Best IoT Analytics Software

Compare the Top IoT Analytics Software as of October 2026

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.

  • 1
    TRACTIAN

    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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  • 2
    AWS IoT

    AWS IoT

    Amazon

    There are billions of devices in homes, factories, oil wells, hospitals, cars, and thousands of other places. With the proliferation of devices, you increasingly need solutions to connect them, and collect, store, and analyze device data. AWS has broad and deep IoT services, from the edge to the cloud. AWS IoT is the only cloud vendor to bring together data management and rich analytics in easy-to-use services designed for noisy IoT data. AWS IoT offers services for all layers of security, including preventive security mechanisms, like encryption and access control to device data, and service to continuously monitor and audit configurations. AWS brings AI and IoT together to make devices more intelligent. You can create models in the cloud and deploy them to devices where they run 2x faster compared to other offerings. Optimize operations by easily creating digital twins of real-world systems. Run analytics on volumes of IoT data easily—without building an analytics platform.
  • 3
    Cumulocity

    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
  • 4
    WolkAbout IoT Platform

    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
  • 5
    Google Cloud IoT Core
    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
  • 6
    ShiftWorx

    ShiftWorx

    FreePoint Technologies Inc.

    FreePoint Technologies' ShiftWorx is a unique grouping of modules that provide an end-to-end solution for continuous improvement across the production floor. ▪ Production Management - Real-time information on machine performance, jobs, and operator workforce. ▪ Performance Analysis - Metrics at the machine, line or plant for historical, situational and predictive insights. ▪ Quality & Compliance - Benchmarking, standards and procedures to meet audit and compliance regulations. ▪ Team Member Development & Performance - Operators have better tools for creating value added work. ShiftWorx provides a ‘holistic’ shopfloor management platform that when applied in whole or in succession affords manufacturers a production optimization solution backed by Toyota Production System (TPS) consulting expertise. Measure, Analyze, and Improve with ShiftWorx! Contact us for a complimentary consultation from our TPS experts! Schedule a software demo specific to your Industry today!
    Starting Price: $125
  • 7
    FourJaw

    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
  • 8
    SkySpark

    SkySpark

    SkyFoundry

    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.
    Starting Price: $60.00/one-time
  • 9
    Kaleidoscope IoT

    Kaleidoscope IoT

    Kaleidoscope

    Our Cloud platform provides enterprises with a birds-eye view of their organization’s infrastructure delivering key data points and metrics to their appropriate organizational units. This In-turn provides the fundamental building blocks for future technological growth in areas such as Machine Learning & Artificial Intelligence, all of which are available from within the Kaleidoscope Cloud platform. Our core Cloud provides embedded Big Data & Analytics to drive business intelligence on the fly, in real-time. Monitor your infrastructure with our dashboards, and provide alerts to your staff with our automated on-call system based on data-driven decisions. Gain protection across your whole IoT platform, Kaleidoscope only uses secure communications for all data transmitted to and from the cloud.
  • 10
    Oracle IoT Intelligent Applications Cloud
    Oracle’s Internet of Things (IoT) Intelligent Applications Cloud can provide you with more visibility, insights and efficiencies by capturing sensor data from connected devices using smart manufacturing, connected assets, connected logistics, workplace safety, and connected customer experience. Increase your revenue by using IoT applications to improve efficiency, increase supply chain visibility, and launch new business models. Prevent downtime by using IoT sensor data for real-time visibility and maintenance of machines, vehicles, and other assets. Reduce costs by connecting and monitoring vehicle routes and products in transit. Ensure regulatory compliance and identify causes of incidents, with real-time visibility into workplace environments.
  • 11
    Waylay

    Waylay

    Waylay

    Modular IoT platform providing best-of-breed OEM technology for back-end development and operations, enabling accelerated IoT solution delivery at scale. Advanced rule logic modeling, execution and lifecycle management. Automate any data workflow, from the simple to the complex. The Waylay platform is built from the ground up to natively cope with the multiple data patterns of IoT, OT and IT. Leverage streaming and time series analytics within the same collaborative intelligence platform. Accelerate the time to market of your IoT solutions by easily delivering self-service and KPI-centric apps to non-developer teams. Find out what automation tools are best suited to your IoT use case, then test them against the benchmark. IoT application development is fundamentally different from “normal” IT development. It requires bridging the physical world of Operations Technology (OT) with sensors, actuators and gateways to the digital world of Information Technology (IT) with databases.
  • 12
    SAP Internet of Things
    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.
  • 13
    SAS Analytics for IoT
    Access, organize, select and transform IoT data with this complete, AI-embedded solution. SAS Analytics for IoT covers the entire Internet of Things analytics life cycle, providing streamlined, extensible ETL, a sensor-focused data model, advanced analytics, and an industry-leading streaming execution engine to perform multi-phase analytics. SAS Analytics for IoT is built on SAS® Viya® and runs in a fast, in-memory distributed environment. Learn how to build SAS Event Stream Processing applications that ingest high-volume and high-velocity data streams, respond in real time, and store only relevant data elements. This course covers basic concepts of event stream processing, including what component objects are available to build event stream processing applications. Curiosity is our code. SAS analytics solutions transform data into intelligence, inspiring customers around the world to make bold new discoveries that drive progress.
  • 14
    Davra IoT Platform
    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.
  • 15
    KORE One

    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.
  • 16
    Eclipse Streamsheets
    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.
  • 17
    AT&T IoT

    AT&T IoT

    AT&T Business

    Why shop around when you can get down to the business of accelerating your growth. AT&T Marketplace makes tracking and managing your assets easy. With instant access to powerful IoT hardware, software and solutions you can gain visibility, maximize efficiencies, improve response times and optimize asset movements. And because everything is in one place, all you have to do is click, cart and connect to build, deploy and scale game-changing data-driven concepts. AT&T IoT makes it easy to build, deploy and scale IoT solutions.
  • 18
    Tuya

    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.
  • 19
    ProcessVue

    ProcessVue

    MAC Solutions

    ProcessVue provides key personnel who manage alarms with clear, relevant and prioritized alarm information for operational, planning and compliance needs based on globally recognized alarm management standards. The suite is powerful, yet simple to use at all levels. Operational intelligence for the control room to KPIs for the board room. Used for a simple sequence of event recording to full EEMUA 191 / ISA 18.2-based KPI reporting. Our alarm management training course is aimed at providing you with all the information and guidance you require, to successfully implement alarm management within your company thus providing a basis for the ongoing safe and efficient operation of your plan. Our operator training course will explain to your operations staff why alarms are essential, alarm management is necessary, and their roles and responsibilities.
  • 20
    Memfault

    Memfault

    Memfault

    Reduce risk, ship products faster, and resolve issues proactively by upgrading your Android and MCU-based devices with Memfault. By integrating Memfault into smart device infrastructure, developers and IoT device manufacturers can monitor and manage the entire device lifecycle, from development to feature updates, with ease and speed. Monitor hardware and firmware performance, remotely investigate issues, and incrementally rollout targeted updates to devices without disrupting customers. Go beyond application monitoring with device and fleet-level metrics, like battery health and connectivity with crash analytics for firmware. Resolve issues more efficiently with automatic detection, alerts, deduplication, and actionable insights sent via the cloud. Keep customers happy by fixing bugs quickly and shipping features more frequently with staged rollouts and specific device groups (cohorts).
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