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Genpact Data Engineer Interview Questions and Answers

Updated 17 Dec 2024

Q1. What are different type of joins available in Databricks?

Ans.

Different types of joins available in Databricks include inner join, outer join, left join, right join, and cross join.

  • Inner join: Returns only the rows that have matching values in both tables.

  • Outer join: Returns all rows when there is a match in either table.

  • Left join: Returns all rows from the left table and the matched rows from the right table.

  • Right join: Returns all rows from the right table and the matched rows from the left table.

  • Cross join: Returns the Cartesian prod...read more

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Q2. How do you make your data pipeline fault tolerant?

Ans.

Implementing fault tolerance in a data pipeline involves redundancy, monitoring, and error handling.

  • Use redundant components to ensure continuous data flow

  • Implement monitoring tools to detect failures and bottlenecks

  • Set up automated alerts for immediate response to issues

  • Design error handling mechanisms to gracefully handle failures

  • Use checkpoints and retries to ensure data integrity

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Q3. How do you connect to different services in Azure?

Ans.

To connect to different services in Azure, you can use Azure SDKs, REST APIs, Azure Portal, Azure CLI, and Azure PowerShell.

  • Use Azure SDKs for programming languages like Python, Java, C#, etc.

  • Utilize REST APIs to interact with Azure services programmatically.

  • Access and manage services through the Azure Portal.

  • Leverage Azure CLI for command-line interface interactions.

  • Automate tasks using Azure PowerShell scripts.

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Q4. spark architecture transformations used gave a python program to code

Ans.

Spark architecture involves transformations like map, filter, reduce, and join. Python programs can be written using PySpark API.

  • Spark architecture includes components like Driver, Executor, and Cluster Manager.

  • Transformations like map, filter, reduce, and join are commonly used in Spark.

  • PySpark API allows writing Python programs for Spark applications.

  • Example: Using map transformation to square each element in an RDD.

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Q5. What are linked Services?

Ans.

Linked Services are connections to external data sources or destinations in Azure Data Factory.

  • Linked Services define the connection information needed to connect to external data sources or destinations.

  • They can be used in Data Factory pipelines to read from or write to external systems.

  • Examples of Linked Services include Azure Blob Storage, Azure SQL Database, and Amazon S3.

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Q6. What is AutoLoader?

Ans.

AutoLoader is a feature in data engineering that automatically loads data from various sources into a data warehouse or database.

  • Automates the process of loading data from different sources

  • Reduces manual effort and human error

  • Can be scheduled to run at specific intervals

  • Examples: Apache Nifi, AWS Glue

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Q7. Easy problems in python.

Ans.

Finding the sum of elements in an array

  • Use the built-in sum() function to find the sum of elements in an array

  • Iterate through the array and add each element to a running total

  • Handle edge cases such as empty arrays or arrays with non-numeric elements

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Interview Process at Genpact Data Engineer

based on 5 interviews
2 Interview rounds
Technical Round - 1
Technical Round - 2
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