message queues when do they become a bottleneck

hey everyone, ive been working with Kafka quite a bit lately and were seeing some interesting throughput issues. Were thinking about partitioning strategies and scaling consumers, but im curious about when message queues themselves start to become the bottleneck in a system. Are there common patterns or anti-patterns that lead to this? Curious to hear your war stories or best practices!