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利用Jackson序列化实现数据脱敏

java小悠 2514

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几天前使用了Jackson对数据的自定义序列化。突发灵感,利用此方法来简单实现接口返回数据脱敏,故写此文记录。

核心思想是利用Jackson的StdSerializer,@JsonSerialize,以及自己实现的数据脱敏过程。

使用效果如下:

首先在需要进行脱敏的VO字段上面标注相关脱敏注解调用接口即可看到脱敏效果

实现过程如下:

1. 定义脱敏的过程实现

/** * Created by EalenXie on 2021/9/24 15:52 * 顶级的脱敏器 */public interface Desensitization<T> {    /**     * 脱敏实现     *     * @param target 脱敏对象     * @return 脱敏返回结果     */    T desensitize(T target);}

比如具体的手机号脱敏器实现

import com.github.Symbol;import java.util.regex.Matcher;import java.util.regex.Pattern;/** * Created by EalenXie on 2021/9/24 15:56 * 手机号脱敏器 默认只保留前3位和后4位 */public class PhoneDesensitization implements StringDesensitization {    /**     * 手机号正则     */    private static final Pattern DEFAULT_PATTERN = Pattern.compile("(13[0-9]|14[579]|15[0-3,5-9]|16[6]|17[0135678]|18[0-9]|19[89])\d{8}");    /**     * 手机号脱敏 只保留前3位和后4位     */    @Override    public String desensitize(String target) {        Matcher matcher = DEFAULT_PATTERN.matcher(target);        while (matcher.find()) {            String group = matcher.group();            target = target.replace(group, group.substring(0, 3) + Symbol.getSymbol(4, Symbol.STAR) + group.substring(7, 11));        }        return target;    }}
2.定义脱敏注解,并指明了使用的序列化器,注解中声明了使用的脱敏器实现
package com.github.annotation;import com.fasterxml.jackson.annotation.JacksonAnnotationsInside;import com.fasterxml.jackson.databind.annotation.JsonSerialize;import com.github.desensitization.Desensitization;import com.github.serializer.ObjectDesensitizeSerializer;import java.lang.annotation.*;/** * Created by EalenXie on 2021/10/8 11:30 */@Target({ElementType.FIELD, ElementType.ANNOTATION_TYPE})@Retention(RetentionPolicy.RUNTIME)@JacksonAnnotationsInside@JsonSerialize(using = ObjectDesensitizeSerializer.class)@Documentedpublic @interface Desensitize {    /**     * 脱敏器实现     */    @SuppressWarnings("all")    Class<? extends Desensitization<?>> desensitization();}
3. 实现定义的序列化器
import com.fasterxml.jackson.core.JsonGenerator;import com.fasterxml.jackson.databind.BeanProperty;import com.fasterxml.jackson.databind.JsonSerializer;import com.fasterxml.jackson.databind.SerializerProvider;import com.fasterxml.jackson.databind.ser.ContextualSerializer;import com.fasterxml.jackson.databind.ser.std.StdSerializer;import com.github.Symbol;import com.github.annotation.Desensitize;import com.github.desensitization.Desensitization;import com.github.desensitization.DesensitizationFactory;import com.github.desensitization.StringDesensitization;import java.io.IOException;/** * Created by EalenXie on 2021/8/9 9:03 * 脱敏序列化器 */public class ObjectDesensitizeSerializer extends StdSerializer<Object> implements ContextualSerializer {    private transient Desensitization<Object> desensitization;    protected ObjectDesensitizeSerializer() {        super(Object.class);    }    public Desensitization<Object> getDesensitization() {        return desensitization;    }    public void setDesensitization(Desensitization<Object> desensitization) {        this.desensitization = desensitization;    }    @Override    public JsonSerializer<Object> createContextual(SerializerProvider prov, BeanProperty property) {        Desensitize annotation = property.getAnnotation(Desensitize.class);        return createContextual(annotation.desensitization());    }    @SuppressWarnings("unchecked")    public JsonSerializer<Object> createContextual(Class<? extends Desensitization<?>> clazz) {        ObjectDesensitizeSerializer serializer = new ObjectDesensitizeSerializer();        if (clazz != StringDesensitization.class) {            serializer.setDesensitization((Desensitization<Object>) DesensitizationFactory.getDesensitization(clazz));        }        return serializer;    }    @Override    public void serialize(Object value, JsonGenerator gen, SerializerProvider provider) throws IOException {        Desensitization<Object> objectDesensitization = getDesensitization();        if (objectDesensitization != null) {            try {                gen.writeObject(objectDesensitization.desensitize(value));            } catch (Exception e) {                gen.writeObject(value);            }        } else if (value instanceof String) {            gen.writeString(Symbol.getSymbol(((String) value).length(), Symbol.STAR));        } else {            gen.writeObject(value);        }    }}
4.代码的设计说明

完整代码可见 : github.com/EalenXie/ja…

另附 基于Logback的日志脱敏方案(笔者认为这可能是全网最简单快捷的)

原理是利用Logback的自定义日志转换器ClassicConverter

1. 自定义脱敏日志转换器

import ch.qos.logback.classic.pattern.ClassicConverter;import ch.qos.logback.classic.spi.ILoggingEvent;import com.github.desensitization.EmailDesensitization;import com.github.desensitization.IDCardDesensitization;import com.github.desensitization.PhoneDesensitization;import com.github.desensitization.StringDesensitization;import java.util.ArrayList;import java.util.List;/** * @author EalenXie create on 2021/3/18 10:07 * 此Converter提供支持日志脱敏 * 1. 编写此LogbackDesensitizeConverter * 2. 正则脱敏 手机号/邮箱/身份证 */public class LogbackDesensitizeConverter extends ClassicConverter {    protected static final List<StringDesensitization> DESENSITIZATION_LIST = new ArrayList<>();    static {        // 手机号脱敏        DESENSITIZATION_LIST.add(new PhoneDesensitization());        // 邮箱脱敏        DESENSITIZATION_LIST.add(new EmailDesensitization());        // 身份证脱敏        DESENSITIZATION_LIST.add(new IDCardDesensitization());    }    @Override    public String convert(ILoggingEvent event) {        String content = event.getMessage();        try {            for (StringDesensitization desensitization : DESENSITIZATION_LIST) {                content = desensitization.desensitize(content);            }        } catch (Exception e) {            // ig        }        return content;    }}
2. 启动类为PatternLayout的静态变量defaultConverterMap新增此自定义转换器
import ch.qos.logback.classic.PatternLayout;import com.github.filter.LogbackDesensitizeConverter;import org.springframework.boot.SpringApplication;import org.springframework.boot.autoconfigure.SpringBootApplication;import org.springframework.cloud.client.discovery.EnableDiscoveryClient;/** * @author EalenXie create on 2020/11/24 14:16 */@EnableDiscoveryClient@SpringBootApplicationpublic class ApiGatewayApplication {    public static void main(String[] args) {        // 日志处理方案 新增一个Logback的日志脱敏转换器        PatternLayout.defaultConverterMap.put("m", LogbackDesensitizeConverter.class.getName());        SpringApplication.run(ApiGatewayApplication.class, args);    }}

启动后可以看到日志脱敏效果。

作者:EalenXie

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标签: #身份证正则java