DataHUB+ vs. I2M Comparison Chart

DataHub Cloud is an event-driven AI & Data Context Platform that uses active metadata for real-time visibility across your entire data ecosystem. Unlike traditional data catalogs that provide outdated snapshots, DataHub Cloud instantly propagates changes, automatically enforces policies, and connects every data source across platforms with 100+ pre-built connectors. Built on an open source foundation with a thriving community of 13,000+ members, DataHub gives you unmatched flexibility to customize and extend without vendor lock-in. DataHub Cloud is a modern metadata platform with REST and GraphQL APIs that optimize performance for complex queries, essential for AI-ready data management and ML lifecycle support.

Shoplogix is a smart, scalable platform trusted by manufacturers worldwide for over 20 years. It transforms real-time machine and production data into actionable insights, helping teams uncover hidden losses and drive rapid ROI. Features include intuitive visual dashboards, integrated analytics, and real-time alerts for fast, informed decisions. Shoplogix connects to any machine type, tracking downtime, scrap, throughput, and setup stages. Operators and managers can quickly spot issues, launch action plans, and improve efficiency on the fly. With built-in continuous improvement tools and seamless scaling from one line to multi-plant operations, Shoplogix empowers your team to eliminate bottlenecks, boost OEE, and achieve lasting operational excellence.

RealEstateAPI (REAPI) is a big data as a service platform. We empower our customers with access to property data via a suite of fast, flexible APIs. Our ‘Smart API’ system delivers data and a data architecture that makes development faster and more efficient. A wide range of organizations from startups to publicly traded companies use our APIs to create SaaS products, train AI models and quickly generate insightful analytics. Customers across proptech, fintech and home services industries leverage our APIs to access physical and financial details on 159M properties nationwide. Our solutions enable companies to rapidly scale their operations while significantly reducing the risks and the costs associated with wrangling data the old school way.

Realize the true potential of your first-party data. D&B Connect is a customizable, self-service master data management solution built to scale. Eliminate data silos across the organization and bring all your data together using the D&B Connect family of products. Benchmark, cleanse, and enrich your data using our database of hundreds of millions of records. The result is an interconnected, single source of truth that empowers your teams to make more confident business decisions. Drive growth and reduce risk with data you can trust. With a clean, complete data foundation, your sales and marketing teams can align territories with a full view of account relationships. Reduce internal conflict and confusion over incomplete or bad data. Strengthen segmentation and targeting. Increase personalization and the quality/quantity of marketing-sourced leads. Improve accuracy of reporting and ROI analysis.

Protect yourself with military-grade encryption, and access sites and streaming content around the world. Hotspot Shield encrypts your connection and doesn’t log any data that could be tied to you, shielding your identity and info from hackers and cyber predators. With servers across 80+ countries and 35+ cities, our proprietary Hydra protocol optimizes your VPN to ensure fast, secure connections for gaming, streaming, downloading, P2P, and more.

AnalyticsCreator is a metadata-driven data warehouse automation solution built specifically for teams working within the Microsoft data ecosystem. It helps organizations speed up the delivery of production-ready data products by automating the entire data engineering lifecycle—from ELT pipeline generation and dimensional modeling to historization and semantic model creation for platforms like Microsoft SQL Server, Azure Synapse Analytics, and Microsoft Fabric. By eliminating repetitive manual coding and reducing the need for multiple disconnected tools, AnalyticsCreator helps data teams reduce tool sprawl and enforce consistent modeling standards across projects. The solution includes built-in support for automated documentation, lineage tracking, schema evolution, and CI/CD integration with Azure DevOps and GitHub. Whether you’re working on data marts, data products, or full-scale enterprise data warehouses, AnalyticsCreator allows you to build faster, govern better, and deliver

NetCrunch is a powerful, scalable, all-in-one network monitoring system built for modern IT environments. It supports agentless monitoring of thousands of devices, covering SNMP, servers, virtualization (VMware, Hyper-V), cloud (AWS, Azure, GCP), traffic flows (NetFlow, sFlow), logs, and custom data via REST or scripts. With 670+ monitoring packs and dynamic views, it automates discovery, configuration, alerting, and automates self-healing actions for efficient remote remediation in response to alerts. Its node-based licensing eliminates sensor sprawl and complexity, providing a clear, cost-effective path to scale. Real-time dashboards, policy-driven setup, advanced alert tuning and 40+ alert actions including remote script execution, service restart, process kill or device reboot-make NetCrunch ideal for organizations replacing legacy tools like PRTG, SolarWinds, or WhatsUp Gold. Fast to deploy and future-proof. Can be installed on prem, self hosted in the cloud, or mixed.

Empower Your Current Team to Achieve Enterprise-Level Security An all-in-one solution with SIEM, endpoint visibility, 24/7 monitoring, and automated response to reduce complexity, increase visibility and speed up time to respond. We handle the security heavy lifting, so you get time back in your day. With out-of-the-box detections, pre-filtered alerts, and response playbooks, IT teams can achieve real security value with Blumira. Quick Deployment, Immediate Results: Integrates with your tech stack and fully deploy, with no warm-up period, in hours All-You-Can-Eat Data Ingest: Predictable pricing and with unlimited data logging for full-lifecycle detection Compliance Made Easy: 1 year data retention included, pre-built reports, and 24/7 automated monitoring 99.7% CSAT Support: Solution Architects for product support, the Incident Detection and Response Team creating new detections, and 24/7 SecOps support

FuelCloud's comprehensive Fuel Management System delivers real-time monitoring and control for your bulk fuel assets. Our cloud-based platform prevents theft, ensures secure access control, and provides detailed fuel consumption tracking—all accessible from anywhere. Unlike traditional fuel control systems, FuelCloud uses modern technology to combine easy-to-install hardware with intelligent software designed for today's data-driven operations. Our web portal makes it easy to integrate your fuel data into your fleet management, accounting, and other business software. With FuelCloud, you can automate your regular reports, maintain regulatory compliance, and eliminate manual record-keeping. Our dedicated development team continuously enhances the system with automatic updates at no additional cost. Available through Sourcewell cooperative purchasing or fuel equipment providers nationwide, FuelCloud is the leading choice for efficient, secure, and cost-effective fuel management

Data Collection and Labeling for AI Innovation. Transform your AI development with our decentralized platform that connects you to worldwide data contributors. We combine global crowdsourcing with blockchain verification to deliver diverse, traceable datasets. Global Network: Ensure AI models are trained on data that reflects diverse perspectives, reducing bias, and enhancing inclusivity. Distributed and Transparent: Every piece of data is timestamped for provenance stored securely stored in the OORT cloud , and verified for integrity, creating a trustless ecosystem. Ethical and Responsible AI Development: Ensure contributors retain autonomy with data ownership while making their data available for AI innovation in a transparent, fair, and secure environment Quality Assured: Human verification ensures data meets rigorous standards Access diverse data at scale. Verify data integrity. Get human-validated datasets for AI. Reduce costs while maintaining quality. Scale globally.