Best IoT Analytics Software for Cloud
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Compare the Top IoT Analytics Software for Cloud as of October 2025
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What is IoT Analytics Software for Cloud?
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 for Cloud 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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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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Zoho IoT
Zoho
A Cloud IoT Application Enablement Platform that allows you to easily build and rapidly deploy IoT applications that suit your customers’ businesses. One cloud platform for all your IoT needs. Eye the requirement, indulge your imagination, build bespoke vertical apps & win bigger deals. Build simple to complex IoT applications - Dashboard-only apps to Enterprise-grade apps using modeling, visualization and automation. Achieve rapid deployment - Faster time to market, low execution risk, fully integrated security, cost-effective & scope to scale. Enables registration, provisioning, authentication, monitoring & control, trouble shooting, telemetry, and firmware upgrades for IoT devices/assets at scale and follows device certificates & policies. Provides seamless connectivity to a wide variety of sensors & gateways, supports multiple protocols, and easily links with various wired/wireless communication channels. -
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Ayla IoT Platform
Ayla Networks
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. -
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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. -
7
Knowi
Knowi
Business Intelligence, AI & NLP for anyone to make data-driven decisions. Knowi instantly transforms any data into insights and data driven actions. No ETL. No ODBC drivers. You just connect your datasources and start building queries. Simple as that. Create blended datasets by joining data from NoSQL, SQL, REST-API, and even file-based sources in a matter of minutes. Click. Done. We've combined the power of AI and natural language queries to deliver a new self-service BI experience that makes it easier for anyone to find and expose new insights. Today's data is big and messy and located all over the place. To analyze modern data, you need an business intelligence solution that can instantly connect to any data, structured or unstructured, without the hassle and expense of moving or transforming it. Knowi is the only full stack analytics platform that natively integrates to all the popular NoSQL data stores, as well as relational and Cloud APIs sources. -
8
FourJaw
FourJaw
Award-winning manufacturing analytics technology that enables factories to achieve manufacturing excellence. FourJaw machine monitoring software is specifically designed for manufacturers looking to do more with less and find new efficiencies in their production process without wasting time or money on new equipment. Get visibility of key production metrics, such as OEE or utilization to drive productivity improvements. Use accurate data to understand how well your machines are being utilized to make informed decisions to gain capacity. Gains in productivity & capacity enable you to manufacture more products with the same resources, helping to grow profitability. See how energy usage translates to costs and carbon footprint to motivate change. Track energy usage by machine, cell, production line or factory, in real-time and over time. FourJaw machine monitoring software enables manufacturers to unlock productivity by allowing them to drive continuous improvement.Starting Price: $41.06 per month -
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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 -
10
AWS IoT SiteWise
Amazon
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 -
11
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 -
12
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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Skysens IoT Platform
Skysens
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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Axonize
Axonize
The smarter way to realize smart business potential. A no-code smart enterprise platform that has cracked the code in profitability. Start small and scale your projects with unprecedented speed on an unlimited number of devices, protocols and systems across all verticals. Benefit from fast prototyping and virtual devices, enabling you to implement your ideas in hours, and present to customers immediately, pre-investment. Start seeing returns quickly on smaller projects and easily scale to larger ones. Orchestrate and monitor all your customers and their variety of systems from a single pane of glass. Based on 5 key technologies, Axonize is uniquely designed to transform buildings, offices, retail, and others, into smart spaces. We provide customers with a no-code, end-to-end solution to manage the wide array of legacy and new software, devices, and sensors necessary to launch secure projects quickly. Complete with our off-the-shelf Any App and orchestration layers. -
15
AggreGate
Tibbo Systems
AggreGate is a white-label full-stack Internet of Things integration platform that drives a digital transformation of your enterprise from connecting the assets to "slicing and dicing" their data for discovering some valuable insights. The Platform and derived vertical products also help integrators, OEMs, telecoms, and MSPs render IoT services running both on the edge and in their cloud. Design and develop your consumer or industrial IoT app in days, deploy into production in weeks. Industrial automation and process control via the 4th generation SCADA/MES platform. Building Automation. Build a unified command and control center for your intelligent facility. Cut HVAC/energy and other operating costs. Deliver digital services for higher resident satisfaction. Data Center Supervisor. Manage both industrial and IT equipment of your data center via a single umbrella system. Design dynamic floor plans, build custom dashboards, integrate with DCIM. -
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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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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. -
18
Zolnoi
Zolnoi
Accessible Industry 4.0 solution for yout 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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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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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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ICONICS IoT
ICONICS
Make your HMI/SCADA platform more accessible and efficient with the power of IoT. The Internet of Things (IoT) sees the world in a smart, interconnected way. Its vision is to connect assets, or “things”, to a larger IoT software system, or network of systems that make up a smart grid. These “things” retain the capability of actuation, control, automation and autonomous operation. The unification of devices results in vast amounts of data being collected, which empowers users with more opportunities than ever. ICONICS’ SCADA with IoT collects this data and provides the operator with a new layer of actionable intelligence. ICONICS IoT connects your buildings, facilities, and equipment through secure TLS encryption and Microsoft Azure. Your data in the cloud can be accessed from anywhere through pub/sub architecture for real-time visualization of KPI data at the edge. We deliver an efficient, secure connection to the cloud through bi-directional AMQP for Microsoft Azure. -
24
AWS IoT Analytics
Amazon Web Services
IoT data is highly unstructured which makes it difficult to analyze with traditional analytics and business intelligence tools that are designed to process structured data. IoT data comes from devices that often record fairly noisy processes (such as temperature, motion, or sound). The data from these devices can frequently have significant gaps, corrupted messages, and false readings that must be cleaned up before analysis can occur. Also, IoT data is often only meaningful in the context of additional, third party data inputs. For example, to help farmers determine when to water their crops, vineyard irrigation systems often enrich moisture sensor data with rainfall data from the vineyard, allowing for more efficient water usage while maximizing harvest yield. AWS IoT Analytics automates each of the difficult steps that are required to analyze data from IoT devices. AWS IoT Analytics is a fully managed and pay-as-you-go service that scales automatically.Starting Price: $3.43 per month -
25
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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MotionBoard
WingArc Australia
Sensors. Wearables. CRM. Relational database. Data warehouse. Salesforce. Your organization collects and stores data from more sources and in more places than ever before, but to unlock the true potential of your data, you need a business intelligence solution that brings everything together onto a single unified platform. You need a solution that gives you the power to analyze and visualize all your data in real time, and make informed decisions in a matter of seconds. Say goodbye to Data Silos and hello to Data Empowerment with MotionBoard Business Intelligence. -
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SAS Analytics for IoT
SAS Institute
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. -
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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.