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Hi Mo. You can use any MQTT client to build a device that integrates with IoT Core. However, AWS offers several device software options that include support for advanced features like shadows and jobs, so you don't have to build those from scratch. The main device software options of interest in your case will be the AWS IoT Device SDK for Embedded C and the AWS IoT Device SDK for C++.
The embedded C SDK is intended for resource-constrained micro-controllers, with KBs of RAM. It's a collection of very lean and highly portable C libraries, that you can use with FreeRTOS, other micro-kernels or on bare metal systems. The embedded C SDK libraries are also distributed with our FreeRTOS releases (FreeRTOS and the embedded C SDK sub-module the same libraries). You choose libraries a-la-carte, including only the libraries you need for the features you intend to use. Therefore you have a lot of control over the memory footprint. Ballpark code size of each library is published in the documentation. For example, for the coreMQTT library: https://www.freertos.org/mqtt/index.html
The embedded C SDK demos are intended to built and run on POSIX systems using OpenSSL. They are just for getting to know the libraries without embedded hardware. In the recently deprecated amazon-freertos repository you can find reference integrations for various partner embedded hardware.
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