大数据解决方案
利用kafka的特性,进行削峰填谷,保证整个系统的健壮性,缺点是对系统的侵入性大,需要系统改造,目前方案是业务方进行改造,将数据放置在kafka中,下游使用flink进行消费,并最终推送到数据湖中.我这边首先需要部署一个kafka进行使用.
kafka选择
目前kafka已经进化到4.0.0版本,支持java17,但是我们国产化系统中自带java8,目前不准备切换版本,故使用kafka3.x的最后一个版本3.9.1
开始部署
配置文件准备
启动脚本
bash
#!/bin/bash
# Licensed to the Apache Software Foundation (ASF) under one or more
# contributor license agreements. See the NOTICE file distributed with
# this work for additional information regarding copyright ownership.
# The ASF licenses this file to You under the Apache License, Version 2.0
# (the "License"); you may not use this file except in compliance with
# the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
if [ $# -lt 1 ];
then
echo "USAGE: $0 [-daemon] server.properties [--override property=value]*"
exit 1
fi
base_dir=$(dirname $0)
if [ "x$KAFKA_LOG4J_OPTS" = "x" ]; then
export KAFKA_LOG4J_OPTS="-Dlog4j.configuration=file:$base_dir/../config/log4j.properties"
fi
if [ "x$KAFKA_HEAP_OPTS" = "x" ]; then
export KAFKA_HEAP_OPTS="-Xmx1G -Xms1G"
fi
EXTRA_ARGS=${EXTRA_ARGS-'-name kafkaServer -loggc'}
COMMAND=$1
case $COMMAND in
-daemon)
EXTRA_ARGS="-daemon "$EXTRA_ARGS
shift
;;
*)
;;
esac
# 添加server认证文件
export KAFKA_OPTS=" -Djava.security.auth.login.config=/data/kafka/config/kafka_server_jaas.conf"
exec $base_dir/kafka-run-class.sh $EXTRA_ARGS kafka.Kafka "$@"
server配置文件
bash
# Licensed to the Apache Software Foundation (ASF) under one or more
# contributor license agreements. See the NOTICE file distributed with
# this work for additional information regarding copyright ownership.
# The ASF licenses this file to You under the Apache License, Version 2.0
# (the "License"); you may not use this file except in compliance with
# the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
# This configuration file is intended for use in KRaft mode, where
# Apache ZooKeeper is not present.
#
############################# Server Basics #############################
# The role of this server. Setting this puts us in KRaft mode
process.roles=broker,controller
# The node id associated with this instance's roles
node.id=1
# The connect string for the controller quorum
controller.quorum.voters=1@localhost:19093
############################# Socket Server Settings #############################
# The address the socket server listens on.
# Combined nodes (i.e. those with `process.roles=broker,controller`) must list the controller listener here at a minimum.
# If the broker listener is not defined, the default listener will use a host name that is equal to the value of java.net.InetAddress.getCanonicalHostName(),
# with PLAINTEXT listener name, and port 9092.
# FORMAT:
# listeners = listener_name://host_name:port
# EXAMPLE:
# listeners = PLAINTEXT://your.host.name:9092
listeners=PLAINTEXT://:19092,SASL_PLAINTEXT://:19094,CONTROLLER://:19093
# Name of listener used for communication between brokers.
# Listener name, hostname and port the broker or the controller will advertise to clients.
security.inter.broker.protocol=PLAINTEXT
sasl.kerberos.service.name=kafka
sasl.mechanism.inter.broker.protocol=PLAIN
sasl.enabled.mechanisms=PLAIN
# If not set, it uses the value for "listeners".
advertised.listeners=PLAINTEXT://localhost:19092,SASL_PLAINTEXT://172.28.135.99:19094,CONTROLLER://localhost:19093
# A comma-separated list of the names of the listeners used by the controller.
# If no explicit mapping set in `listener.security.protocol.map`, default will be using PLAINTEXT protocol
# This is required if running in KRaft mode.
controller.listener.names=CONTROLLER
# Maps listener names to security protocols, the default is for them to be the same. See the config documentation for more details
listener.security.protocol.map=CONTROLLER:PLAINTEXT,PLAINTEXT:PLAINTEXT,SSL:SSL,SASL_PLAINTEXT:SASL_PLAINTEXT,SASL_SSL:SASL_SSL
# The number of threads that the server uses for receiving requests from the network and sending responses to the network
num.network.threads=3
# The number of threads that the server uses for processing requests, which may include disk I/O
num.io.threads=8
# The send buffer (SO_SNDBUF) used by the socket server
socket.send.buffer.bytes=102400
# The receive buffer (SO_RCVBUF) used by the socket server
socket.receive.buffer.bytes=102400
# The maximum size of a request that the socket server will accept (protection against OOM)
socket.request.max.bytes=104857600
############################# Log Basics #############################
# A comma separated list of directories under which to store log files
log.dirs=/data/kafka/logs
# The default number of log partitions per topic. More partitions allow greater
# parallelism for consumption, but this will also result in more files across
# the brokers.
num.partitions=1
# The number of threads per data directory to be used for log recovery at startup and flushing at shutdown.
# This value is recommended to be increased for installations with data dirs located in RAID array.
num.recovery.threads.per.data.dir=1
############################# Internal Topic Settings #############################
# The replication factor for the group metadata internal topics "__consumer_offsets" and "__transaction_state"
# For anything other than development testing, a value greater than 1 is recommended to ensure availability such as 3.
offsets.topic.replication.factor=1
transaction.state.log.replication.factor=1
transaction.state.log.min.isr=1
############################# Log Flush Policy #############################
# Messages are immediately written to the filesystem but by default we only fsync() to sync
# the OS cache lazily. The following configurations control the flush of data to disk.
# There are a few important trade-offs here:
# 1. Durability: Unflushed data may be lost if you are not using replication.
# 2. Latency: Very large flush intervals may lead to latency spikes when the flush does occur as there will be a lot of data to flush.
# 3. Throughput: The flush is generally the most expensive operation, and a small flush interval may lead to excessive seeks.
# The settings below allow one to configure the flush policy to flush data after a period of time or
# every N messages (or both). This can be done globally and overridden on a per-topic basis.
# The number of messages to accept before forcing a flush of data to disk
#log.flush.interval.messages=10000
# The maximum amount of time a message can sit in a log before we force a flush
#log.flush.interval.ms=1000
############################# Log Retention Policy #############################
# The following configurations control the disposal of log segments. The policy can
# be set to delete segments after a period of time, or after a given size has accumulated.
# A segment will be deleted whenever *either* of these criteria are met. Deletion always happens
# from the end of the log.
# The minimum age of a log file to be eligible for deletion due to age
log.retention.hours=168
# A size-based retention policy for logs. Segments are pruned from the log unless the remaining
# segments drop below log.retention.bytes. Functions independently of log.retention.hours.
#log.retention.bytes=1073741824
# The maximum size of a log segment file. When this size is reached a new log segment will be created.
log.segment.bytes=1073741824
# The interval at which log segments are checked to see if they can be deleted according
# to the retention policies
log.retention.check.interval.ms=300000
服务端密码配置
bash
KafkaServer {
org.apache.kafka.common.security.plain.PlainLoginModule required
username="admin"
password="123456"
user_admin="123456";
};
注意其中的user_admin指的是admin这个用户,而不是固定写法类似于user_[username]="[password]"
客户端连接脚本
bash
bootstrap.servers=172.28.135.99:19094
security.protocol=SASL_PLAINTEXT
sasl.mechanism=PLAIN
sasl.jaas.config=org.apache.kafka.common.security.plain.PlainLoginModule required username="admin" password="123456";
启动脚本
bash
/data/kafka/bin/kafka-server-start-sasl.sh -daemon /data/kafka/config/kraft/server_sasl.properties
注意这里配置文件不要用错了,我们没有使用zookeeper而是使用的kraft进行kafka集群的搭建
停止脚本
bash
/data/kafka/bin/kafka-server-stop.sh
topic操作
bash
# 创建topic
bin/kafka-topics.sh --create --topic test-topic --bootstrap-server=172.28.135.99:19094 --command-config=bin/kafka_client_jaas.conf
# 查看topic
bin/kafka-topics.sh --list --bootstrap-server=172.28.135.99:19094 --command-config=bin/kafka_client_jaas.conf
# 删除topic
bin/kafka-topics.sh --delete --bootstrap-server=172.28.135.99:19094 --command-config=bin/kafka_client_jaas.conf
其他
注意文件授权:chown -R kafka:kafka /data/kafka