Best Data Management Software for Oracle API Management

Most organisations already have the data. The problem is it sits in disconnected systems - ERPs, databases, SCADA, IoT devices, files, and APIs - and nobody has built the layer that ties it all together in real-time. AI makes this worse. Models need clean, integrated, multi-source data to work. Most data environments are not ready. 95% of AI projects never reach production. Rayven builds that layer. It connects IT, OT, IoT, cloud systems, files, data streams, APIs, and proprietary protocols into a single managed data platform - then executes automation, AI models + agentic AI directly on live data. Five unified layers: integration (600+ connectors, bidirectional, real-time), data (processing, storage, AI-ready structuring), execution (automation, AI models, and agentic AI), presentation (custom apps, dashboards, and conversational interfaces), and security, governance + hosting (role-based access, audit trails, and data residency - built in as standard). What gets built on top: custom software, AI agents, predictive analytics, field applications, workflow automations, dashboards, and portals - all from one platform with no external tooling required. Serves businesses from growth-stage to enterprise across 24+ industries globally. Delivery: DIY, Done-For-You (fixed scope, fixed price, two to 12 weeks) + Hybrid. More than 600 pre-built connectors. Ten native AI capabilities. More than 240 deployments live. Rated 5/5 across more than 140 independent reviews.

JMP is a data analysis tool compatible with both Mac and Windows that merges robust statistical capabilities with engaging interactive visualizations. The software simplifies the process of importing and analyzing data through its user-friendly drag-and-drop interface, interconnected graphs, an extensive library of advanced analytic features, a scripting language, and various sharing options, enabling users to explore their datasets more efficiently and effectively. Initially created in the 1980s to leverage the potential of graphical user interfaces for personal computing, JMP continues to evolve by incorporating innovative statistical techniques and specialized analysis methods from diverse industries with each new version released. Furthermore, John Sall, the founder of the organization, remains actively involved as the Chief Architect, ensuring the software stays at the forefront of analytical technology.

eRAG: The Power of ChatGPT with your Operational Data eRAG combines the power of real-time operational data with ChatGPT’s amazing user experience. With eRAG, you can get accurate, consistent answers and can carry out intuitive data exploration with your operational structured data. With its sophisticated semantic reasoning capabilities, eRAG lets you respond proactively to business as it happens with the confidence of knowing your decisions are grounded in concrete enterprise operational data. eRAG gives you immediate answers visualized as graphs, tables, and summaries. It gives you insights and explores additional angles. It even uses AI agents to suggest actions, based on situational data analysis. eRAG gives everyone in your organization—from IT leaders to frontline staff—the ability to easily engage with enterprise data in natural language, gain accurate insights instantly, and trigger actions when they matter most. With operational data at your fingertips, now is the time to change the way you work with data. With eRAG, you can query any number of live data sources without thinking about where the data is or how it’s stored. There’s no data prep, no aggregation, and no waiting. Just connect your data sources, and eRAG handles the rest. Delivered as a SaaS service, you can achieve fast time-to-value, with powerful insights at your fingertips.

ZARUS is an all-encompassing No-Code/Low-Code Data Infrastructure Platform from Maiora, crafted to assist enterprises in effortlessly integrating, governing, transforming, visualizing, and monitoring data across various environments, including cloud, on-premises, and legacy systems. Engineered for rapid performance, scalability, and adherence to compliance standards, ZARUS effectively dismantles data silos, optimizes workflows, and allows organizations to access real-time, AI-compatible insights without the challenges associated with high-code development or reliance on numerous toolchains. Featuring pre-configured connectors, sophisticated data quality management tools, observability dashboards, and robust governance frameworks, ZARUS equips CIOs, CTOs, CDOs, and CFOs to expedite their decision-making processes while simultaneously minimizing operational complexities and costs. This innovative platform ultimately enhances the ability of businesses to leverage their data assets to drive strategic growth and efficiency.

Prosol is an advanced data governance and quality assurance platform that addresses the challenges of managing master data across enterprise systems. With features like real-time data quality management, Prosol helps prevent data decay and enhances decision-making by ensuring the accuracy and consistency of product codes and inventory data. The platform utilizes machine learning and NLP technologies to automatically match and classify materials, reducing errors and ensuring compliance with global industry standards. Prosol integrates with ERP, CMMS, and inventory management systems, providing a unified approach to data governance that ensures sustained data integrity over time.