Tag Archives: design

Spark Architecture

Edit from 2015/12/17: Memory model described in this article is deprecated starting Apache Spark 1.6+, the new memory model is based on UnifiedMemoryManager and described in this article

Over the recent time I’ve answered a series of questions related to ApacheSpark architecture on StackOverflow. All of them seem to be caused by the absence of a good general description of the Spark architecture in the internet. Even official guide does not have that many details and of cause it lacks good diagrams. Same for the “Learning Spark” book and the materials of official workshops.

In this article I would try to fix this and provide a single-stop shop guide for Spark architecture in general and some most popular questions on its concepts. This article is not for complete beginners – it will not provide you an insight on the Spark main programming abstractions (RDD and DAG), but requires their knowledge as a prerequisite.

This is the first article in a series. The second one regarding shuffle is available here. The third one about new memory management model is available here.

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Why independent consultancy matters?

The world is biased. You can find many examples of it everywhere around you. I really like the story about the doctor:

I felt sick and went to the doctor. The doctor prescribed me specific pills that would help me get better. And it’s completely fine, unless I mentioned that this doctor has a pen, notepad and calendar branded by the same pills he prescribed me to take. I’ve never taken this pills.

This is a true story happening everywhere in my home country. The problem is this kind of things happens everywhere, including the IT sector.

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