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Interview Questions

Real questions from top companies in Spark/Big Data · hard

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All CategoriesBehavioralSpark/Big DataSQLPython/CodingSystem Design/ArchitectureCloud/ToolsGeneral/Othereasymediumhard
1

Given a streaming dataset from Kafka, how would you ingest the data in real-time using Spark?

Spark/Big Datahard
2

How do you optimize Spark jobs for performance?

Spark/Big Datahard
3

How would you implement a sliding window aggregation in Spark Structured Streaming?

Spark/Big Datahard
4

Implement a Spark job to find the top 10 most frequent words in a large text file.

Spark/Big Datahard
5

What are the key components of the Spark execution model (Job, Stage, Task)?

Spark/Big Datahard
6

What is Spark's Catalyst Optimizer? Explain its stages.

Spark/Big Datahard
7

What is the difference between Spark RDDs, DataFrames, and Datasets?

Spark/Big Datahard
8

What is the small-file problem in Spark, and how do you solve it?

Spark/Big Datahard

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