mysql数仓

流量隔离:MySQL数据库隔离

2021-12-05  本文已影响0人  一生逍遥一生

MySQL数据库隔离方案优缺点

数据库偏移 影子库 影子表
优点 实现简单,无需改造中间件 1.物理隔离;
2.对业务数据无侵入性;
3.安全性高,对生产库务任何影响;
4.扩展性较强;
5. 数据清理简单
1.逻辑隔离;
2.中间件容易支持;
3.安全性一般,对生产库有一定影响;
4.扩展性较强;
5.数据清理简单
缺点 1.数据进入生产表;
2.对业务数据侵入性较大,会影响表结构设计;
3.数据清理复杂,需要对每个字段的标记单独定制清理计划;
3.扩展性差,新的资源需要设计新的标记;
4.安全性较差,设计逻辑有纰漏,会影响生产数据;
5.压力大的情况下,会挤占数据库的资源
1.数据库资源双倍;
2.需要切换数据库连接中间件改造有成本
压力大的情况下,会挤占数据库的资源
使用场景 1.标记流量没打通;
2.技术体系不完整,改造成本和复杂度过高
1全服务流量标记.
2.资源充裕
3.中间件技术体系完整
1.全服务流量标记;
2.中间件技术体系完整

准备工作

application.yml的配置:
···
spring:
datasource:
master:
url: jdbc:mysql://localhost:3306/mall_master?characterEncoding=utf8&useUnicode=true&useSSL=false&serverTimezone=GMT%2B8
username: root
password: 123456
driver-class-name: com.mysql.cj.jdbc.Driver
type: com.alibaba.druid.pool.DruidDataSource
initialSize: 5
minIdle: 5
maxActive: 20
maxWait: 60000
timeBetweenEvictionRunMillis: 60000
minEvictableIdleTimeMills: 30000
shadow:
url: jdbc:mysql://localhost:3306/mall_shadow?characterEncoding=utf8&useUnicode=true&useSSL=false&serverTimezone=GMT%2B8
username: root
password: 123456
driver-class-name: com.mysql.cj.jdbc.Driver
type: com.alibaba.druid.pool.DruidDataSource
initialSize: 5
minIdle: 5
maxActive: 20
maxWait: 60000
timeBetweenEvictionRunMillis: 60000
minEvictableIdleTimeMills: 30000

···
pom.xml配置的依赖

 <dependencies>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-web</artifactId>
        </dependency>
        <dependency>
            <groupId>mysql</groupId>
            <artifactId>mysql-connector-java</artifactId>
        </dependency>
        <dependency>
            <groupId>com.alibaba</groupId>
            <artifactId>druid-spring-boot-starter</artifactId>
        </dependency>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-jdbc</artifactId>
        </dependency>
        <dependency>
            <groupId>com.alibaba</groupId>
            <artifactId>transmittable-thread-local</artifactId>
        </dependency>
        <dependency>
            <groupId>org.apache.commons</groupId>
            <artifactId>commons-lang3</artifactId>
        </dependency>
       <dependency>
            <groupId>io.zipkin.brave</groupId>
            <artifactId>brave</artifactId>
        </dependency>
    </dependencies>

两种获取标记方案的技术预演:

  • HttpRequest Header:从 Http Request Header中获取标记,适合单体服务、单一HTTP协议的场景
  • 数据上下文:从数据上下文对象中获取标记。

HttpRequest Header方案

添加数据库的配置:

package com.edu.link.mysql.config;

import com.alibaba.druid.pool.DruidDataSource;
import com.edu.link.mysql.constant.DataSourceNames;
import lombok.extern.slf4j.Slf4j;
import org.springframework.boot.context.properties.ConfigurationProperties;
import org.springframework.context.annotation.Bean;
import org.springframework.context.annotation.Configuration;
import org.springframework.context.annotation.Primary;

import javax.sql.DataSource;
import java.util.HashMap;
import java.util.Map;

@Slf4j
@Configuration
public class DynamicDataSourceConfig {
    @Bean(name = "masterDataSource")
    @ConfigurationProperties(prefix = "spring.datasource.master")
    public DataSource masterDataSource() {
        return new DruidDataSource();
    }

    @Bean(name = "shadowDataSource")
    @ConfigurationProperties(prefix = "spring.datasource.shadow")
    public DataSource shadowDataSource() {
        return new DruidDataSource();
    }

    @Bean
    @Primary
    public DynamicDataSource dataSource(DataSource masterDataSource, DataSource shadowDataSource) {
        Map<Object, Object> targetDataSource = new HashMap<>(2);
        targetDataSource.put(DataSourceNames.MASTER, masterDataSource);
        targetDataSource.put(DataSourceNames.SHADOW, shadowDataSource);
        return new DynamicDataSource(masterDataSource, targetDataSource);
    }
}

动态切换数据库:

package com.edu.link.mysql.config;

import com.alibaba.ttl.TransmittableThreadLocal;
import org.springframework.jdbc.datasource.lookup.AbstractRoutingDataSource;

import javax.sql.DataSource;
import java.util.Map;


public class DynamicDataSource extends AbstractRoutingDataSource {

    private static final TransmittableThreadLocal<String> contextHolder = new TransmittableThreadLocal<>();

    public DynamicDataSource(DataSource defaultTargetDataSource, Map<Object,Object> targetDataSource) {
        super.setDefaultTargetDataSource(defaultTargetDataSource);
        super.setTargetDataSources(targetDataSource);
        super.afterPropertiesSet();
    }

    @Override
    protected Object determineCurrentLookupKey() {
        return getDataSource();
    }

    public static void setDataSource(String dataSource){
        contextHolder.set(dataSource);
    }

    public static String getDataSource(){
        return contextHolder.get();
    }

    public static void clearDataSource(){
        contextHolder.remove();
    }
}

使用切面保证全局切换:

package com.edu.link.mysql.aspect;

import com.edu.link.mysql.config.DynamicDataSource;
import com.edu.link.mysql.constant.DataSourceNames;
import lombok.extern.slf4j.Slf4j;
import org.aspectj.lang.JoinPoint;
import org.aspectj.lang.annotation.Aspect;
import org.aspectj.lang.annotation.Before;
import org.aspectj.lang.annotation.Pointcut;
import org.springframework.stereotype.Component;
import org.springframework.web.context.request.RequestContextHolder;
import org.springframework.web.context.request.ServletRequestAttributes;

import javax.servlet.http.HttpServletRequest;
import java.util.Arrays;

@Slf4j
@Aspect
@Component
public class DataSourceAspect {
    @Pointcut("execution (public * com.edu.link.mysql.controller..*.*(..))")
    public void controllerAspect() {
    }

    @Before(value = "controllerAspect()")
    public void methodBefore(JoinPoint joinPoint) {
        ServletRequestAttributes requestAttributes = (ServletRequestAttributes) RequestContextHolder.getRequestAttributes();
        HttpServletRequest request = requestAttributes.getRequest();
        String header = request.getHeader("dunshan");
        log.info("======================");
        log.info(request.getRequestURL().toString());
        log.info(request.getMethod());
        log.info(joinPoint.getSignature().toString());
        log.info(Arrays.toString(joinPoint.getArgs()));
        log.info("header:" + header);
        if (null != header && "7DGroup".equalsIgnoreCase(header)) {
            DynamicDataSource.setDataSource(DataSourceNames.SHADOW);
            log.info("====shadow====");
        } else {
            DynamicDataSource.setDataSource(DataSourceNames.MASTER);
            log.info("====master====");
        }
    }
}

数据上下文方案

创建上下文:

package com.edu.link.mysql.config;

import com.alibaba.ttl.TransmittableThreadLocal;

import java.io.Serializable;

public class AppContext  implements Serializable {
    private static final TransmittableThreadLocal<AppContext> contextDunShan = new TransmittableThreadLocal<>();
    private String flag;

    public static AppContext getContext(){
        return contextDunShan.get();
    }

    public static void setContext(AppContext appContext){
        contextDunShan.set(appContext);
    }

    public static void removeContext(){
        contextDunShan.remove();
    }

    public String getFlag() {
        return flag;
    }

    public void setFlag(String flag) {
        this.flag = flag;
    }
}

上下文过滤器

package com.edu.link.mysql.config;

import brave.baggage.BaggageField;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.lang3.StringUtils;
import org.springframework.stereotype.Component;

import javax.servlet.*;
import java.io.IOException;


@Component
@Slf4j
public class ContextFilter implements Filter {
    @Override
    public void init(FilterConfig filterConfig) throws ServletException {
        Filter.super.init(filterConfig);
    }

    @Override
    public void doFilter(ServletRequest request, ServletResponse response, FilterChain chain) throws IOException, ServletException {
        String value = BaggageField.getByName("dunshan").getValue();
        AppContext appContext = new AppContext();
        log.info("contextfilter {}", value);
        if (StringUtils.isNotEmpty(value)) {
            appContext.setFlag(value);
        } else {
            appContext.setFlag("");
        }
        AppContext.setContext(appContext);
        chain.doFilter(request, response);
    }

    @Override
    public void destroy() {
        AppContext.removeContext();
        Filter.super.destroy();
    }
}

创建执行切面:

package com.edu.link.mysql.aspect;

import com.edu.link.mysql.config.AppContext;
import com.edu.link.mysql.config.DynamicDataSource;
import com.edu.link.mysql.constant.DataSourceNames;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.lang3.StringUtils;
import org.aspectj.lang.JoinPoint;
import org.aspectj.lang.annotation.Aspect;
import org.aspectj.lang.annotation.Before;
import org.aspectj.lang.annotation.Pointcut;
import org.slf4j.MDC;
import org.springframework.stereotype.Component;
@Aspect
@Slf4j
@Component
public class AopMyDbSwitch {
    @Pointcut("execution (public * com.edu.link.mysql.controller..*.*(..))")
    public void controllerAspect() {
    }

    @Before(value = "controllerAspect()")
    public void methodBefore(JoinPoint joinPoint) {
        AppContext context = AppContext.getContext();
        String flag = context.getFlag();
        if (StringUtils.isNotEmpty(flag) && flag.equals(DataSourceNames.HEAD)) {
            MDC.put("dunshan","shadow");
            DynamicDataSource.setDataSource(DataSourceNames.SHADOW);
            log.info("====shadow====");
        } else {
            MDC.put("dunshan","master");
            DynamicDataSource.setDataSource(DataSourceNames.MASTER);
            log.info("====master====");
        }
    }
}
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