Category: Best Practices

Introduction Widely adopted Internet of Things (IoT) communication standards for device-to-cloud and cloud-to-device are typically asynchronous, enabling event-driven patterns to ensure resilience, cost savings, and failure tolerance. However, customers across industries need to enable synchronous communication patterns to ensure time-critical logic in their edge devices. Automotive manufacturers, for example, want their connected vehicles to be […]

Introduction Developing an IoT device or client can be a significant undertaking. Development efforts, ranging from design, prototyping, testing, quality assurance and more, can take months, if not years. Improving the development velocity and agility is obviously attractive for product cost and time-to-market. However, any acceleration should not compromise on quality, and deliver a device […]

Introduction IoT applications are synonymous with the Publish / Subscribe (PubSub) model where distributed services communicate via event triggered messages. The PubSub model offers flexibility in design and is well suited to event-driven distributed IoT systems. However, this flexibility puts many design decisions in the hands of the developer that creates dependencies across systems, services […]

Introduction In the first part of this blog series Create insights by contextualizing industrial equipment data using AWS IoT SiteWise (Part 1) we focused on asset modelling and real-time analytics in AWS IoT SiteWise. We created a dashboard in AWS IoT SiteWise Monitor to get a real-time overview of our furnace heating cycles. But we […]

Introduction More and more customers in the manufacturing industry want to collect data from machines and robots located in different facilities into a centralized AWS cloud-based IoT data lake. But the data produced by industrial equipment is often raw data points like temperature and pressure time series. Feeding those raw data streams directly into your […]

Introduction The Internet of Things (IoT) ecosystem has evolved rapidly over the last several years with an explosion of connected devices and data. This has also resulted in a shift for some customers as they look to evolve and adapt their solutions to match their business needs, or simply transition away from less scalable and […]

Introduction Industrial digital transformation is driving changes to the Operational Technology (OT) landscape, making it more connected to the internet and IT systems and solutions. With OT/IT convergence, OT environments are leveraging more IT solutions to improve productivity and efficiency of production operations. Industrial customers can use AWS edge and cloud services to securely access […]

Introduction In connect vehicles applications, telemetry data is usually very extensive, containing structure and unstructured data. To send data over to the Cloud you can use Protocol Buffers (Protobuf – binary format). Protobuf provides the application with an efficient yet well structured compressing mechanism. The built-in protocol documentation makes data serialization and deserialization more manageable […]

Customers often manage multiple AWS accounts to separate their development, staging, and production environments. When deploying IoT workloads on AWS IoT Core, customers usually use unique X.509 certificates for identifying devices and certificate authorities (CAs) for validating the signature of device certificates during provisioning. In this blog, we will demonstrate how to use the newly […]

Introduction AWS IoT Greengrass V2 Development Kit Command-Line Interface (GDK CLI) was announced at AWS re:Invent 2021. With GDK CLI you can easily create AWS IoT Greengrass V2 components, flexibly define recipes, and publish these components to AWS IoT Greengrass V2. However, every time there is a change to the AWS Greengrass V2 component recipe, […]