四，引入Redis

4.1 实验环境说明

4.2 在logstash-Kibana上安装部署redis

1. #安装epel源
2. [root@Logstash-Kibana ~]# yum -y install epel-release
3. #利用yum安装redis
4. [root@Logstash-Kibana ~]# yum -y install redis
5. [root@Logstash-Kibana ~]# redis-server --version
6. Redis server v=3.2.12 sha=00000000:0 malloc=jemalloc-3.6.0 bits=64 build=3dc3425a3049d2ef
7. #修改redis配置文件
8. [root@Logstash-Kibana ~]# cp /etc/redis.conf{,.bak}
9. [root@Logstash-Kibana ~]# cat -n /etc/redis.conf.bak | sed -n ‘61p;480p‘
10. 61 bind 127.0.0.1
11. 480 # requirepass foobared
12. [root@Logstash-Kibana ~]# cat -n /etc/redis.conf | sed -n ‘61p;480p‘
13. 61 bind 0.0.0.0
14. 480 requirepass yunjisuan
15. #启动redis-server
16. [root@Logstash-Kibana ~]# systemctl start redis
17. [root@Logstash-Kibana ~]# netstat -antup | grep redis
18. tcp 0 0 0.0.0.0:6379 0.0.0.0:* LISTEN 15822/redis-server

4.3 在Web服务器上安装logstash

1. #yum安装jdk1.8
2. [root@WebServer ~]# yum -y install java-1.8.0-openjdk
3. #添加ELK的yum源文件
4. [root@WebServer ~]# vim /etc/yum.repos.d/elastic.repo
5. [root@WebServer ~]# cat /etc/yum.repos.d/elastic.repo
6. [elastic-6.x]
7. name=Elastic repository for 6.x packages
8. baseurl=https://artifacts.elastic.co/packages/6.x/yum
9. gpgcheck=1
10. gpgkey=https://artifacts.elastic.co/GPG-KEY-elasticsearch
11. enabled=1
12. autorefresh=1
13. type=rpm-md
14. #yum安装logstash和filebeat
15. [root@WebServer ~]# yum -y install logstash filebeat
16. #创建收集数据写入redis的logstash配置文件
17. [root@WebServer ~]# vim /etc/logstash/conf.d/logstash-to-redis.conf
18. [root@WebServer ~]# cat /etc/logstash/conf.d/logstash-to-redis.conf
19. input {
20. file {
21. path => ["/var/log/messages"]
22. type => "system"
23. tags => ["syslog","test"]
24. start_position => "beginning"
25. }
26. file {
27. path => ["/var/log/audit/audit.log"]
28. type => "system"
29. tags => ["auth","test"]
30. start_position => "beginning"
31. }
32. }
33. filter {
34. }
35. output {
36. redis {
37. host => ["192.168.200.194:6379"]
38. password => "yunjisuan"
39. db => "0"
40. data_type => "list"
41. key => "logstash"
42. }
43. }
44. #启动WebServer服务器上的logstash
45. [root@WebServer ~]# /usr/share/logstash/bin/logstash -f /etc/logstash/conf.d/logstash-to-redis.conf
46. #验证logstash是否成功将数据写入redis
47. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan info Keyspace
48. # Keyspace
49. db0:keys=1,expires=0,avg_ttl=0
50. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan scan 0
51. 1) "0"
52. 2) 1) "logstash"
53. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan lrange logstash 0 1
54. 1) "{\"host\":\"WebServer\",\"message\":\"Jul 3 03:50:54 localhost journal: Runtime journal is using 6.0M (max allowed 48.7M, trying to leave 73.0M free of 481.1M available \xe2\x86\x92 current limit 48.7M).\",\"type\":\"system\",\"@version\":\"1\",\"@timestamp\":\"2018-08-24T13:03:55.486Z\",\"path\":\"/var/log/messages\",\"tags\":[\"syslog\",\"test\"]}"
55. 2) "{\"host\":\"WebServer\",\"message\":\"type=DAEMON_START msg=audit(1530561057.301:6300): op=start ver=2.8.1 format=raw kernel=3.10.0-862.el7.x86_64 auid=4294967295 pid=625 uid=0 ses=4294967295 subj=system_u:system_r:auditd_t:s0 res=success\",\"type\":\"system\",\"@version\":\"1\",\"@timestamp\":\"2018-08-24T13:03:55.478Z\",\"path\":\"/var/log/audit/audit.log\",\"tags\":[\"auth\",\"test\"]}"
56. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen logstash
57. (integer) 9068

4.4 在logstash-kibana服务器上配置读取redis数据的logstash配置文件

1. #在Logstash-Kibana进行如下操作
2. [root@Logstash-Kibana ~]# vim /etc/logstash/conf.d/logstash-from-redis.conf
3. [root@Logstash-Kibana ~]# cat /etc/logstash/conf.d/logstash-from-redis.conf
4. input {
5. redis {
6. host => "192.168.200.194"
7. port => 6379
8. password => "yunjisuan"
9. db => "0"
10. data_type => "list"
11. key => "logstash"
12. }
13. }
14. filter {
15. }
16. output {
17. if [type] == "system" {
18. if [tags][0] == "syslog" {
19. elasticsearch {
20. hosts => ["http://192.168.200.191:9200","http://192.168.200.192:9200","http://192.168.200.193:9200"]
21. index => "logstash-mr_chen-syslog-%{+YYYY.MM.dd}"
22. }
23. stdout { codec => rubydebug }
24. }
25. else if [tags][0] == "auth" {
26. elasticsearch {
27. hosts => ["http://192.168.200.191:9200","http://192.168.200.192:9200","http://192.168.200.193:9200"]
28. index => "logstash-mr_chen-auth-%{+YYYY.MM.dd}"
29. }
30. stdout { codec => rubydebug }
31. }
32. }
33. }

4.5 在ES1上启动图形化ES插件，清空ES上所有的索引

1. [root@ES1 ~]# cd elasticsearch-head/
2. [root@ES1 elasticsearch-head]# npm run start
3. > elasticsearch-head@0.0.0 start /root/elasticsearch-head
4. > grunt server
5. >> Local Npm module "grunt-contrib-jasmine" not found. Is it installed?
6. Running "connect:server" (connect) task
7. Waiting forever...
8. Started connect web server on http://localhost:9100

4.6 在logstash-kibana服务器上启动logstash，并查看kibana

1. #启动logstash
2. [root@Logstash-Kibana ~]# /usr/share/logstash/bin/logstash -f /etc/logstash/conf.d/logstash-from-redis.conf
3. #查看redis的key情况
4. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan info Keyspace
5. # Keyspace
6. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen logstash
7. (integer) 0

我们神奇的发现redis里的key已经全部都没有了 
这是因为redis在这里充当的是一个轻量级消息队列 
写入redis的logstash是生产者模型 
读取redis的logstash是消费者模型

重新创建好索引后，如下图

查看elasticsearch里索引的数据大小

五，引入Filebeat

filebeat优点：轻量。缺点：不支持正则 
logstash优点：支持正则提取。缺点：比较重，依赖于java

5.1 在WebServer上yum安装filebeat

1. #安装filebeat
2. [root@WebServer ~]# yum -y install filebeat
3. #修改filebeat配置文件
4. [root@WebServer ~]# cp /etc/filebeat/filebeat.yml{,.bak}
5. [root@WebServer ~]# egrep -v "#|^$" /etc/filebeat/filebeat.yml.bak > /etc/filebeat/filebeat.yml
6. #将配置文件修改成如下
7. [root@WebServer ~]# vim /etc/filebeat/filebeat.yml
8. [root@WebServer ~]# cat /etc/filebeat/filebeat.yml
9. filebeat.inputs:
10. - type: log
11. paths:
12. - /var/log/messages
13. tags: ["syslog","test"]
14. fields:
15. type: system
16. fields_under_root: true
17. - type: log
18. paths:
19. - /var/log/audit/audit.log
20. tags: ["auth","test"]
21. fields:
22. type: system
23. fields_under_root: true
24. output.redis:
25. hosts: ["192.168.200.194"]
26. password: "yunjisuan"
27. key: "filebeat"
28. db: 0
29. datatype: list
30. #启动filebeat进行数据收集测试
31. [root@WebServer ~]# systemctl start filebeat
32. #查看logstash-kibana服务器中的redis是否有数据
33. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
34. (integer) 9109

利用图形化软件清空ES中的索引，再开启logstash读取redis数据写入ES

1. #修改logstash配置文件
2. [root@Logstash-Kibana ~]# vim /etc/logstash/conf.d/logstash-from-redis.conf
3. [root@Logstash-Kibana ~]# cat /etc/logstash/conf.d/logstash-from-redis.conf
4. input {
5. redis {
6. host => "192.168.200.194"
7. port => 6379
8. password => "yunjisuan"
9. db => "0"
10. data_type => "list"
11. key => "filebeat" #修改本行的读取的redis的key即可
12. }
13. }
14. filter {
15. }
16. output {
17. if [type] == "system" {
18. if [tags][0] == "syslog" {
19. elasticsearch {
20. hosts => ["http://192.168.200.191:9200","http://192.168.200.192:9200","http://192.168.200.193:9200"]
21. index => "logstash-mr_chen-syslog-%{+YYYY.MM.dd}"
22. }
23. stdout { codec => rubydebug }
24. }
25. else if [tags][0] == "auth" {
26. elasticsearch {
27. hosts => ["http://192.168.200.191:9200","http://192.168.200.192:9200","http://192.168.200.193:9200"]
28. index => "logstash-mr_chen-auth-%{+YYYY.MM.dd}"
29. }
30. stdout { codec => rubydebug }
31. }
32. }
33. }
34. #清空ES数据后，启动logstash读取redis数据
35. [root@Logstash-Kibana ~]# /usr/share/logstash/bin/logstash -f /etc/logstash/conf.d/logstash-from-redis.conf
36. #查看redis的key被消费情况
37. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
38. (integer) 8359
39. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
40. (integer) 8109
41. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
42. (integer) 7984
43. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
44. (integer) 7859
45. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
46. (integer) 7359
47. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
48. (integer) 5234
49. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
50. (integer) 4484
51. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
52. (integer) 3734
53. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
54. (integer) 2984
55. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
56. (integer) 2484
57. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
58. (integer) 1984
59. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
60. (integer) 1609
61. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
62. (integer) 984
63. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
64. (integer) 0
65. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
66. (integer) 0

六，生产应用案例（Filebeat+Redis+ELK）

6.1 收集Nginx日志

6.1.1 部署nginxWeb

1. [root@WebServer ~]# yum -y install pcre-devel openssl-devel
2. [root@WebServer ~]# tar xf nginx-1.10.2.tar.gz -C /usr/src/
3. [root@WebServer ~]# cd /usr/src/nginx-1.10.2/
4. [root@WebServer nginx-1.10.2]# useradd -s /sbin/nologin -M nginx
5. [root@WebServer nginx-1.10.2]# ./configure --user=nginx --group=nginx --prefix=/usr/local/nginx --with-http_stub_status_module --with-http_ssl_module
6. [root@WebServer nginx-1.10.2]# make && make install
7. [root@WebServer nginx-1.10.2]# ln -s /usr/local/nginx/sbin/* /usr/local/sbin/
8. [root@WebServer nginx-1.10.2]# which nginx
9. /usr/local/sbin/nginx
10. [root@WebServer nginx-1.10.2]# nginx -v
11. nginx version: nginx/1.10.2
12. [root@WebServer ~]# cd /usr/local/nginx/
13. [root@WebServer nginx]# egrep -v "#|^$" conf/nginx.conf.default > conf/nginx.conf
14. [root@WebServer nginx]# vim conf/nginx.conf
15. [root@WebServer nginx]# cat conf/nginx.conf
16. worker_processes 1;
17. events {
18. worker_connections 1024;
19. }
20. http {
21. include mime.types;
22. default_type application/octet-stream;
23. log_format main ‘$remote_addr - $remote_user [$time_local] "$request" ‘
24. ‘$status $body_bytes_sent "$http_referer" ‘
25. ‘"$http_user_agent" "$http_x_forwarded_for"‘;
26. log_format json ‘{ "@timestamp":"$time_iso8601", ‘
27. ‘"remote_addr":"$remote_addr",‘
28. ‘"remote_user":"$remote_user",‘
29. ‘"body_bytes_sent":"$body_bytes_sent",‘
30. ‘"request_time":"$request_time",‘
31. ‘"status":"$status",‘
32. ‘"request_uri":"$request_uri",‘
33. ‘"request_method":"$request_method",‘
34. ‘"http_referer":"$http_referer",‘
35. ‘"body_bytes_sent":"$body_bytes_sent",‘
36. ‘"http_x_forwarded_for":"$http_x_forwared_for",‘
37. ‘"http_user_agent":"$http_user_agent"}‘;
38. access_log logs/access_main.log main; #开启main格式访问日志记录
39. access_log logs/access_json.log json; #开启json格式访问日志记录
40. sendfile on;
41. keepalive_timeout 65;
42. server {
43. listen 80;
44. server_name www.yunjisuan.com;
45. location / {
46. root html/www;
47. index index.html index.htm;
48. }
49. }
50. }
51. [root@WebServer nginx]# mkdir -p html/www
52. [root@WebServer nginx]# echo "welcome to yunjisuan" > html/www/index.html
53. [root@WebServer nginx]# cat html/www/index.html
54. welcome to yunjisuan
55. [root@WebServer nginx]# /usr/local/nginx/sbin/nginx
56. [root@WebServer nginx]# netstat -antup | grep nginx
57. tcp 0 0 0.0.0.0:80 0.0.0.0:* LISTEN 14716/nginx: master
58. [root@WebServer nginx]# curl 192.168.200.195
59. welcome to yunjisuan
60. [root@WebServer nginx]# curl 192.168.200.195
61. welcome to yunjisuan
62. [root@WebServer nginx]# cat logs/access_main.log #查看main格式访问日志
63. 192.168.200.195 - - [25/Aug/2018:23:42:44 +0800] "GET / HTTP/1.1" 200 21 "-" "curl/7.29.0" "-"
64. 192.168.200.195 - - [25/Aug/2018:23:42:45 +0800] "GET / HTTP/1.1" 200 21 "-" "curl/7.29.0" "-"
65. [root@WebServer nginx]# cat logs/access_json.log #查看json格式访问日志
66. { "@timestamp":"2018-08-25T23:42:44+08:00", "remote_addr":"192.168.200.195","remote_user":"-","body_bytes_sent":"21","request_time":"0.000","status":"200","request":"GET / HTTP/1.1","request_method":"GET","http_referer":"-","body_bytes_sent":"21","http_x_forwarded_for":"-","http_user_agent":"curl/7.29.0"}
67. { "@timestamp":"2018-08-25T23:42:45+08:00", "remote_addr":"192.168.200.195","remote_user":"-","body_bytes_sent":"21","request_time":"0.000","status":"200","request":"GET / HTTP/1.1","request_method":"GET","http_referer":"-","body_bytes_sent":"21","http_x_forwarded_for":"-","http_user_agent":"curl/7.29.0"}

6.1.2 修改WebServer服务器上的filebeat配置文件

1. #filebeat配置文件修改成如下所示
2. [root@WebServer nginx]# cat /etc/filebeat/filebeat.yml
3. filebeat.inputs:
4. - type: log
5. paths:
6. - /usr/local/nginx/logs/access_json.log #收集json格式的访问日志
7. tags: ["access"]
8. fields:
9. app: www
10. type: nginx-access-json
11. fields_under_root: true
12. - type: log
13. paths:
14. - /usr/local/nginx/logs/access_main.log #收集main格式的访问日志
15. tags: ["access"]
16. fields:
17. app: www
18. type: nginx-access
19. fields_under_root: true
20. - type: log
21. paths:
22. - /usr/local/nginx/logs/error.log #收集错误日志
23. tags: ["error"]
24. fields:
25. app: www
26. type: nginx-error
27. fields_under_root: true
28. output.redis: #输出到redis
29. hosts: ["192.168.200.194"]
30. password: "yunjisuan"
31. key: "filebeat"
32. db: 0
33. datatype: list
34. #启动filebeat
35. [root@WebServer nginx]# systemctl start filebeat
36. #查看logstash-kibana服务器上redis储存的key
37. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
38. (integer) 7

6.1.3 修改logstash-kibana服务器上logstash的配置文件

1. #logstash配置文件修改成如下所示
2. [root@Logstash-Kibana ~]# vim /etc/logstash/conf.d/logstash-from-redis.conf
3. [root@Logstash-Kibana ~]# cat /etc/logstash/conf.d/logstash-from-redis.conf
4. input {
5. redis {
6. host => "192.168.200.194"
7. port => 6379
8. password => "yunjisuan"
9. db => "0"
10. data_type => "list"
11. key => "filebeat"
12. }
13. }
14. filter {
15. if [app] == "www" { #如果日志项目名称是www
16. if [type] == "nginx-access-json" { #如果是json类型的数据
17. json {
18. source => "message" #将源为message的json格式数据进行解析
19. remove_field => ["message"] #移除message字段
20. }
21. geoip {
22. source => "remote_addr" #针对remote_addr的数据进行来源解析
23. target => "geoip" #将解析结果输出到geoip字段中
24. database => "/opt/GeoLite2-City.mmdb" #geoip的解析库文件位置
25. add_field => ["[geoip][coordinates]","%{[geoip][longitude]}"] #添加列表格式字段数据
26. add_field => ["[geoip][coordinates]","%{[geoip][latitude]}"] #添加列表格式字段数据
27. }
28. mutate {
29. convert => ["[geoip][coordinates]","float"] #将列表格式转换成字符串格式
30. }
31. }
32. if [type] == "nginx-access" { #如果是main格式类型数据
33. grok {
34. match => {
35. "message" => ‘(?<client>[0-9.]+).*‘ #从message中抓取client字段数据
36. }
37. }
38. geoip {
39. source => "client" #对client字段数据进行来源解析
40. target => "geoip"
41. database => "/opt/GeoLite2-City.mmdb"
42. add_field => ["[geoip][coordinates]","%{[geoip][longitude]}"]
43. add_field => ["[geoip][coordinates]","%{[geoip][latitude]}"]
44. }
45. mutate {
46. convert => ["[geoip][coordinates]","float"]
47. }
48. }
49. }
50. }
51. output {
52. elasticsearch {
53. hosts => ["http://192.168.200.191:9200","http://192.168.200.192:9200","http://192.168.200.193:9200"]
54. index => "logstash-mr_chen-%{type}-%{+YYYY.MM.dd}" #根据type变量的值的不同写入不同的索引
55. }
56. stdout { codec => rubydebug }
57. }
58. #启动logstash进程
59. [root@Logstash-Kibana ~]# /usr/share/logstash/bin/logstash -f /etc/logstash/conf.d/logstash-from-redis.conf
60. #查看redis的key的消费情况
61. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
62. (integer) 0

6.1.4 创建kibana的索引

在kibana上关联索引，进行数据收集的展示

6.2 收集Java堆栈日志

6.2.1 部署tomcat

1. [root@WebServer ~]# wget http://mirror.bit.edu.cn/apache/tomcat/tomcat-8/v8.5.33/bin/apache-tomcat-8.5.33.tar.gz
2. [root@WebServer ~]# tar xf apache-tomcat-8.5.33.tar.gz -C /usr/local/
3. [root@WebServer ~]# mv /usr/local/apache-tomcat-8.5.33 /usr/local/tomcat
4. [root@WebServer ~]# /usr/local/tomcat/bin/startup.sh
5. Using CATALINA_BASE: /usr/local/tomcat
6. Using CATALINA_HOME: /usr/local/tomcat
7. Using CATALINA_TMPDIR: /usr/local/tomcat/temp
8. Using JRE_HOME: /usr
9. Using CLASSPATH: /usr/local/tomcat/bin/bootstrap.jar:/usr/local/tomcat/bin/tomcat-juli.jar
10. Tomcat started.
11. [root@WebServer ~]# tail -f /usr/local/tomcat/logs/catalina.out #查看日志
12. 26-Aug-2018 11:53:53.432 信息 [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deployment of web application directory [/usr/local/tomcat/webapps/docs] has finished in [22] ms
13. 26-Aug-2018 11:53:53.432 信息 [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deploying web application directory [/usr/local/tomcat/webapps/examples]
14. 26-Aug-2018 11:53:53.717 信息 [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deployment of web application directory [/usr/local/tomcat/webapps/examples] has finished in [285] ms
15. 26-Aug-2018 11:53:53.718 信息 [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deploying web application directory [/usr/local/tomcat/webapps/host-manager]
16. 26-Aug-2018 11:53:53.742 信息 [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deployment of web application directory [/usr/local/tomcat/webapps/host-manager] has finished in [24] ms
17. 26-Aug-2018 11:53:53.742 信息 [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deploying web application directory [/usr/local/tomcat/webapps/manager]
18. 26-Aug-2018 11:53:53.764 信息 [localhost-startStop-1] org.apache.catalina.startup.HostConfig.deployDirectory Deployment of web application directory [/usr/local/tomcat/webapps/manager] has finished in [22] ms
19. 26-Aug-2018 11:53:53.778 信息 [main] org.apache.coyote.AbstractProtocol.start Starting ProtocolHandler ["http-nio-8080"]
20. 26-Aug-2018 11:53:53.796 信息 [main] org.apache.coyote.AbstractProtocol.start Starting ProtocolHandler ["ajp-nio-8009"]
21. 26-Aug-2018 11:53:53.800 信息 [main] org.apache.catalina.startup.Catalina.start Server startup in 903 ms

用浏览器访问tomcat

6.2.2 配置filebeat收集日志

catalina.out就是tomcat的堆栈日志

1. #catalina.out的堆栈报错示例
2. 2018-08-26 13:20:08
3. [ERROR]-[Thread: Druid-ConnectionPool-Create-1090484466]-[com.alibaba.druid.pool.DruidDataSource$CreateConnectionThread.run()]: create connection error, url: jdbc:mysql://localhost:3306/jpress?useUnicode=true&characterEncoding=utf8&zeroDateTimeBehavior=convertToNull, errorCode 0, state 08S01
4. com.mysql.jdbc.exceptions.jdbc4.CommunicationsException: Communications link failure
5. The last packet sent successfully to the server was 0 milliseconds ago. The driver has not received any packets from the server.
6. at sun.reflect.GeneratedConstructorAccessor25.newInstance(Unknown Source)
7. at sun.reflect.DelegatingConstructorAccessorImpl.newInstance(DelegatingConstructorAccessorImpl.java:45)
8. at java.lang.reflect.Constructor.newInstance(Constructor.java:423)
9. at com.mysql.jdbc.Util.handleNewInstance(Util.java:411)
10. at com.mysql.jdbc.SQLError.createCommunicationsException(SQLError.java:1117)
11. at com.mysql.jdbc.MysqlIO.<init>(MysqlIO.java:350)
12. at com.mysql.jdbc.ConnectionImpl.coreConnect(ConnectionImpl.java:2393)
13. at com.mysql.jdbc.ConnectionImpl.connectOneTryOnly(ConnectionImpl.java:2430)
14. at com.mysql.jdbc.ConnectionImpl.createNewIO(ConnectionImpl.java:2215)
15. at com.mysql.jdbc.ConnectionImpl.<init>(ConnectionImpl.java:813)
16. at com.mysql.jdbc.JDBC4Connection.<init>(JDBC4Connection.java:47)
17. at sun.reflect.GeneratedConstructorAccessor22.newInstance(Unknown Source)
18. at sun.reflect.DelegatingConstructorAccessorImpl.newInstance(DelegatingConstructorAccessorImpl.java:45)
19. at java.lang.reflect.Constructor.newInstance(Constructor.java:423)
20. at com.mysql.jdbc.Util.handleNewInstance(Util.java:411)
21. at com.mysql.jdbc.ConnectionImpl.getInstance(ConnectionImpl.java:399)
22. at com.mysql.jdbc.NonRegisteringDriver.connect(NonRegisteringDriver.java:334)
23. at com.alibaba.druid.filter.FilterChainImpl.connection_connect(FilterChainImpl.java:148)
24. at com.alibaba.druid.filter.stat.StatFilter.connection_connect(StatFilter.java:211)
25. at com.alibaba.druid.filter.FilterChainImpl.connection_connect(FilterChainImpl.java:142)
26. at com.alibaba.druid.pool.DruidAbstractDataSource.createPhysicalConnection(DruidAbstractDataSource.java:1423)
27. at com.alibaba.druid.pool.DruidAbstractDataSource.createPhysicalConnection(DruidAbstractDataSource.java:1477)
28. at com.alibaba.druid.pool.DruidDataSource$CreateConnectionThread.run(DruidDataSource.java:2001)
29. Caused by: java.net.ConnectException: 拒绝连接 (Connection refused)
30. at java.net.PlainSocketImpl.socketConnect(Native Method)
31. at java.net.AbstractPlainSocketImpl.doConnect(AbstractPlainSocketImpl.java:350)
32. at java.net.AbstractPlainSocketImpl.connectToAddress(AbstractPlainSocketImpl.java:206)
33. at java.net.AbstractPlainSocketImpl.connect(AbstractPlainSocketImpl.java:188)
34. at java.net.SocksSocketImpl.connect(SocksSocketImpl.java:392)
35. at java.net.Socket.connect(Socket.java:589)
36. at java.net.Socket.connect(Socket.java:538)
37. at java.net.Socket.<init>(Socket.java:434)
38. at java.net.Socket.<init>(Socket.java:244)
39. at com.mysql.jdbc.StandardSocketFactory.connect(StandardSocketFactory.java:257)
40. at com.mysql.jdbc.MysqlIO.<init>(MysqlIO.java:300)
41. ... 17 more
42. #修改filebeat配置文件加入对tomcat的堆栈报错的数据收集
43. [root@WebServer ~]# cat /etc/filebeat/filebeat.yml
44. filebeat.inputs:
45. - type: log
46. paths:
47. - /usr/local/nginx/logs/access_json.log
48. tags: ["access"]
49. fields:
50. app: www
51. type: nginx-access-json
52. fields_under_root: true
53. - type: log
54. paths:
55. - /usr/local/nginx/logs/access_main.log
56. tags: ["access"]
57. fields:
58. app: www
59. type: nginx-access
60. fields_under_root: true
61. - type: log
62. paths:
63. - /usr/local/nginx/logs/error.log
64. tags: ["error"]
65. fields:
66. app: www
67. type: nginx-error
68. fields_under_root: true
69. - type: log
70. paths:
71. - /usr/local/tomcat/logs/catalina.out
72. tags: ["tomcat"]
73. fields:
74. app: www
75. type: tomcat-catalina
76. fields_under_root: true
77. multiline:
78. pattern: ‘^\[‘
79. negate: true
80. match: after
81. output.redis:
82. hosts: ["192.168.200.194"]
83. password: "yunjisuan"
84. key: "filebeat"
85. db: 0
86. datatype: list
87. #启动filebeat
88. [root@WebServer ~]# systemctl start filebeat
89. #查看redis的数据队列数
90. [root@Logstash-Kibana ~]# redis-cli -a yunjisuan llen filebeat
91. (integer) 11
92. #启动logstash-kibana服务器下的logstash进程
93. [root@Logstash-Kibana ~]# /usr/share/logstash/bin/logstash -f /etc/logstash/conf.d/logstash-from-redis.conf

6.2.3 创建kibana的索引展示

6.3 Kibana可视化和仪表盘

在nginx访问日志的main格式中，模拟些不同的访问IP

1. 113.108.182.52
2. 123.150.187.130
3. 203.186.145.250
4. 114.80.166.240
5. 119.147.146.189
6. 58.89.67.152
7. [root@WebServer nginx]# a=‘58.89.67.152 - - [26/Aug/2018:14:17:33 +0800] "GET / HTTP/1.1" 200 21 "-" "curl/7.29.0" "-"‘
8. [root@WebServer nginx]# for i in `seq 50`;do echo $a >> /usr/local/nginx/logs/access_main.log ;done

6.3.1 PV/IP

统计pv其实就是统计单位时间内的访问量

统计IP其实就是统计去重复以后的访问IP数

6.3.2 用户地理位置分布

企业级日志分析平台（十一）：ELKStack之生产案例（下）

原文：https://www.cnblogs.com/linyaonie/p/11231186.html