met throughout the entire migration journey.

Every single day, your organization generates a vast quantity of data. When leveraged appropriately, this wealth of information transforms into a valuable source of insights. By integrating this data strategically, a wide range of opportunities for advancement and innovation can be uncovered. As experts in the field of business intelligence, DigDash provides a reliable solution that streamlines data usage and significantly boosts your performance immediately. From the earliest design stages through to complete implementation, along with addressing both inquiries about usage and development needs, DigDash is dedicated to being your enduring partner, nurturing a collaborative partnership. Our commitment to ongoing improvement is evident in our inherent adaptability. The intuitive design of our software sets it apart in the marketplace, making it one of the most powerful solutions available. Regardless of your business objectives, our tool effortlessly adapts to fulfill the specific requirements of your organization. With insightful real-time visibility encompassing all facets of your operations—ranging from marketing and finance to sales and HR—your management team is empowered to make timely, informed decisions, ensuring that you maintain a competitive edge. This combination of flexibility and support establishes a solid groundwork for long-term success, fostering an environment where your enterprise can thrive.

Salesforce Data Cloud acts as a cutting-edge real-time data platform designed to aggregate and manage customer information from various sources within an organization, offering a cohesive and comprehensive view of every client. This innovative platform enables businesses to seamlessly collect, synchronize, and analyze data as it occurs, resulting in an all-encompassing 360-degree customer profile that can be leveraged across multiple Salesforce applications, such as Marketing Cloud, Sales Cloud, and Service Cloud. By integrating information from both digital and traditional channels, including CRM data, transactional documents, and third-party data sources, it paves the way for quicker and more tailored customer interactions. Furthermore, Salesforce Data Cloud boasts advanced AI capabilities and analytical tools that allow companies to gain profound insights into customer behaviors and anticipate future needs. By centralizing and optimizing data for actionable use, it not only improves customer experiences but also enables targeted marketing strategies and fosters effective, data-informed decision-making across various organizational departments. In addition to enhancing data management processes, Salesforce Data Cloud is instrumental in empowering businesses to maintain their competitive edge in an ever-changing market landscape. Ultimately, its comprehensive functionalities ensure that organizations can adapt quickly and efficiently to shifting consumer demands.

Talend Data Fabric's cloud offerings proficiently address all your integration and data integrity challenges, whether on-premises or in the cloud, connecting any source to any endpoint seamlessly. Reliable data is available at the right moment for every user, ensuring timely access to critical information. Featuring an intuitive interface that requires minimal coding, the platform enables users to swiftly integrate data, files, applications, events, and APIs from a variety of sources to any desired location. By embedding quality into data management practices, organizations can ensure adherence to all regulatory standards. This can be achieved through a collaborative, widespread, and unified strategy for data governance. Access to high-quality, trustworthy data is vital for making well-informed decisions, and it should be sourced from both real-time and batch processing, supplemented by top-tier data enrichment and cleansing tools. Enhancing the value of your data is accomplished by making it accessible to both internal teams and external stakeholders alike. The platform's comprehensive self-service capabilities simplify the process of building APIs, thereby fostering improved customer engagement and satisfaction. Furthermore, this increased accessibility contributes to a more agile and responsive business environment.

Visit our product page to discover more about our data integration software, which encompasses solutions tailored for both Active Directory and SharePoint. Our data integration tools empower developers by leveraging the SSIS ETL engine's incredible flexibility and capabilities, allowing connections to nearly any application or data source. Remarkably, this integration can occur without the need for coding, enabling your development processes to be completed in just minutes. Our solutions stand out as the most adaptable offerings available in the market today. Featuring intuitive user interfaces, our software is not only user-friendly but also designed to maximize your return on investment. With a plethora of features at your disposal, our solution ensures you can achieve optimal performance while maintaining budget efficiency, making it an essential choice for any organization seeking robust data integration. Additionally, our commitment to ongoing support means you'll always have assistance when needed.