List of the Top 20 IoT Analytics Software for Amazon Web Services (AWS) in 2026

Datadog serves as a comprehensive monitoring, security, and analytics platform tailored for developers, IT operations, security professionals, and business stakeholders in the cloud era. Our Software as a Service (SaaS) solution merges infrastructure monitoring, application performance tracking, and log management to deliver a cohesive and immediate view of our clients' entire technology environments. Organizations across various sectors and sizes leverage Datadog to facilitate digital transformation, streamline cloud migration, enhance collaboration among development, operations, and security teams, and expedite application deployment. Additionally, the platform significantly reduces problem resolution times, secures both applications and infrastructure, and provides insights into user behavior to effectively monitor essential business metrics. Ultimately, Datadog empowers businesses to thrive in an increasingly digital landscape.

Embracing a truly agnostic approach, Ayla enables seamless connectivity for devices across a variety of transport protocols, connectivity options, and cloud infrastructure. It effortlessly supports protocols like HTTPS, MQTT, and CoAP, and features an extensive array of pre-configured agents tailored for embedded solutions, gateways, Android, Linux, BLE/phone, and cloud integrations. The Virtualization Engine of Ayla creates an effective 'digital twin' of each physical device, which is essential for comprehensive device management in the IoT landscape. With established capabilities such as a rules engine, firmware OTA updates, and data policies, Ayla’s Device Management system provides thorough support for connected products throughout their entire lifecycle. The application enablement offered by Ayla empowers businesses to extract substantial value from their data through multiple approaches. Moreover, Ayla’s Web Framework and Mobile Platform SDK allow for rapid creation of both consumer mobile and business applications. In addition, Ayla's services also encompass Customer Care, Field Service, and Asset Tracking, which further enhance operational efficiency and boost customer satisfaction. Collectively, Ayla's solutions are strategically designed to enhance connectivity and effectively streamline the management of IoT devices, making it a vital resource for businesses in the technology-driven market. This positions Ayla as a key player in the evolving landscape of Internet of Things technology.

Qrvey stands out as the sole provider of embedded analytics that features an integrated data lake. This innovative solution allows engineering teams to save both time and resources by seamlessly linking their data warehouse to their SaaS application through a ready-to-use platform. Qrvey's comprehensive full-stack offering equips engineering teams with essential tools, reducing the need for in-house software development. It is specifically designed for SaaS companies eager to enhance the analytics experience for multi-tenant environments. The advantages of Qrvey's solution include: - An integrated data lake powered by Elasticsearch, - A cohesive data pipeline for the ingestion and analysis of various data types, - An array of embedded components designed entirely in JavaScript, eliminating the need for iFrames, - Customization options that allow for tailored user experiences. With Qrvey, organizations can focus on developing less software while maximizing the value they deliver to their users, ultimately transforming their analytics capabilities. This empowers companies to foster deeper insights and improve decision-making processes.

AWS IoT SiteWise is a robust managed service aimed at simplifying the gathering, storage, organization, and monitoring of data from industrial machinery across extensive operations, which empowers businesses to make insightful, data-driven decisions. The platform enables users to monitor multiple locations, swiftly compute vital industrial performance indicators, and create applications that analyze data from machinery, ultimately aiding in the prevention of costly equipment malfunctions and minimizing production delays. By standardizing the data collection process across a variety of devices, it significantly improves remote monitoring capabilities, allows for rapid issue detection, and streamlines operations across different sites with centralized data oversight. In the current landscape, extracting performance metrics from industrial equipment remains a daunting task, as data is frequently trapped within proprietary on-premises storage systems, requiring specific expertise for conversion into a useful format. AWS IoT SiteWise tackles these challenges by implementing software on a gateway installed within your facilities, thus simplifying and enhancing accessibility to data. This groundbreaking strategy not only diminishes the complexities associated with data management but also equips companies to harness their industrial data in a more impactful manner. Ultimately, the service fosters a more agile and responsive operational environment, enabling businesses to adapt swiftly to changes in performance metrics.

TagoIO serves as a versatile cloud software platform that equips users with the ability to transform IoT sensor data into smart solutions while circumventing the complexities associated with cloud management. It supports the connection and management of devices across a vast array of more than 500 communication protocols, including LoRaWAN, NB-IoT, Wi-Fi, satellite, BLE, MQTT, and HTTP, by leveraging pre-configured connectors that standardize incoming device data. The platform offers scalable device management, secure data storage, real-time visualization, personalized analytics, automation capabilities, alerts, and multi-tenant access control, enabling users to develop dashboards, workflows, and logic seamlessly within one cohesive environment. TagoIO simplifies the creation and rollout of IoT applications with its user-friendly templates, intuitive drag-and-drop interfaces, and robust APIs, all while effectively handling backend infrastructure to ensure rapid development and implementation. Furthermore, it offers advanced analytics that transform raw data into actionable insights and supports edge computing, mobile accessibility, white-labeling options, as well as integration with external systems, thus amplifying its adaptability. In addition to these features, TagoIO is designed to facilitate collaboration among teams, making it an even more attractive option for businesses aiming to leverage IoT technology efficiently and effectively. Overall, TagoIO emerges as a formidable asset for organizations looking to tap into the vast opportunities presented by IoT advancements.

The Waylay platform serves as a versatile IoT solution that provides advanced OEM technology for backend development and operational tasks, enabling swift deployment of IoT solutions on a grand scale. It boasts advanced rule logic modeling and execution capabilities, along with thorough lifecycle management features. This platform can automate a wide range of data workflows, no matter how intricate they may be. Specifically designed to manage the varied data patterns prevalent in IoT, OT, and IT, Waylay integrates both streaming and time series analytics into a cohesive intelligence environment. By equipping non-developer teams with intuitive, self-service applications centered around key performance indicators, it effectively reduces the time required to bring IoT products to market. Users can pinpoint the most suitable automation tools for their unique IoT needs and assess them against predefined benchmarks. Moreover, the process of developing IoT applications markedly differs from traditional IT development, as it requires the integration of the physical aspects of Operations Technology—like sensors and actuators—with the digital framework of Information Technology, which includes databases and software systems. This convergence of physical and digital realms emphasizes the distinct challenges and opportunities that arise in the realm of IoT application development. As a result, organizations can leverage these insights to create more effective and responsive IoT solutions.

Leverage insights from the Internet of Things (IoT) to optimize and revolutionize business operations for substantial advancements. The SAP Internet of Things solution is equipped with features specifically designed for a variety of industrial IoT applications. Serving as the IoT element of SAP’s Business Technology Platform, it empowers companies to rethink their operational processes and business models by seamlessly incorporating IoT services and data. This solution includes an extensive reference architecture that offers business services and critical functionalities to address vital industrial IoT challenges across diverse sectors, including manufacturing, logistics, asset management, supply chain, product tracking, and service management. Additionally, it provides a cloud service aimed at the development of IoT applications while ensuring compatibility with existing business software. It further integrates robust Big Data capabilities that manage IoT data, enriching it with pertinent business context, rules, and a method for event-driven integration. Moreover, the solution features analytical services that are directly linked to SAP Analytics Cloud, enabling organizations to effectively make data-driven decisions. This comprehensive strategy not only facilitates the unlocking of IoT technology's full potential but also supports continuous innovation in business practices. By embracing this approach, organizations can stay ahead in an increasingly competitive landscape and maximize their operational efficiency.

Introducing IXON Cloud: the industrial IoT platform that evolves alongside your needs. IXON Cloud serves as a comprehensive IoT solution, seamlessly linking your machines, workforce, and services for enhanced collaboration. By connecting your equipment to IXON Cloud, you can immediately take advantage of optimized remote support through Remote Access Cloud. Additionally, you can pursue your service goals and boost your revenue streams with data-driven business models offered by Service Lifecycle Cloud. This solution is not only scalable but also designed for easy integration with third-party applications, allowing for a tailored experience that fits your specific requirements. With IXON's Remote Access Cloud, troubleshooting becomes efficient, secure, and quick, no matter your location. Enjoy a user-friendly Plug & Play setup, an intuitive interface, and a dependable connection. Furthermore, IXON's Service Lifecycle Cloud provides you with a no-code data studio and an open architecture, enabling you to create your own portal with a rapid time-to-market and minimal upkeep, ensuring that your business remains agile and competitive in a dynamic landscape. Embrace the future of industrial connectivity with IXON Cloud and unlock new possibilities for growth and innovation.

AWS IoT Core allows for a smooth connection between IoT devices and the AWS cloud, removing the complexities of server management and provisioning. It is designed to support a vast number of devices and an immense volume of messages, processing and routing them securely and reliably to both AWS endpoints and other interconnected devices. This service ensures continuous monitoring and communication with devices, even during offline periods. Moreover, AWS IoT Core enhances the integration of various AWS and Amazon services, including AWS Lambda, Amazon Kinesis, Amazon S3, Amazon SageMaker, Amazon DynamoDB, Amazon CloudWatch, AWS CloudTrail, Amazon QuickSight, and Alexa Voice Service, enabling developers to construct IoT applications that effectively handle data collection, processing, analysis, and response without worrying about infrastructure management. Additionally, its ability to connect an unlimited number of devices makes it a highly scalable and adaptable solution for a wide range of IoT scenarios. This flexibility supports innovation in smart technologies across different industries.

Prodea facilitates the swift deployment of secure, scalable, and globally compliant connected products and services within a span of six months. As the exclusive provider of an IoT platform-as-a-service (PaaS) specifically designed for manufacturers of mass-market consumer home goods, Prodea delivers three essential offerings: the IoT Service X-Change Platform, which enables the quick introduction of connected products into various global markets with minimal development effort; Insight™ Data Services, which furnishes vital insights based on user interaction and product usage analytics; and the EcoAdaptor™ Service, aimed at enhancing product value through smooth cloud-to-cloud integration and interoperability with a range of other products and services. Prodea has effectively supported its global brand partners in rolling out over 100 connected products, completing projects in an average timeframe of under six months across six continents. This impressive achievement is primarily due to the Prodea X5 Program, which seamlessly integrates with the three leading cloud services, empowering brands to evolve their systems both effectively and efficiently. Furthermore, this all-encompassing strategy guarantees that manufacturers can swiftly respond to shifting market demands while optimizing their connectivity potential. By providing such innovative solutions, Prodea positions itself as a frontrunner in the IoT landscape.

Employ a unified platform to facilitate seamless interaction among your asset, operational, and business data. Our solutions empower businesses across various industries to streamline operations, remove barriers, and accelerate value delivery by integrating both Physical (IoT/IIoT/OT) and Application (IT) data effectively. With our platform, organizations can securely ingest data from a multitude of disconnected systems, protocols, networks, and formats, including OT, IoT, IIoT, and business applications. Additionally, users can enrich contextual information, oversee metadata, perform transformations, and utilize data mapping to work with standardized data models and schemas. This comprehensive integration fosters the smooth flow of data to different endpoints, enhancing application and process logic, storage solutions, data analysis, and both physical and digital automation initiatives. Reekoh Accelerate™ is a standout hybrid integration platform that prioritizes data from both physical and digital assets equally. It provides users with a powerful and adaptable toolkit to manage devices and data, while also optimizing business workflows and automation processes to improve overall efficiency. By harnessing these advanced capabilities, organizations can truly unlock the maximum potential of their data assets and drive innovation forward. Ultimately, embracing such a platform can lead to transformative changes in how businesses operate and deliver value.

GO+ offers specialized development resources for service providers, enabling them to enhance their offerings for business customers effectively. The platform is engineered to manage a vast array of devices concurrently through sophisticated algorithms, allowing service providers to dedicate more time to the innovation of new services rather than grappling with development hurdles. Central to the platform is an analytical decision-making engine that employs Granular Computing for detailed data processing and complex event management. We harness cloud technology to integrate business logic from real devices directly into the cloud environment, providing a level of scalability that ensures cost-effective solutions. Furthermore, the platform's scripting engine provides developers with an extensive toolkit for creating highly tailored IoT services across a variety of sectors. Built on state-of-the-art cloud computing infrastructure, GO+ guarantees exceptional performance and reliability for its users. Ultimately, GO+ empowers service providers to drive innovation without the usual limitations tied to service development, fostering a new era of creativity and efficiency in the industry. This capability allows providers to remain competitive in a rapidly evolving market landscape.

Utilize Flonomics data analytics to unlock profound insights regarding your physical retail establishments. Our IoT technology for counting foot traffic achieves an impressive 98% accuracy, enabling the analysis of key metrics such as visitor traffic trends, occupancy rates, and entry point utilization, which empowers you to turn insights into effective strategies. Engaging with our analytical tools is crucial for understanding the inner workings of your business. Now is the moment to bolster your competitive advantage, as we have made available metrics that were historically reserved for online retailers, now applicable in brick-and-mortar contexts. Our intuitive dashboard delivers immediate access to essential data on any device, keeping you informed at all times. Completely web-based, our platform guarantees security and is accessible 24/7. The 98% accuracy of our customer counting technology builds trust among retailers, allowing them to translate data into impactful decisions. With sensors that are not only reliable but also simple to install, you can effortlessly gather the critical information needed to assess the performance of each of your locations effectively. Consequently, your business can adapt more swiftly to customer behaviors and fine-tune operations to maximize efficiency. By leveraging these insights, you’ll be better equipped to meet the demands of today’s retail landscape.

Foghub simplifies the merging of information technology (IT) and operational technology (OT), boosting data engineering and real-time insights right at the edge. With its intuitive, cross-platform framework featuring an open architecture, it adeptly manages industrial time-series data. By bridging crucial operational elements, such as sensors, devices, and systems, with business components like personnel, workflows, and applications, Foghub facilitates streamlined automated data collection and engineering processes, including transformations, in-depth analytics, and machine learning capabilities. The platform proficiently handles a wide variety of industrial data types, managing significant diversity, volume, and speed, while also accommodating numerous industrial network protocols, OT systems, and databases. Users can easily automate the collection of data related to production runs, batches, parts, cycle times, process parameters, asset health, utilities, consumables, and operator performance metrics. Designed for scalability, Foghub offers a comprehensive suite of features that allows for the effective processing and analysis of substantial data volumes, thereby enabling businesses to sustain peak performance and informed decision-making. As industries continue to adapt and the demand for data grows, Foghub stands out as an essential tool for realizing successful IT/OT integration, ensuring organizations can navigate the complexities of modern data landscapes. Ultimately, its capabilities can significantly enhance operational efficiency and drive innovation across various sectors.

Harness the power of your IoT data to generate significant business advantages while tackling the challenges presented by intricate distributed device and application ecosystems. Utilize Cisco Kinetic to establish secure links for your devices throughout the entire network landscape, spanning from the edge to the cloud. This innovative solution enables you to deploy computing capabilities wherever needed, allowing for the effective routing of data to applications that boost business success. Cisco Kinetic is comprised of two integrated modules designed to facilitate secure device connections and the processing, computation, and transmission of IoT data. By analyzing data within distributed nodes, you can make prompt decisions right where they matter, maximizing the efficiency of your network resources in the process. It is vital to ensure that relevant data from various connected devices is delivered to the appropriate cloud applications at the optimal time, adhering to the protocols set by data owners. Leveraging our extensive IoT portfolio allows for enhanced business outcomes, providing real-time secure connections among assets, applications, and data to foster transformative changes across diverse environments, whether they be conventional office settings or more rugged locations. This comprehensive strategy not only improves operational effectiveness but also equips your organization with the agility needed to navigate shifting market demands. Ultimately, embracing this approach can lead to sustainable growth and innovation in an ever-evolving landscape.

Atsuya Technologies was founded by a group of experienced software and hardware engineers in collaboration with marketing experts. Our eclectic team is composed of award-winning engineers holding US patents, who have significantly contributed to the design and execution of IoT solutions for major global corporations. With extensive expertise spanning multiple sectors and technologies, we enable our clients to embrace forward-thinking practices that go beyond conventional best practices. The talented individuals at Atsuya are committed to refining technology implementation to enhance return on investment, thereby increasing value for all parties involved. Our comprehensive solution provides continuous real-time monitoring of refrigerated storage units—encompassing products such as meat, dairy, pharmaceuticals, and biological materials—irrespective of whether they are kept in cold rooms, industrial freezers, or reefer trucks. By incorporating a mobile application coupled with advanced AI-driven data analytics, we effectively mitigate waste and quality issues, simplifying the processes of energy measurement, monitoring, and management, which leads to a notable boost in operational efficiency. This all-encompassing strategy guarantees that our clients can concentrate on their primary business functions while we take care of the intricate details of technology management, ensuring a seamless integration of innovation into their operations. Ultimately, our mission is to help businesses thrive by optimizing their technological frameworks and supporting them in achieving their strategic objectives.

As urbanization accelerates, it has increasingly become a daunting task for planners and city officials to establish intelligent, secure, and sustainable environments for both residents and workers. They are confronted with the urgent need to create more flexible and modern urban living and working spaces while navigating the limitations of finite resources. To effectively meet this challenge, city leaders must harness data from diverse Smart City 1.0 platforms to enhance services that promote sustainable lifestyles and stimulate economic development. The TCS Intelligent Urban Exchange™ (IUX) IoT Analytics for Smart Cities and Businesses is specifically tailored to support the economical implementation of smart IoT initiatives, providing a modular and insight-driven platform that offers innovative software solutions to tackle the intricacies of contemporary urban landscapes. This cloud-based solution integrates data from numerous domains, systems, and IoT devices, utilizing cutting-edge analytics to facilitate real-time decision-making processes. By leveraging these integrated capabilities, city officials can more adeptly address the evolving needs of their communities, ultimately enhancing the overall quality of life for all residents. Furthermore, this approach not only improves urban management but also paves the way for a more sustainable future in city development.

Infor's Internet of Things (IoT) platform enables secure and efficient collection of sensor data from various locations, effectively managing it at scale. By merging this sensor data with insights from Infor CloudSuite™ EAM, users can achieve improved asset health monitoring. This additional context greatly enhances the ability to identify anomalies, optimize workflows, improve reporting, and leverage data analytics in conjunction with machine learning methods. The sensor data gathered through Infor IoT is stored in the Infor Data Lake, which creates vast opportunities for a more thorough application of IoT data. Moreover, device data can be enriched with diverse attributes and metadata, leading to improved search functionality and enhanced device management capabilities. Users can observe telemetry in near real-time thanks to an advanced rule engine, while device templates facilitate a smoother setup and onboarding experience. The portal's architecture is crafted for scalability and includes a flexible rule editor that allows for specific conditions and actions, promoting customized automation and responsiveness. In summary, Infor IoT offers a comprehensive and powerful solution for the effective management and analysis of Internet of Things data. Furthermore, this platform empowers businesses to harness the full potential of their IoT initiatives, driving innovation and efficiency across various operations.

Phosphorus plays a crucial role in protecting the rapidly growing and often underappreciated enterprise IoT landscape. It provides thorough visibility down to individual device models and firmware versions, ensuring complete awareness of all embedded devices present within your network. Utilizing its patented technology, Phosphorus allows for effortless firmware updates and credential rotations for all IoT devices with a mere click. In contrast to traditional scanners that primarily identify vulnerabilities or require expensive Spanports, Phosphorus's scanner effectively locates all IP-enabled IoT devices on your network without interfering with their normal functions. By implementing our groundbreaking solutions, you can achieve strong protection for your enterprise while also enabling efficient IoT inventory audits. This approach not only guarantees compliance with relevant regulations and industry standards but also automates vital processes like policy enforcement and patch management, leading to significant cost savings. With these integrated features, Phosphorus not only bolsters security but also simplifies the overall management of IoT devices, ultimately helping organizations operate more efficiently.

C3 AI® Sensor Health ensures the seamless functioning of IoT devices and their associated network infrastructure during both the setup and operational stages. It enables users to visualize sensor statuses, monitor deployment progress, and identify geographic regions needing attention, all while offering a prioritized list of sensors flagged for health issues. By leveraging this platform, users can detect problems in sensor deployment, trace the causes of malfunctions, optimize field service operations, and anticipate future deployment enhancements. Maintaining precision, consistency, and current installation data across both source and cloud systems is essential for effective management. Moreover, the platform allows for continuous monitoring and analysis of the physical integrity, functionality, and communication capabilities of sensor devices, which significantly improves field service efficiency and problem resolution. Users can compare planned sensor installations with actual deployment and provisioning updates, as well as monitor operational challenges and trends related to devices, enabling them to prioritize service tasks effectively. The system also produces extensive analyses and consolidates findings through both standardized and tailored reports, encompassing aspects such as failure analysis and health evaluations, thereby providing crucial insights for informed decision-making. In addition, this comprehensive solution not only streamlines the management of IoT ecosystems but also fosters innovation in sensor technology and data utilization. Overall, C3 AI® Sensor Health significantly enhances the oversight and performance of interconnected device networks.