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  1. Asked: November 21, 2022In: Data Engineer Interview Questions

    How does schema evolution work?

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    Ask The Science
    Added an answer on November 21, 2022 at 11:53 pm

    Schemas have advanced to the point where the same set of data can be stored in numerous files with different but compatible schemas. You can automatically identify and combine those files’ schema by using Spark's Parquet data source. A typical approach to dealing with schema evolution without automaRead more

    Schemas have advanced to the point where the same set of data can be stored in numerous files with different but compatible schemas. You can automatically identify and combine those files’ schema by using Spark’s Parquet data source.

    A typical approach to dealing with schema evolution without automatic schema merging is to reload historical data, which is time-consuming.

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  2. Asked: November 21, 2022In: Data Engineer Interview Questions

    Which two messages does NameNode get from DataNode?

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    Ask The Science
    Added an answer on November 21, 2022 at 11:52 pm

    DataNodes provide NameNodes with information about the data in the form of messages or signals. The two indicators are: Block report signals, which is a list of the data blocks stored on the DataNode and an explanation of how they operate. DataNode's heartbeat, which indicates it’s active and workinRead more

    DataNodes provide NameNodes with information about the data in the form of messages or signals.

    The two indicators are:

    • Block report signals, which is a list of the data blocks stored on the DataNode and an explanation of how they operate.
    • DataNode’s heartbeat, which indicates it’s active and working. A recurring report helps decide whether to employ NameNode. If this signal is not sent, DataNode’s operation has apparently ceased.
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  3. Asked: November 21, 2022In: Data Engineer Interview Questions

    As a data engineer, how would you go about creating a new analytical product?

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    Ask The Science
    Added an answer on November 21, 2022 at 11:52 pm

    Understanding the overall product outline will help you fully grasp a project’s requirements and scope. The second stage would be to research each measure’s specifics and causes. Consider as many potential problems as you can to build a more resilient system with an appropriate level of granularity.

    Understanding the overall product outline will help you fully grasp a project’s requirements and scope. The second stage would be to research each measure’s specifics and causes.

    Consider as many potential problems as you can to build a more resilient system with an appropriate level of granularity.

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  4. Asked: November 21, 2022In: Data Engineer Interview Questions

    Differentiate between a data engineer and data scientist.

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    Ask The Science
    Added an answer on November 21, 2022 at 11:51 pm

    Data scientists study and understand complicated data, whereas data engineers create, test, and manage the entire architecture for data generation. They concentrate on organizing and translating big data. Data engineers also build the infrastructure data scientists need to function.

    Data scientists study and understand complicated data, whereas data engineers create, test, and manage the entire architecture for data generation. They concentrate on organizing and translating big data. Data engineers also build the infrastructure data scientists need to function.

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  5. Asked: November 21, 2022In: Data Engineer Interview Questions

    What are the differences between an operational database and a data warehouse?

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    Ask The Science
    Added an answer on November 21, 2022 at 11:50 pm

    Databases that use Delete SQL commands, Insert, and Update are operational standards with a focus on quickness and effectiveness. As a result, data analysis may be a little more challenging. On the other hand, a data warehouse places more emphasis on aggregations, calculations, and select statementsRead more

    Databases that use Delete SQL commands, Insert, and Update are operational standards with a focus on quickness and effectiveness. As a result, data analysis may be a little more challenging.

    On the other hand, a data warehouse places more emphasis on aggregations, calculations, and select statements. Because of these, data warehouses are a great option for data analysis.

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  6. Asked: November 21, 2022In: Data Engineer Interview Questions

    What does a skewed table mean in Hive?

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    Ask The Science
    Added an answer on November 21, 2022 at 11:50 pm

    Skewed refers to a table's tendency to contain column values more frequently. Skewed values are saved in separate files, and the remaining data is written to a different file when a table is formed in Hive with the SKEWED flag.

    Skewed refers to a table’s tendency to contain column values more frequently. Skewed values are saved in separate files, and the remaining data is written to a different file when a table is formed in Hive with the SKEWED flag.

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  7. Asked: November 21, 2022In: Data Engineer Interview Questions

    Can you create more than one table in Hive for the same data file?

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    Ask The Science
    Added an answer on November 21, 2022 at 11:49 pm

    Yes, you can generate many table schemas for a single data file. Hive stores its schema in the Hive Metastore. We can retrieve several results from the same data using this model.

    Yes, you can generate many table schemas for a single data file. Hive stores its schema in the Hive Metastore. We can retrieve several results from the same data using this model.

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  8. Asked: November 21, 2022In: Data Engineer Interview Questions

    Describe the purpose of the .hiverc file in Hive.

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    Ask The Science
    Added an answer on November 21, 2022 at 11:49 pm

    The .hiverc file is Hive’s initialization file. When we launch Hive's Command Line Interface (CLI), this file is initially loaded. In the .hiverc file, we can set the parameter's starting values.

    The .hiverc file is Hive’s initialization file. When we launch Hive’s Command Line Interface (CLI), this file is initially loaded. In the .hiverc file, we can set the parameter’s starting values.

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  9. Asked: November 21, 2022In: Data Engineer Interview Questions

    Describe how Hive is used in the Hadoop ecosystem.

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    Ask The Science
    Added an answer on November 21, 2022 at 11:48 pm

    Hive offers a management interface for data stored within the Hadoop environment and allows you to work with and map HBase tables. The complexity involved in setting up and running MapReduce jobs is concealed by converting Hive searches into MapReduce jobs.

    Hive offers a management interface for data stored within the Hadoop environment and allows you to work with and map HBase tables.

    The complexity involved in setting up and running MapReduce jobs is concealed by converting Hive searches into MapReduce jobs.

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  10. Asked: November 21, 2022In: Data Engineer Interview Questions

    List the elements of the Hive data model.

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    Ask The Science
    Added an answer on November 21, 2022 at 11:47 pm

    The Hive data model consists of these elements: Tables Partitions Buckets

    The Hive data model consists of these elements:

    • Tables
    • Partitions
    • Buckets
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