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Interview Questions

Real questions from top companies in System Design/Architecture

700+ Easy450+ Medium650+ Hard
All CategoriesBehavioralSpark/Big DataSQLPython/CodingSystem Design/ArchitectureCloud/ToolsGeneral/Othereasymediumhard
21

How would you monitor and reduce disk-based queries (disk spilling)?

System Design/Architecturemediumjoinpartitionsnowflake0.5 min read
Capco
β†’
22

Lakehouse vs. Warehouse

System Design/Architecturehardbigquerylakehousesnowflake0.5 min read
Nihilent
β†’
23

Mapper and Reducer design for solving Two-Sum

System Design/Architecturehardjoinoptimizationpartition3.6 min read
media.net
β†’
24

Propose a solution for monitoring and maintaining data quality across multiple regions.

System Design/Architectureeasyspark0.3 min read
Adidas
β†’
25

What are the best practices for logging and monitoring bad data?

System Design/Architecturemedium0.3 min read
PWC
β†’
26

What are the implications of enabling schema auto-detection?

System Design/Architectureeasybigquery0.2 min read
PWC
β†’
27

What are the limitations of Assert Transformations in complex data flows?

System Design/Architecturemediumpartition0.2 min read
Virtusa
β†’
28

What would you do if a critical data pipeline failed during a holiday?

System Design/Architectureeasy0.2 min read
Paytm
β†’
29

What's your approach to data versioning in a data lake?

System Design/Architecturehardpartition0.3 min read
Freecharge
β†’
30

Which metrics are critical to monitor?

System Design/Architectureeasy0.2 min read
Moonfare
β†’
31

Architect a solution to handle notifications for millions of users with varying preferences.

System Design/Architecturehardoptimizationpartitionspark4.1 min read
Disney+ Hotstar
β†’
32

Build a banking system architecture from scratch, highlighting critical workflows, scalability, and data management strategies.

System Design/Architecturehardoptimizationpartitionspark4.1 min read
Expedia
β†’
33

Business Role of Data Pipeline

System Design/Architecturehardbigqueryoptimizationpartition4 min read
Verizon
β†’
34

CAP Theorem

System Design/Architecturehardoptimizationpartitionspark4 min read
ZS Associates
β†’
35

CI/CD implementation across environments (DEV, QA, UAT, PreProd, PROD)

System Design/Architecturehardoptimizationpartitionspark4.1 min read
Zen Data Shastra
β†’
36

Can Schema Evolution lead to data inconsistencies? If so, how do you manage them?

System Design/Architecturehardoptimizationpartitionspark4.1 min read
PWC
β†’
37

Compare Native vs Cloud Database Systems.

System Design/Architecturehardbigqueryoptimizationpartition4.1 min read
Gartner
β†’
38

Data Volume in Pipelines and Scalability Solutions

System Design/Architecturehardoptimizationpartitionspark4 min read
Nagarro
β†’
39

Demonstrate system design principles applied to BI solutions.

System Design/Architecturehardoptimizationpartitionsnowflake4 min read
Expedia
β†’
40

Describe a data pipeline you built and optimized.

System Design/Architecturehardoptimizationpartitionspark4 min read
Bitwise
β†’

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