Apache Spark Streaming
(อาปาเช่ สปาร์ก สตรีมมิ่ง)
Definition
Apache Spark Streaming (อาปาเช่ สปาร์ก สตรีมมิ่ง) Tool
Apache Spark Streaming is a scalable and fault-tolerant stream processing framework that allows for real-time data processing and analytics on continuous data streams.
Expertise Level
Level 1
Basic
1. Understands the basic concepts of stream processing and Spark Streaming architecture.
2. Can set up a simple Spark Streaming application to process data streams.
3. Familiar with common data sources and sinks used in Spark Streaming.
Level 2
Intermediate
1. Can implement windowed computations and handle event-time processing.
2. Manages fault tolerance and stateful stream processing effectively.
3. Able to optimize Spark Streaming jobs for better performance.
Level 3
Advanced
1. Designs scalable and complex streaming pipelines integrating multiple data sources and sinks.
2. Applies advanced optimization and tuning techniques for low-latency stream processing.
3. Leads debugging, monitoring, and maintaining large-scale Spark Streaming deployments.
