博客

1、用户画像体系部分分实时标签和离线标签，具体方案参考了阿里云用户画像标签体系的架构方案并加以修改，采用lamda架构的方式通过离线标签T-1修正实时标签策略。

2、架构设计

参考阿里云架构体系：

修正的架构体系：

基于MaxCompute+Hologres的人群圈选和数据服务实践-阿里云开发者社区



https://developer.aliyun.com/article/792500

3、逻辑实现

由于Hologres版本过低，0.8版本不支持Blink  source sink ，才有APi方式实现

①pom.xml

<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
    <modelVersion>4.0.0</modelVersion>

    <groupId>com.alibaba.blink</groupId>
    <artifactId>blink-udx-3.x</artifactId>
    <version>1.0-SNAPSHOT</version>

    <properties>
        <scala.version>2.11.12</scala.version>
        <scala.binary.version>2.11</scala.binary.version>
        <blink.version>blink-3.3.0</blink.version>
        <java.version>1.8</java.version>
        <maven.compiler.source>1.8</maven.compiler.source>
        <maven.compiler.target>1.8</maven.compiler.target>
        <sdk.version>0.38.3-public</sdk.version>
    </properties>

    <dependencies>
        <dependency>
            <groupId>com.alibaba.blink</groupId>
            <artifactId>flink-core</artifactId>
            <version>${blink.version}</version>
<!--            <scope>provided</scope>-->
<!--            <systemPath>${project.basedir}/lib/flink-core-blink-3.2.2.jar</systemPath>-->
        </dependency>
        <dependency>
            <groupId>com.alibaba.blink</groupId>
            <artifactId>flink-streaming-java_${scala.binary.version}</artifactId>
            <version>${blink.version}</version>
<!--            <scope>provided</scope>-->
<!--            <systemPath>${project.basedir}/lib/flink-streaming-java_2.11-blink-3.2.2.jar</systemPath>-->
        </dependency>

<!--打包udf自定义函数需要添加此依赖-->
        <dependency>
            <groupId>com.alibaba.blink</groupId>
            <artifactId>flink-table_${scala.binary.version}</artifactId>
            <version>${blink.version}</version>
<!--            <scope>provided</scope>-->
<!--            <systemPath>${project.basedir}/lib/flink-table_2.11-blink-3.2.2.jar</systemPath>-->
        </dependency>
        <dependency>
            <groupId>com.alibaba.blink</groupId>
            <artifactId>flink-table-common</artifactId>
            <version>${blink.version}</version>
<!--                        <scope>provided</scope>-->
            <!--            <systemPath>${project.basedir}/lib/flink-table_2.11-blink-3.2.2.jar</systemPath>-->
        </dependency>
        <!-- https://mvnrepository.com/artifact/com.alibaba.blink/flink-streaming-scala -->
        <dependency>
            <groupId>com.alibaba.blink</groupId>
            <artifactId>flink-streaming-scala_${scala.binary.version}</artifactId>
            <version>${blink.version}</version>
<!--            <scope>provided</scope>-->
        </dependency>

        <dependency>
            <groupId>com.alibaba.blink</groupId>
            <artifactId>flink-java</artifactId>
            <version>${blink.version}</version>
        </dependency>
        <dependency>
            <groupId>com.alibaba.blink</groupId>
            <artifactId>flink-scala_${scala.binary.version}</artifactId>
            <version>${blink.version}</version>
        </dependency>
        <!-- https://mvnrepository.com/artifact/com.alibaba.blink/flink-jdbc -->
        <dependency>
            <groupId>com.alibaba.blink</groupId>
            <artifactId>flink-jdbc</artifactId>
            <version>${blink.version}</version>
        </dependency>

        <dependency>
            <groupId>com.alibaba.blink</groupId>
            <artifactId>flink-streaming-java_${scala.binary.version}</artifactId>
            <version>${blink.version}</version>
<!--            <scope>provided</scope>-->
        </dependency>


        <dependency>
            <groupId>junit</groupId>
            <artifactId>junit</artifactId>
            <version>4.12</version>
            <scope>test</scope>
        </dependency>
        <dependency>
            <groupId>org.scala-lang</groupId>
            <artifactId>scala-library</artifactId>
            <version>2.11.12</version>
            <scope>provided</scope>
        </dependency>
        <!-- https://mvnrepository.com/artifact/org.scala-lang/scala-reflect -->
        <dependency>
            <groupId>org.scala-lang</groupId>
            <artifactId>scala-reflect</artifactId>
            <version>2.11.12</version>
            <scope>provided</scope>
        </dependency>


        <!--        <dependency>-->
<!--            <groupId>com.aliyun.datahub</groupId>-->
<!--            <artifactId>aliyun-sdk-datahub</artifactId>-->
<!--            <version>2.12.2-public</version>-->
<!--        </dependency>-->
        <dependency>
            <groupId>com.aliyun.datahub</groupId>
            <artifactId>aliyun-sdk-datahub</artifactId>
            <version>2.12.2-public</version>
            <scope>provided</scope>
            <exclusions>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-api</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-log4j12</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>jcl-over-slf4j</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>jul-slf4j</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>log4j</groupId>
                    <artifactId>log4j</artifactId>
                </exclusion>
                <!--<exclusion>-->
                <!--<artifactId>jackson-databind</artifactId>-->
                <!--<groupId>com.fasterxml.jackson.core</groupId>-->
                <!--</exclusion>-->
                <!--<exclusion>-->
                <!--<artifactId>jackson-annotations</artifactId>-->
                <!--<groupId>com.fasterxml.jackson.core</groupId>-->