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AGIO Pharmaceuticals Interview Questions and Answers

Updated 13 Jun 2024
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Q1. Explain about copy activity in ADF Slowly changing dimensions Data warehousing

Ans.

Copy activity in ADF is used to move data from source to destination.

  • Copy activity supports various sources and destinations such as Azure Blob Storage, Azure SQL Database, etc.

  • It can be used for both one-time and scheduled data movement.

  • It supports mapping data between source and destination using mapping data flows.

  • Slowly changing dimensions can be handled using copy activity in ADF.

  • Copy activity is commonly used in data warehousing scenarios.

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Q2. what are the difference b/w data lake gen1 and gen2

Ans.

Data Lake Gen1 is based on Hadoop Distributed File System (HDFS) while Gen2 is built on Azure Blob Storage.

  • Data Lake Gen1 uses HDFS for storing data while Gen2 uses Azure Blob Storage.

  • Gen1 has a hierarchical file system while Gen2 has a flat file system.

  • Gen2 provides better performance, scalability, and security compared to Gen1.

  • Gen2 supports Azure Data Lake Storage features like tiering, lifecycle management, and access control lists (ACLs).

  • Gen2 allows direct access to data ...read more

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Q3. SQL query and difference between rank,dense rank and row number

Ans.

Rank, dense rank, and row number are SQL functions used to assign a unique sequential number to rows in a result set.

  • Rank function assigns a unique number to each row based on the ordering specified in the query.

  • Dense rank function also assigns a unique number to each row, but it does not leave gaps in the ranking sequence.

  • Row number function simply assigns a sequential number to each row in the result set, without any consideration of the order.

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Q4. Difference between olap and oltp

Ans.

OLAP is for analytics and reporting while OLTP is for transaction processing.

  • OLAP stands for Online Analytical Processing

  • OLTP stands for Online Transaction Processing

  • OLAP is used for complex queries and data analysis

  • OLTP is used for real-time transaction processing

  • OLAP databases are read-intensive while OLTP databases are write-intensive

  • Examples of OLAP databases include data warehouses and data marts

  • Examples of OLTP databases include banking systems and e-commerce websites

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Q5. Difference between dataframe and rdd

Ans.

Dataframe is a distributed collection of data organized into named columns while RDD is a distributed collection of data organized into partitions.

  • Dataframe is immutable while RDD is mutable

  • Dataframe has a schema while RDD does not

  • Dataframe is optimized for structured and semi-structured data while RDD is optimized for unstructured data

  • Dataframe has better performance than RDD due to its optimized execution engine

  • Dataframe supports SQL queries while RDD does not

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Q6. What is polybase?

Ans.

Polybase is a feature in Azure SQL Data Warehouse that allows users to query data stored in Hadoop or Azure Blob Storage.

  • Polybase enables users to access and query external data sources without moving the data into the database.

  • It provides a virtualization layer that allows SQL queries to seamlessly integrate with data stored in Hadoop or Azure Blob Storage.

  • Polybase can significantly improve query performance by leveraging the parallel processing capabilities of Hadoop or Azu...read more

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