
The cost of maintaining a real-time system is frequently driven by the complexity of recovering state after an unexpected infrastructure failure. In the current technological landscape, businesses are increasingly obsessed with speed, often equating real-time data delivery with superior decision-making. Technologies such as Apache Kafka and AWS Kinesis have lowered the barrier to entry for streaming architectures, leading many organizations










