Kafka
- By Canonical Data Platform
- Databases
Channel | Revision | Published | Runs on |
---|---|---|---|
3/stable | 156 | 27 Feb 2024 | |
3/candidate | 156 | 27 Feb 2024 | |
3/beta | 156 | 27 Feb 2024 | |
3/edge | 180 | 19 Aug 2024 |
juju deploy kafka --channel 3/stable
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Platform:
Performance tuning
This section contains some suggested values to get a better performance from Charmed Kafka.
Virtual memory handling (recommended)
Kafka brokers make heavy use of the OS page cache to maintain performance. They never normally explicitly issue a command to ensure messages have been persisted to disk (sync
), relying instead on the underlying OS to ensure that larger chunks (pages) of data are persisted from the page cache to the disk when the OS deems it efficient and/or necessary to do so. As such, there is a range of runtime kernel parameter tuning that is recommended to set on machines running Kafka to improve performance.
To configure these settings, one can write them to /etc/sysctl.conf
using sudo echo $SETTING >> /etc/sysctl.conf
. Note that the settings shown below are simply sensible defaults that may not apply to every workload:
# ensures low likelihood of memory being assigned to swap-space rather than drop pages from the page cache
vm.swappiness=1
# higher ratio results in less frequent disk flushes and better disk I/O performance
vm.dirty_ratio=80
vm.dirty_background_ratio=5
Memory maps (recommended)
Each Kafka log segment requires an index
file and a timeindex
file, both requiring one map area. The default OS maximum number of memory map areas a process can have is set by vm.max_map_count=65536
. For production deployments with a large number of partitions and log-segments, it is likely to exceed the maximum OS limit.
It is recommended to set the mmap number sufficiently higher than the number of memory mapped files. This can also be written to /etc/sysctl.conf
:
vm.max_map_count=<new_mmap_value>
File descriptors (recommended)
Kafka uses file descriptors for log segments and open connections. If a broker hosts many partitions, keep in mind that the broker requires at least (number_of_partitions)*(partition_size/segment_size)
file descriptors to track all the log segments and number of connections.
To configure those limits, update the values and add the following to /etc/security/limits.d/root.conf
:
#<domain> <type> <item> <value>
root soft nofile 262144
root hard nofile 1024288
Networking (optional)
If you are expecting a large amount of network traffic, kernel parameter tuning may help meet that expected demand. These can also be written to /etc/sysctl.conf
:
# default send socket buffer size
net.core.wmem_default=
# default receive socket buffer size
net.core.rmem_default=
# maximum send socket buffer size
net.core.wmem_max=
# maximum receive socket buffer size
net.core.rmem_max=
# memory reserved for TCP send buffers
net.ipv4.tcp_wmem=
# memory reserved for TCP receive buffers
net.ipv4.tcp_rmem=
# TCP Window Scaling option
net.ipv4.tcp_window_scaling=
# maximum number of outstanding TCP connection requests
net.ipv4.tcp_max_syn_backlog=
# maximum number of queued packets on the kernel input side (useful to deal with spike of network requests).
net.core.netdev_max_backlog=