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Also, as we know, whenever new instance joins or leaves consumer group, Kafka triggers re-balancing and, until data is re-balanced, live event processing is stopped.
Before covering the main point of this post, let me first describe what we have built at TransferWise and why high availability is very important to us.
At TransferWise we are running multiple streaming server nodes and each streaming-server node handles multiple Kafka Streams instances for each product team.
Individual Kafka Streams instances which are dedicated to a specific product team has a dedicated application. In total teams generally have stream processing threads a.
Product teams require real-time updates of aggregated data in order to reach our goals of providing an instant money transfer experience for our customers.
Our standard SLA with them is usually:. To give you perspective, during the stress-testing, a Kafka Streams application with the same setup was able to process and aggregate 20, input data points per second.
So 10 second SLA under normal load sounded like a piece of cake. Unfortunately our SLA was not reached during a simple rolling upgrade of the streaming-server nodes and below I'll describe what happened.
At TransferWise we strongly believe in continuous delivery of our software and we usually release new versions of our services a couple of times a day.
Lets go over the example of simple rolling upgrade of the streaming application and see what happens during the release process.
Again, we must remember that:. The release process on a single streaming-server node usually takes eight to nine seconds.
During the release, Kafka Streams instances on a node get "gracefully rebooted". So, for a single node, the time needed to gracefully reboot the service is approximately eight to nine seconds.
Obviously, shutting down the Kafka Streams instance on a node triggers re-balancing of the consumer group and, since the data is partitioned, all the data that was responsibility of the instance that was shut down, must be rebalanced to the remaining active Kafka Streams instances belonging to the same application.
This includes all the state of the aggregated data calculations that were persisted on disk. Until this process is finished real-time events are not processed.
In order to reduce re-balancing duration for a Kafka Streams system, there is the concept of standby replicas, defined by a special configuration called num.
Standby replicas are shadow copies of a local state store. Select Plan. A few shows play with an ad break before and after the video.
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Destination Cluster. The destination cluster for the replica, where gateways are configured to allow source cluster to send updates.
Path to Replica. Replication State. Specify whether or not to start replication by choosing one of the following: Automatic Setup — Creates the stream on the destination cluster, registers the stream on the destination cluster as a replica, adds the current stream as an upstream source, copies the content of the current stream into the replica, and starts replication.
Multi-Master Setup. Available only with Automatic Setup Multi-master topology, in which there are two master-slave relationships, with each stream playing both the role of a master and a slave.
Client applications update both streams and each stream replicates updates to the other. Specifies whether Yes or not No to throttle replication operations.
Replicate Synchronously. Specifies whether replication is synchronous Yes or asynchronous No. The default value is asynchronous replication.
Encrypt On Wire. Specifies whether Yes or not No to enable on-wire encryption. By default, this is disabled No. If you enable on-wire encryption, the local cluster and any other cluster that is part of the replication process must be enabled for security.
Compress On Wire. Specifies the type of compression to use when replicating messages. All About Tully's IRL Role Model on 'Firefly Lane'. The Real Reason Cameran Eubanks Wimberly Left 'Southern Charm' Is Simple: "I Was Just Over It".
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