Best IoT Analytics Software

Compare the Top IoT Analytics Software as of October 2025

What is IoT Analytics Software?

IoT analytics software enables organizations to view, monitor, and analyze data collected from IoT devices and machines. IoT analytics software allow companies to understand what's happening with their IoT infrastructure by collecting IoT sensor data. 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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    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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    dataPARC Historian
    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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    Datadog

    Datadog

    Datadog

    Datadog is the monitoring, security and analytics platform for developers, IT operations teams, security engineers and business users in the cloud age. Our SaaS platform integrates and automates infrastructure monitoring, application performance monitoring and log management to provide unified, real-time observability of our customers' entire technology stack. Datadog is used by organizations of all sizes and across a wide range of industries to enable digital transformation and cloud migration, drive collaboration among development, operations, security and business teams, accelerate time to market for applications, reduce time to problem resolution, secure applications and infrastructure, understand user behavior and track key business metrics.
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    Starting Price: $15.00/host/month
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    DevicePilot

    DevicePilot

    DevicePilot

    Service Monitoring for IoT. Optimize your service delivery by turning device data into action Protect revenue Your customers will only go on paying you if you go on delivering a quality service Save money Arm your employees with a powerful tool makes them more productive and deliver better service with the same human resource. Spend your precious time in areas which will deliver the biggest return Unlock growth Press the "SCALE" button on your deployment without worrying that you might fail, having all the insights to support your business decisions
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    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
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    Qrvey

    Qrvey

    Qrvey

    Qrvey pioneered multi-tenant self-service analytics for SaaS companies and now leads the evolution toward AI-driven, autonomous analytics. With over 20 years of experience, we provide industry-leading guidance and support, ensuring our clients achieve their analytics goals. Qrvey is the partner of choice for SaaS leaders bringing AI-driven insight to their customers. About Qrvey Platform Qrvey is the embedded analytics platform designed specifically for SaaS companies. Qrvey offers insight, agility and growth. Insight for your customers · True self-service with unlimited customization · AI-driven insights · No-code workflow automation Agility for your product team · End-to-end embedded analytics platform · Native multi-tenant security · Flexible multi-cloud deployments Growth for your business · Flat-rate pricing for scale · Unmatched monetization opportunities · Embedded services
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    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
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    AWS IoT SiteWise
    AWS IoT SiteWise is a managed service that makes it easy to collect, store, organize, and monitor data from industrial equipment at scale to help you make better, data-driven decisions. You can use AWS IoT SiteWise to monitor operations across facilities, quickly compute common industrial performance metrics, and create applications that analyze industrial equipment data to prevent costly equipment issues and reduce gaps in production. This allows you to collect data consistently across devices, identify issues with remote monitoring more quickly, and improve multi-site processes with centralized data. Today, getting performance metrics from industrial equipment is challenging because data is often locked into proprietary on-premises data stores and typically requires specialized expertise to retrieve and place in a format that is useful for analysis. AWS IoT SiteWise simplifies this process by providing software running on a gateway that resides in your facilities.
    Starting Price: $0.00041667
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    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
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    SensorCloud

    SensorCloud

    LORD Corporation

    SensorCloud is a unique sensor data storage, visualization and remote management platform that leverages powerful Cloud computing technologies to provide excellent data scalability, rapid visualization, and user programmable analysis. SensorCloud's core features include FastGraph, MathEngine®, LiveConnect, and the OpenData API. SensorCloud allows you to easily create dashboards to visualize all of your data. Dashboards can be as simple as a single Timeseries Graph widget, or advanced with Radial Gauges, Text Charts, Linear Gauges, FFTs, Statistics, etc. Since SensorCloud allows you to upload as much data as you want, and LORD's sensors can sample at very high rates, it was important to be able to quickly visualize massive amounts of data. We struggled to find any application that could handle even a few gigabytes of data, so we started from the ground up with our own unique algorithm.
    Starting Price: $35 per month
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    GroveStreams

    GroveStreams

    Grove Streams

    Whatever industry you work in, the GroveStreams Data Analytics Platform can provide you with the building blocks and tools you need to create solutions tailored to your customers' needs. Visit our Developers page for a list of examples. Model time-of-use block rates for multiple locations. Precisely monitor energy usage across thousands of meters/sub-meters for apartment-level energy billing. Alert when energy usage exceeds predetermined levels and take action to reduce energy usage. Monitor water flow in remote or hard to access locations (apartments) to check for costly leakages or excess flow. Monitor propane tank levels for rural and route shipments accordingly. The Grove Streams Data Analytics Platform is a cutting-edge cloud-based service providing decision making capabilities to many users and devices as data arrives from many sources.
    Starting Price: $5 per month
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    DeviceAtlas

    DeviceAtlas

    DeviceAtlas

    DeviceAtlas is the de facto standard for device detection and data, and the only solution that is indexed for web, apps and mobile operator environments. Our patented technology provides a common device identifier to understand device traffic across all connected environments. DeviceAtlas improves advertising conversion rates by enabling granular device targeting of advertising campaigns and detailed reporting. We are the industry standard for online advertising. DeviceAtlas for Web is the market-leading device detection solution for parsing User-Agent strings in the web environment. Whether you want to analyze device traffic, improve conversion rates for online advertising, or optimize content, DeviceAtlas can help you reach your full potential audience on the web.
    Starting Price: $399 per year
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    Skysens IoT Platform
    Skysens IoT platform is an application layer with middleware specialized for IoT applications. The platform can work with multiple IoT sources either IP-based or non-IP based such as LPWAN with multiple features such as user management, alarming, reporting, rule management, and many more. With Skysens middleware, the platform can work with existing legacy data sources such as SCADA will full functionality. It has different application modules for smart industry, smart cities, and smart businesses for easy use. Different pre-configured applications such as condition monitoring, indoor and outdoor location tracking, maintenance monitoring, and many more. Device ID-based cross rule function in order to create smart actions depending on the rules with help of bi-directional connectivity of LPWAN networks. API server for connectivity agnostic LPWAN-based application integration with REST APIs. Skysens Mobile app is ready for use on Android and iOS.
    Starting Price: Free
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    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
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    Predix Platform
    Predix Platform is the place where industry runs. As a scalable, asset-centric data foundation, it is a comprehensive and secure application platform that can run, scale, and extend digital industrial solutions. The platform delivers shared capabilities that industrial applications require: asset connectivity, edge technologies, analytics and machine learning, big data processing, and asset-centric digital twins. Designed as a distributed application platform, Predix Platform is optimized for high volume, low latency, and integration-intensive data management and analytics-driven outcomes. Predix Essentials is a complete solution for industrial monitoring and event management. Predix Essentials brings you the power of the Predix Platform, with asset connectivity, edge-to-cloud data processing and a feature-rich user console—packaged and pre-configured for rapid results. No development required.
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    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.
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    IXON Cloud

    IXON Cloud

    IXON Cloud

    Meet IXON Cloud: the industrial IoT platform that grows with you. IXON Cloud is a complete IoT solution, from connectivity to cloud, that brings your machines, people and services together. Connect your machines to IXON Cloud to benefit instantly from optimised remote support with Remote Access Cloud. Or work on your service ambitions and increase revenue with data-driven business models with Service Lifecycle Cloud. The IXON Cloud solution is scalable and open to integrate with third party apps, so you can customise it to your own unique situation.
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    IBM Watson IoT Platform
    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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    Ubidots

    Ubidots

    Ubidots

    Connect hardware to Ubidots cloud easily with more than 200 user-proven libraries, SDKs, and tutorials to guide your integration over HTTP, MQTT, TCP, UDP, or by Parsing custom/industrial protocols. Whether onboarding 1 or 1,000 devices, it takes the same amount of effort with Ubidots device types. replicate creating the new device in Ubidots automatically configuring variables, device properties, and appearance each time a new piece of hardware is detected. Create your own API and parse data into a Node.js cloud GET or POST HTTP function extending your connect solution beyond the boundaries of Ubidots architecture and capabilities.
    Starting Price: $49 per month
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    Crosser

    Crosser

    Crosser Technologies

    Analyze and act on your data in the Edge. Make Big Data small and relevant. Collect sensor data from all your assets. Connect any sensor, PLC, DCS, MES or Historian. Condition monitoring of remote assets. Industry 4.0 data collection & integration. Combine streaming and enterprise data in data flows. Use your favorite Cloud Provider or your own data center for storage of data. Bring, manage and deploy your own ML models with Crosser Edge MLOps functionality. The Crosser Edge Node is open to run any ML framework. Central resource library for your trained models in crosser cloud. Drag-and-drop for all other steps in the data pipeline. One operation to deploy ML models to any number of Edge Nodes. Self-Service Innovation powered by Crosser Flow Studio. Use a rich library of pre-built modules. Enables collaboration across teams and sites. No more dependencies on single team members.
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    Bosch IoT Suite
    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.
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    IoTConnect

    IoTConnect

    Softweb Solutions

    IoTConnect – The all-in-one, comprehensive enterprise IoT platform. Get everything you need to power your IoT product – from device to cloud to actionable insights. Our IoT platform is created to seamlessly connect your devices and gain insights from the collected data to make better business decisions. IoTConnect deploys applications that are customized for various businesses and provides benefits such as improved ROI, reduced downtime and better user experience. The unified platform consists of various components in the form of tools, technologies, SDKs, APIs and protocols that support the variety of IoT solutions can be created. Each IoT solution that we offer has clearly defined protocols and technologies that are leveraged to achieve specific business goals according to each industry vertical. It enables a standard framework to connect with systems like Kibana, Power BI and Tableau.
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    Zebra Savanna

    Zebra Savanna

    Zebra Technologies

    The Zebra Savanna cloud data platform delivers actionable workflow insights, powering next-gen applications by aggregating and analyzing real-time edge data and creating systems of reality that deliver best-action guidance to workers in real-time. Zebra Savanna seamlessly connects your existing hardware, software and data ecosystems fueling business digitization and automation. Additionally, you can leverage Zebra Savanna's public, unified APIs and developer tools to build secure, scalable digital services with ease and speed. Using a value-added API layer on Zebra Savanna, Zebra Data Services provides partners and developers the ability to innovate, design and quickly deploy applications helping your customers transform their businesses, creating an ecosystem extending far beyond Zebra. Zebra Savanna serves as the foundation of a new series of enterprise applications and solutions from Zebra that will digitally transform the way companies drive performance.
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    Prodea

    Prodea

    Prodea

    Launch secure, scalable and globally compliant connected products with services within six months. Prodea provides the only IoT platform-as-a-service (PaaS) that was specifically designed for manufacturers of mass-market consumer home products. It is comprised of three main services. IoT Service X-Change Platform, for quickly launching connected products with services across global markets requiring minimal development. Insight™ Data Services, to gain key insights from user and product usage data. And EcoAdaptor™ Service, to enhance product value through cloud-to-cloud integration and interoperability with other products and services. Prodea has helped its global brand customers launch 100+ connected products, in less than six months on average, across six continents. This was made possible by using the Prodea X5 Program which was designed to work with our three main cloud services to help brands evolve their systems.
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    Nebeskie Enture
    IoT- Edge Solution for Industry4.0, Smart Monitoring, and Building. Monitor and control energy consumptions, improve energy efficiency, and productivity. With Enture IoT and Edge, you can connect your existing VFDs, PLCs, Energy Meters, and devices ( fan, lights, ACs, and many more) to the Cloud. Without complicated engineering and protocol configurations, you get started with easy installation and configuration to Enture Cloud HMI (mobile/web app). The innovative Enture Edge encrypts the data from all the devices, VFDs, PLCs, and energy meters and syncs the data to Enture Cloud for multiple users to view through web and mobile app. In the case of internet failure, Enture is capable of storing the data locally and syncing the data to the cloud whenever the internet connection is established. Give your factories an edge and upgrade from Industry3.0 to Industry4.0. Enture IoT-Edge has been developed to enable the I4.0 transition with plug and play integration.
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    IoTStream

    IoTStream

    IoTStream

    We take care of everything you need to power your IoT products, leveraging new technology and communication networks to provide a secure, actionable overview of your internet of things. IoTStream enables the creation of new products, services and business models so that you can turn your ideas into reality. Our intuitive IoT stack with a robust, reliable ready-built infrastructure allows you to focus on your business purpose. Using industry standard encryption to connect all devices ensures your data is secure from interception by third parties. In addition to real-time streaming, we store your data in the cloud, eliminating the time and expense of managing your own storage. Our solutions integrate with market leading platforms as part of a rich IoT ecosystem connecting you to the world. From initial prototype to your millionth device, our solutions scale allowing you to realize your full potential.
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    GO+

    GO+

    GO+

    GO+ offers development tools for companies service-providers. The platform allows to develop additional services to its business customers. Through algorithms developed by our decision to support a load with a huge number of devices at the same time. The platform will allow the service-provider does not think about the problem of creating new services for their customers. The core of the platform is an analytical decision-making engine. Granular Computing based analytical engine provides data processing and analysis with complex event processing. We use cloud-based technologies that is designed to endure business logic from real devices directly to the cloud. Scalability allows us to provide solutions in lower cost. Platform scripting engine provide developers with full-stack of dev tools to develop a highly customized IoT services regardless of industry application. The cloud-based IoT platform GO+ is built using the most advanced technology of cloud computing.
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    DeviceHive

    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
    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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    Guidewheel

    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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