Senior
Why can there be one consumer for multiple partitions and when should they be increased?
sobes.tech AI
Answer from AI
In message processing systems (e.g., Kafka), one consumer can be assigned to a single partition within a group, but overall, one consumer can be responsible for multiple partitions if there are fewer consumers than partitions. This occurs because each consumer in a group reads data from one or more partitions, but a partition cannot be read simultaneously by multiple consumers within the same group.
When to increase the number of consumers:
- If the message processing load increases and one consumer cannot handle the flow.
- To improve parallelism and processing speed.
- If the number of partitions increases to ensure load balancing.
It is important that the number of consumers does not exceed the number of partitions, otherwise some consumers will be idle.