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Markers

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DataFunTalk
DataFunTalk
Dec 27, 2022 · Big Data

Multi‑Stream Join and Concurrency Control in Apache Hudi: Design, Implementation, and Usage

This article presents a comprehensive solution for multi‑stream joins in Apache Hudi, detailing the challenges of dimension and multi‑stream joins, the novel storage‑layer join approach, timeline‑based concurrency control, marker mechanisms, early conflict detection, payload customization, and practical usage with Flink and Spark, along with performance benefits and future directions.

Apache HudiFlinkMarkers
0 likes · 31 min read
Multi‑Stream Join and Concurrency Control in Apache Hudi: Design, Implementation, and Usage
360 Quality & Efficiency
360 Quality & Efficiency
Feb 25, 2020 · Fundamentals

Introduction to pytest: Installation, Usage, and Advanced Features

This article provides a comprehensive guide to pytest, covering its advantages over unittest, installation steps, basic and class‑based test writing, execution commands, assertion handling, custom markers, fixture scopes, and useful plugins for enhancing Python testing workflows.

MarkersPluginsUnit Testing
0 likes · 5 min read
Introduction to pytest: Installation, Usage, and Advanced Features