Merilytics Data Engineer Interview Questions and Answers

Databricks is a unified data analytics platform that includes components like Databricks Workspace, Databricks Runtime, and Databricks Delta.

• Databricks Workspace: Collaborative environment for data science and engineering teams.

• Databricks Runtime: Optimized Apache Spark cluster for data processing.

• Databricks Delta: Unified data management system for data lakes.

To read a JSON file, use a programming language's built-in functions or libraries to parse the file and extract the data.

• Use a programming language like Python, Java, or JavaScript to read the JSON file.

• Import libraries like json in Python or json-simple in Java to parse the JSON data.

• Use functions like json.load() in Python to load the JSON file and convert it into a dictionary or object.

• Access the data in the JSON fi...read more

To find the second highest salary in SQL, use the MAX function with a subquery or the LIMIT clause.

• Use the MAX function with a subquery to find the highest salary first, then use a WHERE clause to exclude it and find the second highest salary.

• Alternatively, use the LIMIT clause to select the second highest salary directly.

• Make sure to handle cases where there may be ties for the highest salary.

Spark cluster configuration involves setting up memory, cores, and other parameters for optimal performance.

• Specify the number of executors and executor memory

• Set the number of cores per executor

• Adjust the driver memory based on the application requirements

• Configure shuffle partitions for efficient data processing

• Enable dynamic allocation for better resource utilization

Building a data pipeline involves extracting, transforming, and loading data from various sources to a destination for analysis.

• Identify data sources and determine the data to be collected

• Extract data from sources using tools like Apache NiFi or Apache Kafka

• Transform data using tools like Apache Spark or Python scripts

• Load data into a destination such as a data warehouse or database

• Schedule and automate the pipeline fo...read more