Best IoT Analytics Software
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Compare the Top IoT Analytics Software as of October 2026
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What is IoT Analytics Software?
IoT analytics software processes and analyzes data generated by connected devices, sensors, and machines to help organizations understand patterns and improve decision-making. It transforms large volumes of real-time and historical IoT data into actionable insights using dashboards, alerts, and reports. Many platforms offer advanced capabilities such as anomaly detection, predictive analytics, and machine learning to identify issues before they become costly problems. IoT analytics software is used across industries—from manufacturing and logistics to smart buildings and healthcare—to optimize operations and enhance performance. Overall, it enables businesses to turn raw IoT data into meaningful intelligence that drives efficiency, innovation, and smarter automation. Compare and read user reviews of the best IoT Analytics software currently available using the table below. This list is updated regularly.
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1
TRACTIAN
Tractian
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 -
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dataPARC Historian
dataPARC
Get better performance from your time-series data with the dataPARC Historian, an enterprise-grade solution designed to elevate industrial data operations to new heights. The dataPARC Historian simplifies complex data sharing, ensuring seamless collaboration across departments with enhanced security and performance. Its compatibility with external AI, ML, and cloud applications via an open architecture increases adaptability and strategic insights. Experience rapid data access, enriched manufacturing intelligence, and a platform that grows with your business needs. dataPARC historian is the smart choice for enterprises aiming for the forefront of operational excellence. The dataPARC historian is more than a data historian; it's a gateway to unlocking greater flexibility and efficiency in leveraging your time-series data. It's crafted for those who demand reliability, speed, and intuitive use, making every data interaction impactful. -
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Cumulocity
Cumulocity GmbH
Cumulocity offers an enterprise-grade AIoT platform that connects & manages assets efficiently, transforms raw device data into AI-ready data, and orchestrates innovation from cloud to edge, combined with a team of experts and a large ecosystem of device, technology, and implementation partners to achieve lasting customer success. Cumulocity is the preferred choice for industrial equipment makers to develop high-value digital services and is trusted by leading companies worldwide as their partner, knowing they have access to the software and services needed to power their smart connected products in manufacturing, fleet management, consumer electronics, and more.Starting Price: $215 -
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WolkAbout IoT Platform
WolkAbout Technology
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!Starting Price: $1500/month -
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Google Cloud IoT Core
Google
Cloud IoT Core is a fully managed service that allows you to easily and securely connect, manage, and ingest data from millions of globally dispersed devices. Cloud IoT Core, in combination with other services on Cloud IoT platform, provides a complete solution for collecting, processing, analyzing, and visualizing IoT data in real time to support improved operational efficiency. Cloud IoT Core, using Cloud Pub/Sub underneath, can aggregate dispersed device data into a single global system that integrates seamlessly with Google Cloud data analytics services. Use your IoT data stream for advanced analytics, visualizations, machine learning, and more to help improve operational efficiency, anticipate problems, and build rich models that better describe and optimize your business. Securely connect a few or millions of your globally dispersed devices through protocol endpoints that use automatic load balancing and horizontal scaling to ensure smooth data ingestion under any condition.Starting Price: $0.00045 per MB -
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FourJaw
FourJaw
Turn machine data into actionable insight - fast. FourJaw technology turns live machine data into clear, usable insights, empowering better decisions across every shift, every site and every machine. Not just when a machine stops, but where energy’s being wasted, where jobs are stalling and where time and capacity slip away. FourJaw’s plug-and-play IoT hardware connects to almost any machine. It’s installed in minutes with no disruption and no downtime. Real-time insights into performance, OEE, energy, and output, all in one intuitive platform, with configurable dashboards that show the data manufacturers need, how they need it, making reporting and analysis feel effortless. See what’s underperforming, what needs improving, and where to act next. From one machine to the entire factory, it’s simple to install and built to scale. FourJaw. Factory Intelligence. Made Simple.Starting Price: $144 per month -
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TagoIO
TagoIO
TagoIO is a full-stack cloud software that lets users turn IoT sensor data into smart solutions without dealing with cloud complexity. It supports connecting and managing devices from more than 500 communication types, including LoRaWAN, NB-IoT, Wi-Fi, satellite, BLE, MQTT, and HTTP, with preconfigured connectors to decode device data into a standard format. It provides scalable device management, secure data storage, real-time visualization, custom analytics, automation, alerts, and multi-tenant access control so users can build dashboards, workflows, and logic in one environment. TagoIO simplifies building and deploying IoT applications with templates, drag-and-drop interfaces, and APIs while handling backend infrastructure, enabling rapid development and deployment. It offers advanced analytics to transform raw data into actionable insights and supports edge computing, mobile access, white-labeling, and integration with external systems.Starting Price: Free -
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Zolnoi
Zolnoi
Accessible Industry 4.0 solution for your manufacturing company. We enable manufacturers to improve efficiency and reliability of production assets using IoT for data acquisition, proprietary AI for predictive analytics, and end-to-end platform for actionable insights. Integrate data from multiple sources. Optimize maintenance with predictive AI. Improve machine life and efficiency. Our data-driven approach leads to continuous improvement through. Condition monitoring IoT sensors and gateways, cloud-based data integration platform, AI-powered predictive analytics algorithms, and prescriptive analytics and actionable insights. Achieve tangible benefits through our software, estimated based on customer interactions and technology R&D. -
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SkkyHub
Skkynet
For most IoT services, the cloud is an end point. With SkkyHub™, the cloud becomes a way to stream your data from wherever you have it to wherever you need it. Connect OT to IT, do M2M, or link remote locations, all streaming in real time—just microseconds over network latencies. Stream data from your devices or plants for monitoring, or stream commands, updates and configuration back to your system, or both. The DataHub gateway and ETK-enabled endpoints use the DHTP protocol to ensure a data-only connection. No VPNs means that your OT and IT networks remain untouched. Outbound connections via DHTP keep all in-bound firewall ports closed. There are no exposed attack surfaces at your facility, device, or office. Get the full picture by streaming up to 100,000 data points in real time. Three service types, Basic, Standard, and Professional, let you choose the level of service you want at a price that fits your budget.Starting Price: $99.95 per month -
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Leverage IoT-enriched business insights to embed in and extend business processes for transformative outcomes. The SAP Internet of Things solution offers capabilities to address industrial IoT use cases. As the IoT layer of SAP’s Business Technology Platform, it enables users to reimagine business processes and models with embedded IoT services and data. The SAP Internet of Things (SAP IoT) solution has a reference architecture that offers business services and specific capabilities to address critical industrial IoT use cases across manufacturing, supply chain, logistics, assets, products, service management, and more. Cloud service for building IoT applications and integration to business applications. Big Data that's built-in and managed. IoT data enriched with business context, rules, and event-driven integration framework. Analytical services with live integration to SAP Analytics Cloud.
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A fully managed, cloud-hosted service with capabilities for device registration, connectivity, control, rapid visualization and data storage. From chip to app to cloud, take full advantage of cognitive Watson APIs, visual dashboards, rich developer resources and industry-leading security to accelerate enterprise IoT insight. Predictive real-time and edge analysis of user, machine and environmental data that leverages machine learning and cognitive APIs. Govern applications and devices within an IoT ecosystem: usage and performance patterns, anomaly detection, data and transaction validation. Connect IoT devices, networks and gateways through a growing ecosystem that uses open standards-based communications like MQTT and HTTPS. Identify, aggregate and transform data from your IoT sources into asset-based data structures. Use your IoT data to understand current conditions and trends, comprehend unstructured data from videos and images, and extract unstructured textual data for insights.
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Azure Percept
Microsoft
Azure Percept is a comprehensive, easy-to-use platform with added security for creating edge AI solutions. Start your proof of concept in minutes with hardware accelerators built to integrate seamlessly with Azure AI and Azure IoT services. Azure Percept works out of the box with Azure Cognitive Services, Azure Machine Learning, and other Azure services to deliver vision and audio insights in real-time. End-to-end edge AI platform including hardware accelerators integrated with Azure AI and IoT services. Pre-built AI models and solution management to help you start your proof of concept in minutes. Security measures built in to your edge AI solution to help protect your most sensitive and high-value assets. Start with a library of prebuilt AI models for vision capabilities including object detection, shelf analytics, vehicle analytics, and audio capabilities like voice control and anomaly detection. Customize AI model training with no code and deploy locally or in the cloud. -
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Fogwing IIoT Platform
Factana Computing
Fogwing is the next generation Industrial IoT platform engineered with features to build IoT Solutions for various industrial use cases; from industrial equipment monitoring, asset tracking, equipment condition monitoring to predictive maintenance. Users can build and deploy IoT based automation solutions without deep information technology expertise. The extended data analytics provides data driven analytical processes to predict operational risks and actions at lower TCO!Starting Price: $12 -
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Visual KPI
Transpara
Real-time operations monitoring and data visualization, including KPIs, dashboards, trends, analytics, hierarchy and alerts. Aggregates all of your data sources (industrial, IoT, business, external, etc.) on the fly without moving the data, and displays it in real-time with obvious context on any device. -
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Davra IoT Platform
Davra
Davra IoT helps companies, fleet owners, OEMs, municipalities and others to define, build and rapidly bring industrial-grade IoT applications on a reliable, secure and scalable IoT platform. Get your IoT project to the market in less than 50 days. Experience an open system with integrations at its core. Reduce your IoT project cost by up to 80%. Get descriptive, diagnostic, predictive and prescriptive analytics data. Run our cloud-based streaming analytics, ML, NLP and AI algorithm at the edge of the network. Experience HTML5 dashboard visualization, advanced Geo-mapping, layout manager and much more. Get a complete developer suite with source control, versioning, full code editor and more. Provide an "asset-centric view" of IoT devices by attaching both static and dynamic attributes. Leverage a complete microservice-based design for infrastructure libraries and runtime engines. -
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KORE One
KORE Wireless
A single IoT enablement platform can give you the right technology, tools, and services you need to rapidly create sophisticated, future-proof IoT solutions. The KORE One platform lets you pick and choose the perfect combination of auto-elastic engines, services, and APIs for today’s needs. You’ll also be able to add cutting-edge features and functions over time without risking technology obsolescence or inadequate scalability with constant updates. The KORE One architecture takes care of updating the engines with the best-in-class technologies to support the platform. To achieve the right mix of technologies for the next generation of IoT deployments that are independent of vendors, carriers, and device types, you need an IoT enablement platform built on a micro-services architecture. -
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Reekoh
Reekoh
Make your asset, operational and business data interoperable using one platform. We empower enterprises across all industry segments with capabilities to reduce complexity, remove barriers and accelerate time-to-value in their integrated solutions, uniquely bringing together Physical (IoT/IIoT/OT) and Application (IT) data. Securely manage OT, IoT, IIoT and business app data ingestion from across disparate and fragmented systems, protocols, networks and data formats. Enrich contextual data, manage metadata, perform transformation and utilsie data mapping to work with common data models and schemas. Integrate data to various endpoints for application and process logic, storage and data analysis, as well as physical and digital automation. Reekoh Accelerate™ is a hybrid integration platform that powerfully treats data from physical and digital assets as first class citizens. It provides a secure and agile toolset for device and data management, business workflow and automation. -
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DeviceHive
DeviceHive
Open Source IoT Data Platform with a wide range of integration options. DeviceHive has various deployment options, and that is why it fits ideal for every company either it is a mature enterprise or a small start-up. With the docker compose and kubernetes deployment options, you can go with private, public or hybrid cloud and scale from a single virtual machine, to enterprise grade cluster. Don’t have time to deploy? Make yourself familiar with the DeviceHive with zero deployment, sign up for our free public playground. From prototyping to enterprise solutions, one small step with DeviceHive, one giant leap for your business. DeviceHive allows you to think about business development instead of technical formalities. DeviceHive employs the best software design practices, introducing container based service oriented architecture approach managed and orchestrated by Kubernetes. -
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Eclipse Streamsheets
Cedalo
Build professional applications to automate workflows, continuously monitor operations, and control processes in real-time. Your solutions run 24/7 on servers in the cloud and on the edge. Thanks to the spreadsheet user interface, you do not have to be a software developer. Instead of writing program code, you drag-and-drop data, fill cells with formulas, and design charts in a way you already know. Find all necessary protocols on board that you need to connect to sensors, and machines like MQTT, REST, and OPC UA. Streamsheets is native to stream data processing like MQTT and kafka. Pick up a topic stream, transform it and blast it back out into the endless streaming world. REST opens you the world, Streamsheets let you connect to any web service or let them connect to you. Streamsheets run in the cloud, on your servers, but also on edge devices like a Raspberry Pi. -
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Ardexa
Ardexa
Be better informed, make decisions faster and see the impact in real-time. Some call it industry 4.0, some call it Industrial IoT and some call it Device Management. Irrespective of name, Ardexa helps you make these connections securely. There is nothing more important than to monitor how products and operations are performing in real time. Ardexa’s open IoT platform extracts the data that you need to analyze performance, predict failures and remotely control these dispersed assets. The pre-packaged solution enables you to deploy devices securely without needing to be a security specialist. Ardexa uses digital certificates to identify and authenticate each and every agent. All communications with the cloud are encrypted and authenticated, so your devices, along with your data, are protected. Devices can be connected faster than ever before with our agent, pre-compiled and dependency free. -
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Bevywise IoT Dashboard
Bevywise Networks
We are receiving huge amount of data every second in the world of IoT connected devices. Unleashing the value of such data using live data visualization & tracking tool is necessary to take action. IoT Dashboard is generally a live dashboard companion for all your IoT devices that effectively pulls out the data you need. It permits you to analyze, track & report on the data in real-time with the interactive data visualizations. The real-time & eye-catchy approach to data helps layman to understand easily & take actions. – for Diversified IoT Applications. A dedicated MQTT dashboard to easily monitor and manage real-time data with a lively snap of the latest happenings in the Bevywise MQTT Broker. IoT Platform is a device management system to manage IoT devices & to collect & store data from it. Bevywise IoT Platform is both single & multi-tenancy architecture where you van bring all your customers on board. -
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Tuya
Tuya Smart
Define new standards for the smart hotel industry, provide one-stop software and hardware interconnection services, and empower customers to realize their own brand hotels and pan-business scenarios solutions quickly. Tuya's MCU low-code connection service is mainly used to create smart products with MCU master control. Tuya provides network modules that have been connected to Tuya Cloud, so that you only need to focus on product function R&D, and can develop smart products quickly and efficiently with Tuya's MCU SDK. No need to design, test, and calibrate complex radio frequency circuits. Tuya network modules and MCU SDKs facilitate the modular development to shorten the development cycle and get your product into mass production much faster. No need to replace the master control chip. Just integrate Tuya's cost-effective module on the existing hardware to create a smart product. -
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Infor IoT
Infor
Infor Internet of Things (IoT) delivers secure sensor data ingestion—at scale from anywhere. With Infor IoT, sensor data is synchronized with Infor CloudSuite™ EAM information, bringing deeper context into asset health monitoring. This contextual information drives better exception detection, workflows, reporting, data analytics, and machine learning. Infor IoT’s sensor readings are stored in the Infor Data Lake, allowing myriad possibilities for richer IoT data consumption. Device data can also be augmented with attributes and metadata that enable advanced search and device management capabilities. Monitor telemetry in near real-time with the rule engine, use device templates to simplify device configuration and onboarding, experience a portal architecture designed for scale and leverage a flexible condition and action rule editor. -
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ProSpace
ProSpace
A smart and powerful ecosystem that helps you effectively manage your workplace and promote a better work experience for your people. Ensure that your people don't lose interest in going back to the office. With robust and easy-to-use digital solutions, you can solve the common problems that a traditional office setup has and give your employees opportunities to get work done efficiently. Transform your workplace to work smarter, safer, and more seamless than ever before with an all-in-one platform that can make your workspace work for you. Get a real-time view of available meeting rooms to eliminate double booking. Book or cancel a desk reservation via mobile. Manage visitors with a streamlined system to keep your workplace safe and secure. Get instantaneous reports and solutions around the workplace to enhance internal operation flow. Get the latest news and updates around the globe via a mobile app or Wayfinder. -
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Simetric
Simetric
Whether you’re managing 3,000 devices or 3,000,000, every device interaction generates data. With these devices, can you monitor devices in real-time? Surprised by unexpected bills with excessive usage? Are deployed devices adhering to policy? Introducing Simetric, the next-generation insights, and management platform for your IoT ecosystem, in a single pane. Flexible, dynamic, scalable, and quickly configure Simetric to support your unique business needs. Be up and running in minutes with just a few clicks. Increase your responsiveness and insights for clients, no matter their size. Your future is in recurring managed services. And with Simetric, your future looks bright. Goodbye monthly audits, hello real-time control of costs, and every connection. Simetric simplifies the complex data streams from large-scale connected device ecosystems into a single dynamic view. Get instant clarity about issues and opportunities across your footprint. -
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Guidewheel
Guidewheel
Get more from existing assets, lower costs, and set your team up to win with Guidewheel's AI-powered platform. The fastest way to improve factory operations. Accurately track downtime and root causes to improve utilization and efficiency. Forecast throughput and accurately track planned vs. actual production. Monitor OEE in real time and see how you’re trending over time. Accurately track cycles, cycle time, and performance against targets. Monitor energy usage and find opportunities to reduce consumption and cost. Learn of maintenance needs before they develop into issues. Monitor conditions like temperature, flow, humidity, and pressure. Reveal and address losses like preventable downtime, long changeovers, and late starts to unlock hidden capacity. Get AI-driven alerts the moment performance deviates from plan, so your team can take corrective action to stay on track. Build customer trust by delivering on time every time.Starting Price: $59 per month -
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XMPro
XMPro
Improve operational excellence, reduce risk and increase asset utilization with XMPro's IoT Application Suite. XMPro integrates IoT solutions into existing business workflows to enable smarter business decision-making. The platform comes with integration capabilities to connect disparate systems securely, event stream processing for processing large volumes of data from various data sources in real-time, analytics, IoT device management, and more. -
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ClearBlade
ClearBlade
ClearBlade is driving enterprise digital transformation through Intelligent Assets. The secure “no-code” IoT Application built on ClearBlade IoT & Edge Platform delivers AI, edge-native computing, and extreme flexibility empowering operation teams to get things done fast. Maintaining aircraft requires that mechanics service airplanes on a very demanding schedule with very specific tools and equipment. Equipment on an airfield is often misplaced, lost or stolen resulting in expensive replacements, operational downtime and redundancies. ClearBlade Edges deployed to specific locations to process data from cameras, sensors, and infrastructure all streams to ClearBlade Platform to normalize and process into a common data system of record. Data integrated into Business Intelligence dashboards to offer operational insights. Rapid time to market to provide assurances that properly ensure compliance with distancing, occupancy and safety requirements. -
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TrendMiner
TrendMiner
TrendMiner is a fast, powerful and intuitive advanced industrial analytics platform designed for real-time monitoring and troubleshooting of industrial processes. It provides robust data collection, analysis, and visualization enabling everyone in industrial operations for making smarter data-driven decisions efficiently to accelerate innovation, optimization, and sustainable growth. TrendMiner, a Proemion company, is founded in 2008 with our global headquarters located in Belgium, and offices in the U.S., Germany, Spain and the Netherlands. TrendMiner has strategic partnerships with all major players such as Amazon, Microsoft, SAP, GE Digital, Siemens and Aveva, and offers standard integrations with a wide range of historians such as OSIsoft PI, Yokogawa Exaquantum, AspenTech IP.21, Honeywell PHD, GE Proficy Historian and Wonderware InSQL.
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