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学习内容

https://spark.apache.org/docs/latest/structured-streaming-programming-guide.html#operations-on-streaming-dataframesdatasets

https://spark.apache.org/docs/2.4.3/structured-streaming-programming-guide.html

The Internals of Spark Structured Streaming (Apache Spark 2.4.4)

已读

Spark——Structured Streaming

  1. 整体介绍
  2. watermark工作原理
    1. watermark工作时,需要设置withwatermark与groupby使用相同time field

未读

一、简介

专访朱诗雄:Apache Spark 中的全新流式引擎 Structured Streaming

看了这篇博客,你还敢说不会Structured Streaming?

Note_Spark_Day13:Structured Streaming

Spark Structured Streaming笔记

Spark教程:Spark Structured Streaming入门编程指南

Spark从入门到精通(09):结构化流(Structured Streaming)(上)

Spark Structured Streaming高级特性

Spark Structured Streaming

二、架构

三、watermark

四、state

五、streaming+kafka

重启任务如何保证紧接上一次消费

官网:Spark Streaming + Kafka Integration Guide (Kafka broker version 0.10.0 or higher)

Spark streaming消费Kafka的正确姿势

Tutorial: Use Apache Spark Structured Streaming with Apache Kafka on HDInsight

Processing Data in Apache Kafka with Structured Streaming in Apache Spark 2.2

How to write spark streaming DF to Kafka topic

Apache Kafka transactional writer with foreach sink, is it possible?

spark向kafka写入数据

Spark : Best way to Broadcast KafkaProducer to Spark streaming

Spark Dataframe to Kafka

How to write a Dataset to Kafka topic?

六、文件

Spark2.0入门:Structured Streaming操作文件流

Spark之Spark Streaming处理文件流数据

Spark2.0入门:Structured Streaming操作文件流

spark流式读取hdfs中数据

七、config

Configuration Properties

sqlconf.scala

八、stage

InMemoryTableScanExec Leaf Physical Operator

九、源码

Spark Structrued Streaming源码分析–(三)Aggreation聚合状态存储与更新

十、监控

ProgressReporter Contract

StreamingQueryListener — Intercepting Life Cycle Events of Streaming Queries

如何使用 Spark 3.0 中新加的 Structured Streaming UI 来进行异常分析

二十、未分类

MicroBatchExecution — Stream Execution Engine of Micro-Batch Stream Processing

spark运行没有启动job

Spark Structured Streaming app has no jobs and no stages

问题:

  1. spark broadcast kafkaproducer
  2. dataframe write to kafka each
  3. structured streaming 流式读取文件 多层
  4. structured streaming finished without job