Best IoT Analytics Software for Cloud
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Compare the Top IoT Analytics Software for Cloud as of November 2025
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What is IoT Analytics Software for Cloud?
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 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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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.Starting Price: $15.00/host/month -
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ThingsLog
ThingsLog
ThingsLog is an IoT low power monitoring technology company providing remote monitoring as a service of consumption and environment to a diverse, global client base. Our monitoring as a service works great on remote locations with difficult access and helps to utility operators, hotels, farmers, manufactures and many other businesses. It is built from the ground up on top of own low power iot data loggers, web platform and monitoring mobile app. The company is also a pioneer in low power AI technology and ML data logging. Common business scenarios that we handle: remote smart water metering, monitoring of dma/pma for water utility operators, energy consumption monitoring, tank level monitoring for hotels and farmers, automation and monitoring of pumping stations. -
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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. -
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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. -
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Lumada IIoT
Hitachi
Embed sensors for IoT use cases and enrich sensor data with control system and environment data. Integrate this in real time with enterprise data and deploy predictive algorithms to discover new insights and harvest your data for meaningful use. Use analytics to predict maintenance problems, understand asset utilization, reduce defects and optimize processes. Harness the power of connected devices to deliver remote monitoring and diagnostics services. Employ IoT Analytics to predict safety hazards and comply with regulations to reduce worksite accidents. Lumada Data Integration: Rapidly build and deploy data pipelines at scale. Integrate data from lakes, warehouses and devices, and orchestrate data flows across all environments. By building ecosystems with customers and business partners in various business areas, we can accelerate digital innovation to create new value for a new society. -
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nuPSYS
nuPSYS
nuPSYS provides infrastructure Management Software for IoT. Data Center & Network, offering subscription & perpetual Licensing. nuPSYS patented and unique visual solution simplifies and automates the management of infrastructure, deployed and, In-trials with Tier-1 customers and Tier-1 partners. Pandemic exposed the global critical dependency on infrastructure and how dependence & scale grow. Pandemic showed the real need for remote visibility of the networks, Data Centers & IoT devices. -
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IBM Maximo® Application Suite is a set of applications for asset monitoring, management, predictive maintenance and reliability planning. Get the most value from your enterprise assets with Maximo Application Suite. It’s a single, integrated cloud-based platform that uses AI, IoT and analytics to optimize performance, extend asset lifecycles and reduce operational downtime and costs. With market-leading technology from IBM Maximo, you’ll have access to configurable CMMS, EAM, APM and RCM applications, along with streamlined installation and administration, plus a better user experience with shared data and workflows. Manage and maintain high-value assets with AI and analytics to optimize performance, extend asset lifecycles and reduce downtime and costs. Streamline inspection processes with seamless, automated asset inspections driven by real-time data and artificial intelligence.
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Fleet Connect
IoT Research Labs
With our comprehensive live tracking and fleet management system, all critical parameters are monitored in real time from location to sensors to schedules, ensuring you are always in control. We understand that businesses have specific requirements, our versatile solutions are such that they would cater to your fleet’s needs. You will be equipped with the fleet insight that will allow you to take data driven decisions. We understand the importance of safety, our solutions improve the safety of the driver, the goods and the vehicle by monitoring driver behavior, vehicle health and eliminating pilferage. Define routes, assign vehicles & drivers to them. Get real time visibility into trip status, ultimately minimising delays. Eliminate vehicle downtime by staying on top of maintenance activities with reminders based on date, kilometers or working hours. Keep a close check on maintenance expenses & eliminate surprises. -
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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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Atatus
NamLabs Technologies
NamLabs Technologies is an Indian software company that publishes a software suite called Atatus. Atatus is a SaaS software & a full stack observability platform. It provides a wide range of monitoring capabilities including Application Performance Monitoring, Real-User Monitoring/ End User Monitoring/ Browser Monitoring, Synthetic Monitoring, Infrastructure Monitoring, Logs Monitoring, and API Analytics. Analyze the performance of your application for performance issues such as slow transactions, database queries, website availability, uptime, latency, response time, and throughput, much more. 24x7 customer support is guaranteed.Starting Price: $49.00/month -
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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
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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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 -
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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
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
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 -
22
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
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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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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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. -
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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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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. -
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IoTWorX
Iconics
IoTWorX™ combines ICONICS’ cutting-edge IoT software technology with its proven HMI/SCADA, analytics, and mobile solutions running in the cloud. ICONICS offers manufacturers and facility managers several key IoT technologies, including connectivity to assets, secure cloud communications, and built-in real-time visualization. Analytics at the edge result in minimized latency while leveraging FDD technology to significantly reduce costs and improve operational efficiency. Users can connect to virtually any automation equipment through supported industry protocols such as OPC UA, BACnet, SNMP, Modbus, web services, and classic OPC tunneling. -
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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.
