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Spark Streaming with Scala
Prologue
Welcome (11:26)
Windows setup (5:53)
Introduction
Scala Recap (25:05)
Spark Recap (27:10)
Spark Streaming First Principles (7:43)
Structured Streaming
Streaming DataFrames (29:08)
Streaming Aggregations (15:57)
Streaming Joins (25:23)
Streaming Datasets (26:45)
Spark Streaming Integrations
Kafka & Structured Streaming (23:32)
JDBC with Postgres (14:21)
MongoDB (13:20)
Advanced Spark Streaming
Event Time Windows (31:19)
Event Time Windows: Exercises (14:53)
Processing Time Windows (11:15)
Watermarks (25:15)
Watermarks, Part 2 (25:21)
Stateful Transormations (34:52)
Stateful Transformations: Lists (18:06)
Stateful Transformations: Maps (12:07)
Stateful Transformations: Configs and TTL Expiry (4:51)
Stateful Transformations: Timers (12:10)
Project: GitHub Events Processing
Ingestion (15:27)
GitHub Events Simulator (23:35)
Analytics (20:49)
Stateful Transformations (37:36)
Epilogue
You Rock! (0:30)
Event Time Windows: Exercises
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