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Due to push notifications being occasional batch jobs, they are less well-suited to a direct streaming integration between Confluent and Ably. Together, Confluent and Ably enable you to stream and process high volumes of data in your backend Kafka pipeline, and then broadcast messages in milliseconds to very high and quickly changing numbers of client devices at the network edge, in a fault-tolerant manner, without any update being delivered in the wrong order or more than once. This means that almost regardless of what technology you are using on the client side, Ably can help intermediate the flow of data between the Confluent Cloud backend and end users. You can have various microservices (like the Python one used in the demo for sending push notifications) querying, consuming, and acting on ksqlDB data. So this demo uses a Python microservice that queries ksqlDB via REST, and sends push notifications through Ably. But the demo should also serve as inspiration for building scalable, production-ready systems

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