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IoT Software with Data Collection (2026)

Last updated: April 2026

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31 software options

PRTG logo
Category Leaders

Network Monitoring For Serious Professionals

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PRTG monitors your network 24/7 to timely alert you to issues before they become emergencies.

Monitor all the systems, devices, traffic, and applications in your IT infrastructure.

Everything is included with PRTG; there is no need for additional plugins or downloads.

PRTG is a powerful and easy!

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SISMETRO logo

CMMS and equipment maintenance software

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The SISMETRO platform stores data on maintenance performed on equipment, machines, and other assets. Eliminating the need for manual spreadsheets, and consolidating all maintenance in one place. The platform also frequently helps to manage inventory and schedule maintenance tasks.

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CARL Source logo

Empowering maintenance with smart CMMS/EAM solutions.

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CARL Source CMMS/EAM revolutionizes maintenance thanks to implementations with IoT devices, for companies in all sectors.
Leverage field data (connected objects, connected machines) for optimal equipment monitoring, data collection and procedure automation.
Get the most out of your equipments.

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Google Cloud IoT logo

Cloud-based internet of things (IoT) platform

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Google Cloud IoT is a cloud-based internet of things platform designed to help organizations capture and analyze business data from multiple devices and store them in a centralized repository. It enables employees to automatically predict equipment maintenance requirements and optimize their performance in real-time.

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Scaleway logo
Category Leaders

Database management software for IT developers

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Scaleway is a database management platform designed to help businesses handle cloud computing infrastructure. It enables software developers to deploy virtual machine (VM) instances, define network access rules, track the performance of applications, and monitor CPU or bandwidth usage.

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Rayven logo

Turn messy, siloed data into automations + operational apps.

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Rayven delivers operational systems for industrial businesses, turning messy data into automation and made-to-fit operational applications.

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Sumo Logic logo

Unified Logs & Metrics for Full App Visibility

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Sumo Logic is a log management and data analytics software that creates information based on data feeds. It assesses server, application and website performances by creating graphs and charts. It creates alerts when data reaches certain levels which in turn notify of potential threats/downtime.

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AppDynamics logo

Application Performance Management (APM)

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AppDynamics Application Intelligence platform empowers today’s software-defined businesses with the ability to proactively manage and optimize complex software environments in real time. It’s more than monitoring—it’s true Application Intelligence with cloud or on-premise deployment flexibility.

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FourJaw logo

Factory Intelligence. Made Simple.

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Simple & Affordable IoT Manufacturing analytics software that enables manufacturers to improve productivity and maximise operational efficiency.

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Secomea logo

Secure Remote Access solution purpose-built for OT equipment

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Secomea is a Secure Remote Access (SRA) solution purpose-built for industrial networks and OT equipment.
Over 9.500 customers around the world use it every day across thousands of sites to manage remote access to their machines and prevent downtime.
Let us help you defend your factory floor.

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Vantage logo

Web-based database and analytics tool for IoT enhancement

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Teradata Database allows individuals to break down and distribute complex analytics workloads to improve performance. Key features include access control, data dictionary & workload management, programming languages support, data storage & analysis, reporting, fallback protection, and more.

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Factbird logo

Your production OEE data, anywhere in real time.

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With the Blackbird plug and play OEE system, manufacturers can improve factory efficiency and profitability in a quicker, more cost-effective way compared to a traditional system.

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AWS IoT logo

IoT and compliance management software

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AWS IoT is an IoT and compliance management software that helps businesses manage, store, collect, and analyze IoT data for multiple workloads, such as automotive, consumer, industrial, and commercial. It allows staff members to quickly search and find devices across the fleet based on several attributes, such as device state, ID, and type.

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iGromi logo

Real-time OEE, production tracking & workflow automation

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MES software for SMB manufacturers. Track production in real time, calculate OEE automatically, and reduce downtime with Pareto analysis. Visual workflow designer for any production type. Free software—only pay once for on-premise hardware. Deploy in days.

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Flex83 logo

Application enablement platform for software developers

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Flex83 is designed to help businesses streamline development, validation, and deployment of software. The internet of things (IoT) system allows software developers to automate workflows, build custom dashboards, organize digital assets, and configure logic rules via a unified platform.

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SkySpark logo

IoT Data Analytics Platform

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SkySpark is an IoT data analytics platform that is designed to identify issues in equipment systems operation through automated analytics of operational data. SkySpark Analytics analyzes data from smart devices and equipment systems in order to identify issues and anomalies, enabling improved performance.

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SAS Analytics for IoT logo

IoT analytics software with sensor-based data model

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SAS Analytics for IoT is a web-based IoT analytics software designed to help businesses across various industry verticals organize data and visually explore big data stores like Hadoop. It lets managers select data, which can be launched into dashboards, analytics, and reports that drive decision-making.

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ThingSpeak logo

IoT analytics platform for personal and commercial use

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ThingSpeak is an IoT analytics platform, which helps organizations collect, visualize, and evaluate data in real-time. The platform enables enterprises to create, edit or delete private channels and define custom fields with public or private views to collect and analyze data from multiple sources.

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KORE One logo

A next-generation IoT application enablement platform

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KORE One is a cloud-based software for IoT analytics. It provides a flexible approach for developing business-focused applications. Key features include API integrations, IT asset tracking, and data management. It also supports trend analyses, statistic reports, event logs, and access controls.

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HiperIoT logo

HiperIoT is an innovative and comprehensive iiot platform.

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HiperIoT is an advanced IoT (Internet of Things) platform that revolutionizes the way businesses manage and optimize their connected devices. With a user-friendly interface and powerful features, HiperIoT empowers organizations to seamlessly monitor, control, and analyze their IoT ecosystem in real.

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Skysens logo

No code AI platform for industrial IoT monitoring

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Skysens AgPM is a no-code, AI-connected predictive monitoring platform for industrial IoT applications. The system features drag-and-drop visualization with extensive widgets, integrated LoRaWAN network server capabilities, and flexible deployment options including on-premises and private cloud. It offers industrial data management with unified namespace architecture and supports various protocols for seamless integration with existing systems.

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PerfTrak logo

Industrial performance monitoring and improvement solution

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PerfTrak is a solution for monitoring and improving machine performance. This highly efficient tool combines state-of-the-art technology (Bluetooth Low Energy, IoT, Android, WIFI) with the principles of Lean Management.

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Insights Hub logo

Industrial Internet of Things (IoT) platform

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Siemens Insights Hub is an industrial Internet of Things (IoT) platform that drives smart manufacturing through comprehensive data collection and analysis.

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WeASSIST logo

Real-time monitoring & process optimization software

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WeASSIST is a comprehensive cloud-based solution for monitoring and optimizing manufacturing processes. It provides real-time visibility into machine and workstation states, enabling users to quickly identify and address production issues. WeASSIST's automated reporting and analytics capabilities help drive continuous process improvements, boosting productivity and profitability.

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IoTConnect logo
(0)

Production line monitoring software with smart ticketing

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IoTConnect is a smart production line monitoring software designed to help businesses predict machine failures using trained machine learning algorithms. It lets manufacturers connect multiple machines and product lines, acquire data from various disparate sources, and streamline edge analytics, predictive maintenance, and remote monitoring.

Read more about IoTConnect

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