hadoop vs teradata what is the difference

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温柔的废话
温柔的废话 2021-02-04 15:14

I\'ve touched a Teradata. I\'ve never touched hadoop, but since yesterday, I am doing some research on that. By description of both, they seem quite interchangable, but in some

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  •  半阙折子戏
    2021-02-04 15:58

    Hadoop, Hadoop with Extensions, RDBMS Feature/Property Comparison

    I am not an expert in this area, but in the coursera.com course, Introduction to Data Science, there is a lecture titled: Comparing MapReduce and Databases as well as a lecture on Parallel databases within the map reduce section of the course.

    Here is a summary from these lectures on the comparison of MapReduce vs. RDBMS (not necessarily parallel RDMBS). One point to remember is that the comparison is different if you include extensions to Hadoop like PIG, Hive, etc. I will put in () MapReduce extensions that add some of these functionality/properties.

    Some functionality/properties that RDBMS have but not native MapReduce:

    • Declaritive query languages -(Pig, HIVE)
    • Schemas (Hive, Pig, DyradLINQ, Hadapt)
    • Logical Data Independence
    • Indexing (Hbase)
    • Algebraic Optimization (Pig, Dryad, HIVE)
    • Caching/Materialized Views
    • ACID/Transactions

    MapReduce (relative to regular RDBMS not necessarily Parallel RDMBS)

    • High Scalability
    • Fault-tolerance
    • “One-person deployment”

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