Best IoT Analytics Software for Linux

Tractian is the Industrial Copilot for maintenance and reliability, providing a cutting-edge platform designed to prevent unplanned downtime, boost operational efficiency, and enhance maintenance capacity. Trusted by global brands such as Bosch, Kraft Heinz, Carrier, Hyundai, Johnson Controls, and P&G, Tractian combines condition monitoring, energy efficiency, and a CMMS into a comprehensive, mobile-first solution. With Tractian, you can: Monitor real-time vibration, temperature, runtime, and RPM across critical assets Get real-time alerts and detailed diagnostics to address potential issues before they lead to failures Digitize workflows for streamlined work order management, planning & scheduling, and materials management Optimize energy consumption for improved sustainability and cost savings

With a true agnostic approach, Ayla supports device connectivity across common transport protocols, connectivity paths, and cloud infrastructure platforms. Working seamlessly with HTTPS, MQTT, and CoAP Ayla's wide array of agents are pre-built to support embedded solutions, gateways, Android, Linux, BLE / phone, and cloud integrations. Ayla's Virtualization Engine enables a robust 'digital twin' of the physical device that lays the foundation for device management at IoT scale. With battle tested features including rules engine, firmware OTA updates, data policies, and more Ayla's Device Management provides full support for connected products throughout their lifecycle. With Ayla's application enablement offering strong business value can be extracted from the data in a variety of ways. Both a Web Framework and Mobile Platform SDK provide rapid delivery of both consumer mobile and business application development. In addition, Customer Care, Field Service, and Asset Tracking.

In WolkAbout, we've built a complete IoT application enablement platform and user-friendly tools to allow system integrators, product and service providers to develop and rapidly bring industrial-grade digital applications to market. Additionally, our experienced team helps our clients with system integration and building customised apps that add value to their businesses. Our innovative spirit, deep industry insights and unmatched digital technology expertise are the foundation of everything we do. With 50+ employees and 8 centres globally, WolkAbout is transforming the value chains across industries ranging from manufacturing to oil&gas!

SkyFoundry’s software solutions help clients derive value from their investments in smart systems. Our SkySpark analytics platform automatically analyzes data from automation and control systems, metering systems, sensors and other smart devices to identify issues, patterns, deviations, faults and opportunities for operational improvements and cost reduction. SkySpark helps building owners and operators “find what matters” in the vast amount of data produced by today’s smart systems.

With Bosch IoT Suite you can create abstract representations of real-world assets or devices in the cloud. These digital twins comprise all the capabilities and aspects of their physical counterparts. By storing and updating the data, properties, and relationships of an asset and providing notifications of all relevant changes they allow you to keep the real and digital worlds in sync.