List of the Top 13 Data Discovery Software for SAP HANA in 2026

Locating the right data shouldn't resemble the daunting task of finding a needle in a haystack. DataHub's advanced discovery framework empowers users to pinpoint precisely what they are seeking through intuitive natural language searches, insightful recommendations, and detailed contextual information. Navigate through datasets, dashboards, pipelines, and more, with results organized by relevance, popularity, and your team's interaction history. Each data asset is accompanied by extensive context—such as descriptions, schemas, sample data, usage metrics, and quality indicators—allowing users to assess the suitability of the data before engaging with it. Collaborative features including discussions, annotations, and documentation enhance the visibility of shared knowledge, making it easily searchable. DataHub adapts to user behavior, highlighting frequently accessed assets and suggesting additional data that may be beneficial based on what others have found useful. Whether you are a data scientist seeking training datasets, an analyst crafting a report, or a business user responding to an urgent inquiry, DataHub accelerates your journey to the right data.

SCIKIQ: The Unified Platform for Enterprise AI & Data Products SCIKIQ is the all-in-one AI and Data orchestration platform designed to move enterprises from fragmented data silos to production-ready AI. Recognized by Forrester as a Top 34 AI-enabled platform globally, SCIKIQ provides the "connective tissue" between complex architectures and the business teams who drive revenue. The Problem We Solve Most AI initiatives fail due to "data chaos"—fragmented sources, lack of governance, and high engineering overhead. SCIKIQ eliminates these barriers by bringing together everything an enterprise needs—clean data, trusted governance, semantic context, and real-time orchestration—into a single, unified platform. Key Capabilities Unified Data Hub: A foundational architecture that creates a "Single Version of Truth" across all departments, legacy systems (SAP, Oracle), and multi-cloud environments. "Prompt-to-Process" AI Co-pilot: A world-class interface that transforms natural language prompts into actionable data products, real-time dashboards, and automated insights. Intelligent Agents: Deploy autonomous agents that don’t just "chat" but execute multi-step business processes with full semantic context and orchestration. Enterprise Governance: Built-in lineage and policy enforcement for highly regulated industries like BFSI, Telecom, and Healthcare. Why Choose SCIKIQ? Launch Data Products Faster: Built for business teams to turn internal data into high-margin revenue streams via a "Data Product Factory." Reduce Data Debt: Automate 80% of the manual cleaning and integration tasks that stall AI projects. Global Validation: Named a Top 10 Deep Tech company by NASSCOM and selected by AWS for showcase at MWC and re:Invent. From Conversation Analytics to KPI Deep Dives SCIKIQ is the trusted choice for visionaries architecting the world’s most formidable AI-driven companies. Scale AI with confidence. Clean data. Trusted governance. One platform.

Datapine's business intelligence and dashboard software enables users to swiftly transform their data into actionable insights, facilitating data-driven decision-making. With an intuitive drag-and-drop interface, both managers and data scientists can effectively visualize and analyze intricate data sets. Users are empowered to pose critical business questions and obtain immediate responses, enhancing their analytical capabilities. The platform boasts a rich array of advanced analytics features, such as predictive analytics and interactive dashboards, which support the development of KPI-focused business dashboards. Additionally, it offers numerous data connectors compatible with various common data sources, including databases, flat files, social media analytics, CRM, and ERP systems. The extensive collection of pre-made dashboard templates tailored for diverse business functions—such as marketing, sales management, and HR—and various industries, including retail, logistics, healthcare, and market research, further supports users. Platforms like Google Analytics, Facebook, Twitter, and Zendesk also contribute to a seamless onboarding experience for new users, ensuring they can leverage the software's capabilities from the outset.

JMP is a versatile data analysis application that works seamlessly on both Mac and Windows platforms, offering a blend of advanced statistical features and captivating interactive visualizations. Its intuitive drag-and-drop interface streamlines the data importation and analysis process, complemented by interconnected graphs, a vast array of sophisticated analytic tools, a built-in scripting language, and multiple sharing functionalities, all designed to enhance users' ability to examine their datasets both efficiently and effectively. Originally developed in the 1980s to capitalize on the advantages of graphical user interfaces in personal computing, JMP has continually progressed by integrating cutting-edge statistical methodologies and tailored analysis techniques from various sectors with each new iteration. Additionally, John Sall, the organization's founder, plays an active role as the Chief Architect, ensuring that the software evolves to meet the dynamic needs of analytical technology. This commitment to innovation and user experience underscores JMP's reputation as a leading choice for data analysis across numerous fields.

IRI DarkShield employs a variety of search methodologies and numerous data masking techniques to anonymize sensitive information across both semi-structured and unstructured data sources throughout an organization. The outputs of these searches can be utilized to either provide, eliminate, or rectify personally identifiable information (PII), allowing for compliance with GDPR requirements regarding data portability and the right to be forgotten, either individually or in tandem. Configurations, logging, and execution of DarkShield tasks can be managed through IRI Workbench or a RESTful RPC (web services) API, enabling encryption, redaction, blurring, and other modifications to the identified PII across diverse formats including: * NoSQL and relational databases * PDF documents * Parquet files * JSON, XML, and CSV formats * Microsoft Excel and Word documents * Image files such as BMP, DICOM, GIF, JPG, and TIFF This process utilizes techniques such as pattern recognition, dictionary matching, fuzzy searching, named entity identification, path filtering, and bounding box analysis for images. Furthermore, the search results from DarkShield can be visualized in its own interactive dashboard or integrated into analytic and visualization tools like Datadog or Splunk ES for enhanced monitoring. Moreover, tools like the Splunk Adaptive Response Framework or Phantom Playbook can automate responses based on this data. IRI DarkShield represents a significant advancement in the field of unstructured data protection, offering remarkable speed, user-friendliness, and cost-effectiveness. This innovative solution streamlines, multi-threads, and consolidates the search, extraction, and remediation of PII across various formats and directories, whether on local networks or cloud environments, and is compatible with Windows, Linux, and macOS systems. By simplifying the management of sensitive data, DarkShield empowers organizations to better safeguard their information assets.

Datameer serves as the essential data solution for examining, preparing, visualizing, and organizing insights from Snowflake. It facilitates everything from analyzing unprocessed datasets to influencing strategic business choices, making it a comprehensive tool for all data-related needs.

Ground Labs' Enterprise Recon enables organizations to locate and rectify sensitive information across a diverse array of both structured and unstructured data sources. This capability extends to data residing on internal servers, personal devices of employees, and cloud storage systems. By utilizing Enterprise Recon, businesses worldwide can identify all their data assets while ensuring compliance with regulations such as GDPR, PCI DSS, CCPA, HIPAA, and Australian Privacy laws. The tool is powered by GLASS™, a proprietary technology from Ground Labs, which facilitates rapid and precise data discovery across multiple platforms. Enterprise Recon accommodates sensitive data identification on various operating systems, including Windows, MacOS, Linux, FreeBSD, and Solaris, as well as HP-UX and IBM AIX. The solution offers both agent-based and non-agent options for deployment, providing flexibility for organizations, and includes remote capabilities to manage virtually any network data efficiently. With its comprehensive features, Enterprise Recon stands as a robust solution for organizations seeking to enhance their data security and regulatory adherence.

Phocas delivers a comprehensive business intelligence (BI) and financial planning and analysis (FP&A) platform tailored for mid-market companies engaged in manufacturing, distribution, and sales. With a focus on empowering users to feel confident about their data, Phocas facilitates improved collaboration, understanding, and strategic planning among businesses. By integrating with ERP systems such as Epicor, Sage, and Oracle NetSuite, Phocas enhances their functionalities by merging various data sources—including ERP, CRM, and spreadsheets—into a singular, user-friendly platform that offers diverse tools for analysis, reporting, and planning. Its standout features encompass user-friendly dashboards, customizable reporting, dynamic financial statements, adaptable budgeting, precise forecasting, and automated management of rebates. With real-time data access and robust security measures, Phocas enables teams across different functions to delve into their data and make well-informed decisions with confidence. Designed for ease of use by all business users, Phocas streamlines data-related tasks by automating the consolidation of financial and operational information, which not only saves time but also minimizes the potential for errors. Whether it’s for generating month-end reports, identifying trends, overseeing cash flow, or enhancing rebate strategies, Phocas equips businesses with the insights necessary to maintain a competitive edge in the market. Additionally, this platform fosters an environment where data-driven decision-making becomes central to daily operations, ultimately transforming how organizations approach their strategic goals.

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.

The Mage Sensitive Data Discovery module is designed to reveal concealed data locations within your organization. It enables the detection of hidden information across various data stores, including structured, unstructured, and Big Data environments. Utilizing Natural Language Processing and Artificial Intelligence, this tool is capable of locating data in even the most challenging scenarios. Its patented discovery method guarantees effective identification of sensitive data while keeping false positives to a minimum. You can enhance your data classifications with over 70 existing categories that encompass all widely recognized PII and PHI data types. Furthermore, the module streamlines the discovery process, allowing you to schedule sample scans, complete scans, and incremental scans at your convenience. This versatility ensures that your organization can maintain robust data security measures while efficiently managing data discovery tasks.

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.

In the competitive landscape of business leadership, it is essential to maintain steadfast trust in your data, ensuring it is meticulously governed, compliant, and accurate. This involves the seamless integration of all data from various sources and locations, unrestricted by any barriers. A thorough understanding of your data assets is vital for effective oversight. Regular audits should be conducted to evaluate risks, compliance, and quality, thereby supporting your strategic initiatives. Additionally, cultivating a comprehensive inventory of data across diverse sources and types promotes a unified comprehension of your data landscape. Implementing a prompt, economical, and accurate one-time audit of your data resources is crucial. Audits focused on PCI, PII, and PHI can be executed efficiently and thoroughly. This method negates the necessity for any software acquisitions. It is critical to assess and audit the quality and redundancy of data in all enterprise assets, whether they exist in the cloud or on-premises. Compliance with international data privacy regulations must be maintained on a large scale. Continuous efforts to discover, classify, monitor, trace, and audit adherence to privacy standards are imperative. Moreover, managing the dissemination of PII, PCI, and PHI data while automating compliance with Data Subject Access Requests (DSAR) is essential. This all-encompassing approach not only preserves the integrity of your data but also contributes significantly to enhancing overall business efficiency and effectiveness. By implementing these strategies, organizations can build a resilient framework for data governance that adapts to emerging challenges and opportunities in the data landscape.

Safeguard, oversee, and identify critical enterprise data across various platforms and settings. Streamline your subject rights handling and showcase adherence to regulations, all within a single comprehensive solution that enhances both security and efficiency.