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一、springboot项目集成大众点评cat

發布時間：2023/12/8 编程问答 31 豆豆

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一、什么是CAT

1.cat簡介

Cat是基于Java開發的實時應用監控平臺，為美團點評提供了全面的實時監控告警服務
? CAT作為服務端項目基礎組件，提供了java, c/c++, node, python, go等多語言客戶端，已經在美團點評的基礎架構中間件框架（MVC框架，RPC框架，數據庫框架，緩存框架等，消息隊列，配置系統等）深度集成，為美團點評各業務線提供系統豐富的性能指標、健康狀況、實時告警等。
? CAT很大的優勢是它是一個實時系統，CAT大部分系統是分鐘級統計，但是從數據生成到服務端處理結束是秒級別，秒級定義是48分鐘40秒，基本上看到48分鐘38秒數據，整體報表的統計粒度是分鐘級；第二個優勢，監控數據是全量統計，客戶端預計算；鏈路數據是采樣計算。

2.Cat的產品價值

? 減少線上問題的發現時間
? 減少問題故障的定位時間
? 輔助應用程序的優化工具

3.Cat的優勢

? 實時處理：信息的價值會隨時間銳減，尤其是事故處理過程中。
? 全量數據：最開始的設計目標就是全量采集，全量的好處有很多。
? 高可用：所有應用都倒下了，需要監控還站著，并告訴工程師發生了什么，做到故障還原和問題定位。
? 故障容忍：CAT 本身故障不應該影響業務正常運轉，CAT 掛了，應用不該受影響，只是監控能力暫時減弱。
? 高吞吐：要想還原真相，需要全方位地監控和度量，必須要有超強的處理吞吐能力。
? 可擴展：支持分布式、跨 IDC 部署，橫向擴展的監控系統。

4.CAT支持的監控消息類型包括

? Transaction 適合記錄跨越系統邊界的程序訪問行為,比如遠程調用，數據庫調用，也適合執行時間較長的業務邏輯監控，Transaction用來記錄一段代碼的執行時間和次數。
? Event 用來記錄一件事發生的次數，比如記錄系統異常，它和transaction相比缺少了時間的統計，開銷比transaction要小。
? Heartbeat 表示程序內定期產生的統計信息, 如CPU%, MEM%, 連接池狀態, 系統負載等。
? Metric 用于記錄業務指標、指標可能包含對一個指標記錄次數、記錄平均值、記錄總和，業務指標最低統計粒度為1分鐘。

二、cat客戶端的集成步驟：

1.在需要被監控的項目里引入cat-client 的meven依賴：

<dependency><groupId>com.dianping.cat</groupId><artifactId>cat-client</artifactId><version>3.0.0</version></dependency>

2.引入cat的核心過濾器：

package com.kye.map.ucenter.controller;import com.dianping.cat.servlet.CatFilter; import org.springframework.boot.web.servlet.FilterRegistrationBean; import org.springframework.context.annotation.Bean; import org.springframework.context.annotation.Configuration;/*** Description:cat的的核心過濾器* * Date: 2018/10/24 15:34**/ @Configuration public class CatFilterConfigure {@Beanpublic FilterRegistrationBean catFilter() {FilterRegistrationBean registration = new FilterRegistrationBean();CatFilter filter = new CatFilter();registration.setFilter(filter);registration.addUrlPatterns("/*");registration.setName("cat-filter");registration.setOrder(1);return registration;} }

引入這個以后cat項目就能監控到你訪問的url

3.在需要被監控的項目建立如下結構：

app.name=ucenter 這個必須有，cat服務端必須通過這個找到相應的項目

4.需要在你的項目的根目錄建立如下結構的文件夾：

client.xml內容如下：

<?xml version="1.0" encoding="utf-8"?><config mode="client" xmlns:xsi="http://www.w3.org/2001/XMLSchema" xsi:noNamespaceSchemaLocation="config.xsd"><servers><server ip="10.10.242.9" port="2280" http-port="8080" /></servers> </config>

cat項目的日志目錄:
）如果項目啟動出問題，或者cat監控不到自己的項目，可以看看這里的日志）

5．集成mybatis攔截器（目前只能攔截到增刪改）

package com.kye.map.ucenter.config;import com.alibaba.druid.pool.DruidDataSource; import com.dianping.cat.Cat; import com.dianping.cat.message.Message; import com.dianping.cat.message.Transaction; import org.apache.commons.dbcp.BasicDataSource; import org.apache.commons.logging.Log; import org.apache.commons.logging.LogFactory; import org.apache.ibatis.executor.Executor; import org.apache.ibatis.mapping.BoundSql; import org.apache.ibatis.mapping.MappedStatement; import org.apache.ibatis.mapping.ParameterMapping; import org.apache.ibatis.mapping.SqlCommandType; import org.apache.ibatis.plugin.*; import org.apache.ibatis.reflection.MetaObject; import org.apache.ibatis.session.Configuration; import org.apache.ibatis.session.ResultHandler; import org.apache.ibatis.session.RowBounds; import org.apache.ibatis.type.TypeHandlerRegistry; import org.mybatis.spring.transaction.SpringManagedTransaction; import org.springframework.jdbc.datasource.lookup.AbstractRoutingDataSource; import org.springframework.util.ReflectionUtils;import java.lang.reflect.Field; import java.lang.reflect.Method; import java.text.DateFormat; import java.util.*; import java.util.concurrent.ConcurrentHashMap; import java.util.regex.Matcher;/** * 對MyBatis進行攔截，添加Cat監控 * 目前僅支持RoutingDataSource和Druid組合配置的數據源 * * @author Steven */@Intercepts({@Signature(method = "query", type = Executor.class, args = {MappedStatement.class, Object.class, RowBounds.class,ResultHandler.class }),@Signature(method = "update", type = Executor.class, args = { MappedStatement.class, Object.class }) }) public class CatMybatisPlugin implements Interceptor {private static Log logger = LogFactory.getLog(CatMybatisPlugin.class);//緩存，提高性能private static final Map<String, String> sqlURLCache = new ConcurrentHashMap<String, String>(256);private static final String EMPTY_CONNECTION = "jdbc:mysql://localhost:3306/%s?useUnicode=true";private Executor target;@Overridepublic Object intercept(Invocation invocation) throws Throwable {MappedStatement mappedStatement = (MappedStatement) invocation.getArgs()[0];//得到類名，方法String[] strArr = mappedStatement.getId().split("\\.");String methodName = strArr[strArr.length - 2] + "." + strArr[strArr.length - 1];Transaction t = Cat.newTransaction("SQL", methodName);//得到sql語句Object parameter = null;if(invocation.getArgs().length > 1){parameter = invocation.getArgs()[1];}BoundSql boundSql = mappedStatement.getBoundSql(parameter);Configuration configuration = mappedStatement.getConfiguration();String sql = showSql(configuration, boundSql);//獲取SQL類型SqlCommandType sqlCommandType = mappedStatement.getSqlCommandType();Cat.logEvent("SQL.Method", sqlCommandType.name().toLowerCase(), Message.SUCCESS, sql);String s = this.getSQLDatabase();Cat.logEvent("SQL.Database", s);Object returnObj = null;try {returnObj = invocation.proceed();t.setStatus(Transaction.SUCCESS);} catch (Exception e) {t.setStatus(e);Cat.logError(e);} finally {t.complete();}return returnObj;}private javax.sql.DataSource getDataSource() {org.apache.ibatis.transaction.Transaction transaction = this.target.getTransaction();if (transaction == null) {logger.error(String.format("Could not find transaction on target [%s]", this.target));return null;}if (transaction instanceof SpringManagedTransaction) {String fieldName = "dataSource";Field field = ReflectionUtils.findField(transaction.getClass(), fieldName, javax.sql.DataSource.class);if (field == null) {logger.error(String.format("Could not find field [%s] of type [%s] on target [%s]",fieldName, javax.sql.DataSource.class, this.target));return null;}ReflectionUtils.makeAccessible(field);javax.sql.DataSource dataSource = (javax.sql.DataSource) ReflectionUtils.getField(field, transaction);return dataSource;}logger.error(String.format("---the transaction is not SpringManagedTransaction:%s", transaction.getClass().toString()));return null;}private String getSqlURL() {javax.sql.DataSource dataSource = this.getDataSource();if (dataSource == null) {return null;}if (dataSource instanceof AbstractRoutingDataSource) {String methodName = "determineTargetDataSource";Method method = ReflectionUtils.findMethod(AbstractRoutingDataSource.class, methodName);if (method == null) {logger.error(String.format("---Could not find method [%s] on target [%s]",methodName, dataSource));return null;}ReflectionUtils.makeAccessible(method);javax.sql.DataSource dataSource1 = (javax.sql.DataSource) ReflectionUtils.invokeMethod(method, dataSource);if (dataSource1 instanceof DruidDataSource) {DruidDataSource druidDataSource = (DruidDataSource) dataSource1;return druidDataSource.getUrl();} else {logger.error("---only surpport DruidDataSource:" + dataSource1.getClass().toString());}} else if(dataSource instanceof BasicDataSource){return ((BasicDataSource) dataSource).getUrl();}return null;}private String getSQLDatabase() { // String dbName = RouteDataSourceContext.getRouteKey();String dbName = null; //根據設置的多數據源修改此處,獲取dbnameif (dbName == null) {dbName = "DEFAULT";}String url = CatMybatisPlugin.sqlURLCache.get(dbName);if (url != null) {return url;}url = this.getSqlURL();//目前監控只支持mysql ,其余數據庫需要各自修改監控服務端if (url == null) {url = String.format(EMPTY_CONNECTION, dbName);}CatMybatisPlugin.sqlURLCache.put(dbName, url);return url;}/*** 解析sql語句* @param configuration* @param boundSql* @return*/public String showSql(Configuration configuration, BoundSql boundSql) {Object parameterObject = boundSql.getParameterObject();List<ParameterMapping> parameterMappings = boundSql.getParameterMappings();String sql = boundSql.getSql().replaceAll("[\\s]+", " ");if (parameterMappings.size() > 0 && parameterObject != null) {TypeHandlerRegistry typeHandlerRegistry = configuration.getTypeHandlerRegistry();if (typeHandlerRegistry.hasTypeHandler(parameterObject.getClass())) {sql = sql.replaceFirst("\\?", Matcher.quoteReplacement(getParameterValue(parameterObject)));} else {MetaObject metaObject = configuration.newMetaObject(parameterObject);for (ParameterMapping parameterMapping : parameterMappings) {String propertyName = parameterMapping.getProperty();if (metaObject.hasGetter(propertyName)) {Object obj = metaObject.getValue(propertyName);sql = sql.replaceFirst("\\?", Matcher.quoteReplacement(getParameterValue(obj)));} else if (boundSql.hasAdditionalParameter(propertyName)) {Object obj = boundSql.getAdditionalParameter(propertyName);sql = sql.replaceFirst("\\?", Matcher.quoteReplacement(getParameterValue(obj)));}}}}return sql;}/*** 參數解析* @param obj* @return*/private String getParameterValue(Object obj) {String value = null;if (obj instanceof String) {value = "'" + obj.toString() + "'";} else if (obj instanceof Date) {DateFormat formatter = DateFormat.getDateTimeInstance(DateFormat.DEFAULT, DateFormat.DEFAULT, Locale.CHINA);value = "'" + formatter.format((Date)obj) + "'";} else {if (obj != null) {value = obj.toString();} else {value = "";}}return value;}@Overridepublic Object plugin(Object target) {if (target instanceof Executor) {this.target = (Executor) target;return Plugin.wrap(target, this);}return target;}@Overridepublic void setProperties(Properties properties) {}}

6.將mybatis攔截器注入到sqlSessionFactory

package com.kye.map.ucenter.config;import com.alibaba.druid.pool.DruidDataSource; import org.apache.ibatis.plugin.Interceptor; import org.apache.ibatis.session.SqlSessionFactory; import org.mybatis.spring.SqlSessionFactoryBean; import org.mybatis.spring.SqlSessionTemplate; import org.mybatis.spring.mapper.MapperScannerConfigurer; import org.springframework.context.EnvironmentAware; import org.springframework.context.annotation.Bean; import org.springframework.context.annotation.Configuration; import org.springframework.core.env.Environment; import org.springframework.core.io.Resource; import org.springframework.core.io.support.PathMatchingResourcePatternResolver;import javax.sql.DataSource;@Configuration public class MybatisConfig implements EnvironmentAware {private Environment environment;@Beanpublic DataSource getDateSource(){DruidDataSource dataSource = new DruidDataSource();dataSource.setUrl(environment.getProperty("spring.datasource.url"));dataSource.setUsername(environment.getProperty("spring.datasource.username"));dataSource.setPassword(environment.getProperty("spring.datasource.password"));dataSource.setMaxActive(10);dataSource.setDriverClassName(environment.getProperty("spring.datasource.driverClassName"));dataSource.setMaxIdle(5);return dataSource;}@Beanpublic SqlSessionFactory getSqlSession(DataSource dataSource) throws Exception {SqlSessionFactoryBean factoryBean = new SqlSessionFactoryBean();factoryBean.setDataSource(dataSource);CatMybatisPlugin catMybatisPlugin = new CatMybatisPlugin();factoryBean.setPlugins(new Interceptor[]{catMybatisPlugin});Resource[] resources = new PathMatchingResourcePatternResolver().getResources("classpath*:mappers/**/*.xml");factoryBean.setMapperLocations(resources);SqlSessionFactory sessionFactory = factoryBean.getObject();return sessionFactory;}@Beanpublic MapperScannerConfigurer getMapperScannerConfigurer(SqlSessionFactory sqlSessionFactory){MapperScannerConfigurer configurer = new MapperScannerConfigurer();configurer.setBasePackage("com.kye.map.ucenter.domain.mappers");configurer.setSqlSessionFactory(sqlSessionFactory);return configurer;}@Beanpublic SqlSessionTemplate sqlSessionTemplate(SqlSessionFactory sqlSessionFactory) {return new SqlSessionTemplate(sqlSessionFactory);} // // @Bean // @Override // public PlatformTransactionManager annotationDrivenTransactionManager() { // return new DataSourceTransactionManager(dataSource); // }@Overridepublic void setEnvironment(Environment environment) {this.environment = environment;} }

7.@CatAnnotation注解的使用：

只需要在需要攔截的方法上加上@CatAnnotation 即可 type和value的值可以自定義

@Override@CatAnnotation(type = "ServiceGetById",value = "getById")public Resource getById(String resourceId) {return resourceMapper.get(resourceId);}

三、相關的參考文檔

CAT項目的開源地址： https://github.com/dianping/cat
CAT官方站點：http://unidal.org/cat/r
微盟的CAT接入文檔：http://tx.cat.weimob.com/cat/doc.html
參考文檔：http://fanlychie.github.io/post/cat-setup.html

四、系列文章

springboot項目集成大眾點評cat

cat服務端配置

springboot集成大眾點評ca之郵件告警

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