Best IoT Analytics Software for Linux of 2025

Tractian is the Industrial Copilot for maintenance and reliability, combining hardware and software solutions to monitor asset performance, manage industrial operations, and implement predictive maintenance strategies. Its AI-driven platform empowers businesses to prevent unplanned equipment downtime and boost production output. The company is headquartered in Atlanta, GA, and extends its presence globally with offices in Mexico City and Sao Paulo. Learn more at tractian.com.

Datadog is the cloud-age monitoring, security, and analytics platform for developers, IT operation teams, security engineers, and business users. Our SaaS platform integrates monitoring of infrastructure, application performance monitoring, and log management to provide unified and real-time monitoring of all our customers' technology stacks. Datadog is used by companies of all sizes and in many industries to enable digital transformation, cloud migration, collaboration among development, operations and security teams, accelerate time-to-market for applications, reduce the time it takes to solve problems, secure applications and infrastructure and understand user behavior to track key business metrics.

Ayla adopts a genuinely agnostic strategy, facilitating device connectivity through various widely-used transport protocols, connectivity methods, and cloud infrastructure solutions. Compatible with standards such as HTTPS, MQTT, and CoAP, Ayla offers a comprehensive selection of pre-configured agents designed for embedded systems, gateways, Android, Linux, BLE/phones, and cloud connectivity. The company’s Virtualization Engine creates a powerful 'digital twin' of each physical device, establishing a strong groundwork for managing devices at a large scale within the IoT ecosystem. With proven functionalities like a rules engine, firmware Over-The-Air (OTA) updates, and data policies, Ayla's Device Management system ensures thorough support for connected products throughout their entire lifecycle. Additionally, Ayla's application enablement capabilities allow businesses to derive significant value from their data in numerous ways. By providing both a Web Framework and a Mobile Platform SDK, Ayla accelerates the development of consumer and business applications. Furthermore, they offer services such as Customer Care, Field Service, and Asset Tracking, enhancing the overall user experience and operational efficiency.

WolkAbout is a complete IoT application platform that provides a user-friendly interface and tools to enable system integrators, service providers, and product developers to quickly develop and bring digital applications to market. Our experienced team assists clients in system integration and building custom apps that add value to businesses. We are known for our innovative spirit, industry knowledge and unmatched digital tech expertise. WolkAbout has more than 50 employees and 8 centers around the world. We transform value chains in all industries, from manufacturing to oil&gas.

XL is the OEE software that is most simple and easy to use from the company behind oee.com. XL has been installed on over 25,000+ manufacturing processes in 45 countries. It can be installed on any manufacturing process with 2 sensors and a barcode reader. XL provides real-time dashboards, historical reporting, instant email and SMS alerts, as well as instant email and SMS notifications. Get a free 90-day trial to improve your manufacturing OEE.

NamLabs Technologies is a software business formed in 2014 in India that publishes a software suite called Atatus. Atatus is a SaaS Software & a unified monitoring solution that includes providing a demo. Atatus is Application Performance Management software, including features such as full transaction diagnostics, performance control, Root-Cause diagnosis, server performance, and trace individual transactions. Our other products include Real-User Monitoring, Synthetic Monitoring, Infrastructure Monitoring, and API Analytics. Guaranteed 24*7 Customer Support.

SkyFoundry's software solutions allow clients to get the most out of smart system investments. SkySpark's analytics platform automatically analyzes data from control systems, sensors, and metering systems to identify patterns, deviations, and opportunities for operational improvement and cost reduction. SkySpark assists building owners and operators to "find what matters" from the large amount of data generated by today's smart devices.

Azure Percept is a user-friendly, all-encompassing platform designed to enhance security while developing edge AI solutions. You can initiate your proof of concept within minutes, thanks to hardware accelerators that effortlessly connect with Azure AI and Azure IoT services. Out of the box, Azure Percept is compatible with Azure Cognitive Services, Azure Machine Learning, and various other Azure offerings, providing real-time insights for both vision and audio applications. This end-to-end edge AI platform includes hardware accelerators that are integrated with Azure AI and IoT services, facilitating a smoother development process. With pre-built AI models and robust solution management tools, you can quickly kickstart your proof of concept. Built-in security features ensure that your edge AI solution safeguards your most sensitive and high-value assets. You can begin with a collection of pre-existing AI models tailored for vision tasks, such as object detection, shelf analytics, and vehicle analytics, as well as audio functions like voice control and anomaly detection. Additionally, you have the flexibility to customize AI model training without writing any code and to deploy your solutions either locally or in the cloud, thereby maximizing your implementation options. This versatility and ease of use make Azure Percept a compelling choice for organizations looking to harness the power of edge AI.

Fogwing is the next-generation Industrial IoT platform. It has features that allow you to create IoT Solutions for a variety of industrial use cases, including asset tracking, predictive maintenance, and asset monitoring. Without needing to be an expert in information technology, users can create and deploy IoT-based automation solutions. Extended data analytics allows for data-driven analytical processes that predict operational risks and take action at lower TCO.

Monitoring and visualization of real-time operations, including KPIs and dashboards. Also includes trends, analytics, hierarchy, alerts, and analytics. All data sources (industrial and IoT, business, and external) are gathered. It displays data in real-time on any device, without the need to move it.

The Bosch IoT Suite enables the creation of abstract models for tangible assets or devices within the cloud. These digital twins encapsulate every functionality and characteristic of their physical equivalents. By maintaining and refreshing the data, attributes, and connections of an asset, along with sending alerts about significant changes, it ensures a seamless synchronization between the real and digital realms. This innovative approach allows for enhanced monitoring and management of assets, facilitating better decision-making and operational efficiency.

HyperConnect serves as a robust, open-source framework designed for enterprise-level Internet-of-Things applications, leveraging the Elastos Peer-to-Peer Carrier Network to efficiently direct traffic among connected devices. Its modular design ensures a reliable foundation suitable for various industry sectors within the IoT landscape. Critical aspects such as communication, data transmission, and storage are essential components of the Internet of Things ecosystem. By visualizing data, users can extract valuable metrics, identify trends, and gain deeper insights. The integrated compiler enables the creation, management, and validation of Python scripts tailored for sensor management at a granular level. Furthermore, it enables real-time data collection from diverse sources, transforming raw inputs into actionable insights automatically. Users can effortlessly oversee and control numerous devices and sensors, whether on-site or from a distance, maintaining security throughout the process. The intuitive Graphical User Interface (GUI) is designed for maximum adaptability, allowing users to operate with little or no coding required. Additionally, the framework ensures secure peer-to-peer communication across the IoT network, empowering users to retain ownership of their data while enhancing overall system integrity and performance. This comprehensive approach not only simplifies the management of IoT systems but also promotes innovative applications across different sectors.

The world of IoT connected devices generates an enormous volume of data every second. To harness the potential of this data, it is essential to utilize live data visualization and tracking tools that enable timely actions. An IoT Dashboard serves as a dynamic companion for all your IoT devices, effectively extracting the necessary data for analysis. This tool allows for real-time tracking, reporting, and interactive data visualizations. Such a captivating and immediate method of presenting data ensures that even individuals without technical expertise can comprehend the information easily and respond accordingly, making it suitable for a wide array of IoT applications. Additionally, a specialized MQTT dashboard simplifies the monitoring and management of real-time data, providing a vibrant overview of the latest events occurring within the Bevywise MQTT Broker. The IoT Platform also functions as a robust device management system designed to oversee IoT devices while collecting and storing valuable data from them. Bevywise IoT Platform supports both single and multi-tenancy architectures, enabling you to onboard all your customers seamlessly, thereby enhancing the overall management experience. This flexible approach allows businesses to scale effectively while ensuring that every user's needs are met.

TrendMiner is an advanced industrial analytics platform that is fast, powerful, and intuitive. It was designed to monitor and troubleshoot industrial processes in real-time. It allows for robust data collection, analysis and visualization, allowing everyone in industrial operations to make smarter data-driven decision efficiently. TrendMiner is a Proemion Company founded in 2008. Our global headquarters are located in Belgium and we have offices in the U.S.A., Germany, Spain, and the Netherlands. TrendMiner has strategic alliances with major players like Amazon, Microsoft and SAP. It also offers standard integrations for a variety of historians, including Honeywell PHD and GE Proficy Historian.