Join us for the third in a four part series with Salesforce Engineering.
Abstract: One of the great features provided by Delta Lake is ACID Transactions ([ Ссылка ]). This feature is critical to maintain data integrity when multiple independent write streams are modifying the same delta table. Running this in the real world, we observe frequent Conflicting Commits ([ Ссылка ]) errors which fail our pipeline. We realize that, while ACID Transactions maintain data integrity, there is no mechanism to resolve writing conflicts. In this talk, we share a solution to ensure global synchronization and ordering of multiple process streams that perform concurrent writes to the shared Delta Lake. With this mechanism, we greatly improved our pipeline stability by eliminating Conflicting Commits errors and maintaining data integrity
Part 1: Engagement Activity Delta Lake - [ Ссылка ]
Part 2: Boost Delta Lake Performance with Data Skipping and Z-Order - [ Ссылка ]
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Speakers
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Zhidong Ke, Software Engineer PMTS, Salesforce
Zhidong is passionate in designing distributed systems, real-time/batch data processing and building applications.
Yifeng Liu, Software Engineer LMTS, Salesforce
Yifeng is a software engineer who has extensive experience in big data processing and distributed system, and interested in high volume, high complexity, low latency data pipeline and framework building.
Aaron Zhang, Software Engineering PMTS, Salesforce
Aaron is an experienced software engineering leader with interests and areas of focus in engineering secure, fault-tolerant, high volume systems built on micro services.
Heng Zhang, Software Engineering PMTS, Salesforce
Heng is a software engineer who is interested and specialized in micro services, distributed systems and big data. Databricks is proud to announce that Gartner has named us a Leader in both the 2021 Magic Quadrant for Cloud Database Management Systems and the 2021 Magic Quadrant for Data Science and Machine Learning Platforms. Download the reports here. [ Ссылка ]
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