Stream Processing
(การประมวลผลแบบสตรีม)
Definition
Stream Processing (การประมวลผลแบบสตรีม) Hard Skill
Stream Processing is the real-time analysis and processing of continuous data streams to extract valuable insights and enable immediate decision-making.
Expertise Level
Level 1
Basic
1. Understands the concept of data streams and real-time processing.
2. Familiar with basic stream processing frameworks and tools.
3. Can handle simple data ingestion and basic filtering operations on streams.
Level 2
Intermediate
1. Can design and implement stream processing pipelines involving transformations and aggregations.
2. Able to work with windowing techniques and manage stateful processing.
3. Understands fault tolerance and scalability concepts in stream processing.
Level 3
Advanced
1. Expertise in building robust and scalable stream processing architectures.
2. Can optimize performance and resource utilization for high-volume data streams.
3. Able to integrate stream processing with other systems for real-time analytics and complex event processing.
