Apache Kafka [17, 18], Amazon Kinesis Streams [19], and Twitter’s DistributedLog [20, 21] are log-based message brokers that work like this. Google Cloud Pub/Sub is architecturally similar but exposes a JMS-style API rather than a log abstraction [16]. Even though these message brokers write all messages to disk, they are able to achieve throughput of millions of messages per second by partitioning across multiple machines, and fault tolerance by replicating messages [22, 23].

