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    Unique key in spark DataFrame

    Published by

    Arulraj Gopal

    on

    July 21, 2025

    Creating a unique key within a data pipeline is essential for reliably identifying individual records, especially in scenarios where the source dataset lacks a natural primary key and where record traceability is required in later stages of processing. In distributed processing frameworks like Apache Spark, which operate in-memory and leverage…

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  • spark

    Different ways of removing duplicates in spark

    Published by

    Arulraj Gopal

    on

    July 13, 2025

    Removing duplicates in any data processing systems is essential, like other systems spark has some good ways to get rid of duplicates. We will look into the different ways of removing duplicates spark and application of that. Distinct & Drop duplicates. Distinct and drop duplicates are most common ways and…

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  • spark

    Union vs UnionAll in spark

    Published by

    Arulraj Gopal

    on

    July 5, 2025

    Unlike traditional structured query databases, the difference between union and unionAll in Spark is unusual and not very intuitive. Below is the exercise, Two dataframes created with some of duplicate values. Ideally, in any traditional database union removes the duplicates from both the dataset (ie table) and returns only unique…

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  • Data Projects

    Stock Price Streaming using Apache Kafka

    Published by

    Arulraj Gopal

    on

    July 17, 2024

    In today’s fast-paced and highly volatile financial markets, having access to real-time stock quotes is crucial for making informed and precise decisions. Traditional methods of obtaining stock quotes often involve delays, which can lead to missed opportunities. This project aims to develop a robust and scalable pipeline that ingests live…

    Continue reading →: Stock Price Streaming using Apache Kafka
  • Basics of Computers

    What is Machine Language?

    Published by

    Arulraj Gopal

    on

    July 12, 2024

    Is it something that machines speaks? C, C++, Java are machine languages? The language which machine understands is machine language. So, what machine understands? Obviously, it is 0 and 1. Machine understand only digital values. So, if we need to interact with machine, the only way is to communicate is…

    Continue reading →: What is Machine Language?
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