M

malicious-detection

恶意请求检测

4c0385cb add · by chunhua.zhang

Archived project! Repository is read-only

Mlicious Detection

Outline

Mlicious request detection based on http request access log.

Alt text

Deploy

How to restart hadoop cluster?

 ssh 172.31.80.213
 su spark
 /Data/hadoop/sbin/stop-all.sh
 /Data/hadoop/sbin/start-all.sh

Access Log

Access Log is generated by inteceptor at YOHO Gateway project. It logs every http request info, including client ip, user-agent, request params, http reponse status, etc. File name: /Data/logs/gateway/gateway_access.log @gateway File sample:

172.16.6.206|127.0.0.1|2017-03-28 14:29:15|GET|Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/56.0.2924.87 Safari/537.36|/gateway/operations/api/v5/resource/get|app_version=3.7.1.1510230001&client_secret=a89f86ce75e828a276e286bb3e343eb9&client_type=iphone&content_code=201504091403002&gender=2%2C3&limit=20&os_version=9.1&page=1&screen_size=375x667&uid=10166061&v=7|200|128
172.16.6.206|127.0.0.1|2017-03-28 14:29:16|GET|Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/56.0.2924.87 Safari/537.36|/gateway/operations/api/v5/resource/get|app_version=3.7.1.1510230001&client_secret=a89f86ce75e828a276e286bb3e343eb9&client_type=iphone&content_code=201504091403002&gender=2%2C3&limit=20&os_version=9.1&page=1&screen_size=375x667&uid=10166061&v=7|200|128
172.16.6.206|127.0.0.1|2017-03-28 14:29:16|GET|Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/56.0.2924.87 Safari/537.36|/gateway/operations/api/v5/resource/get|app_version=3.7.1.1510230001&client_secret=a89f86ce75e828a276e286bb3e343eb9&client_type=iphone&content_code=201504091403002&gender=2%2C3&limit=20&os_version=9.1&page=1&screen_size=375x667&uid=10166061&v=7|200|123
172.16.6.206|127.0.0.1|2017-03-28 14:29:17|GET|Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/56.0.2924.87 Safari/537.36|/gateway/operations/api/v5/resource/get|app_version=3.7.1.1510230001&client_secret=a89f86ce75e828a276e286bb3e343eb9&client_type=iphone&content_code=201504091403002&gender=2%2C3&limit=20&os_version=9.1&page=1&screen_size=375x667&uid=10166061&v=7|200|119

File Pattern: 本地IP|用户IP|当前时间|HTTP请求方式|User-Agent|请求标示|请求参数|HTTP响应码|请求处理时间

Spark streaming proccessing

Spark分析出如下结果: (统计周期支持5s、60s)

  • 单IP敏感接口QPS、敏感接口占比;
  • 单IP不同udid个数
  • 单IP中不存在udid个数,占比;

YOHOOPS分析:

  • IP是否在点击流上报的IP池中;

Top 100 IP QPS in 1 min

Given the table for Top QPS in 1 min. For example:

IP QPS
1.2.3.4 100
1.2.3.5 80

Top QPS IP Access Summary

Given the IPs ( in above table) Access summary, For example:

IP method QPS
1.2.3.4 app.passport.signinAES 100
1.2.3.4 app.passport.profile 80
1.2.3.5 app.passport.profile 30