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Interview Questions

Real questions from top companies

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

What strategies can you use to handle skewed data in Spark?

Spark/Big Datamediumjoinpartitionspark0.5 min read
BCGBitwiseCitiHashedIn
β†’
22

Briefly introduce yourself and walk us through your journey as a Data Engineer so far.

Behavioralhardetljoinpartition2 min read
AccentureEPAMYash Technologies
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23

Can you explain the difference between OLTP and OLAP?

SQLmediumbigquerysnowflakesql2 min read
AccentureCognizantEPAMYash Technologies
β†’
24

Describe a time when you had to optimize a slow SQL query. What steps did you take?

SQLmediumjoinsql0.5 min read
AareteAccentureFossil GroupYash Technologies
β†’
25

Explain the concept of ACID properties in the context of databases.

SQLeasy2 min read
AccentureCognizantEPAMYash Technologies
β†’
26

Explain the difference between INNER JOIN, LEFT JOIN, RIGHT JOIN, and FULL JOIN.

SQLmediumjoin2 min read
AccentureCognizantEPAMYash Technologies
β†’
27

How do you handle NULL values in SQL? Mention functions like COALESCE and NULLIF.

SQLmediumjoinsql1 min read
AccentureCognizantEPAMYash Technologies
β†’
28

What is a Common Table Expression (CTE), and when would you use it?

SQLhardbigqueryoptimizationsnowflake2 min read
AccentureCognizantEPAMYash Technologies
β†’
29

What is the difference between a primary key and a unique key?

SQLhardsparksql2 min read
AccentureCognizantEPAMYash Technologies
β†’
30

What is the difference between WHERE and HAVING clauses in SQL?

SQLmediumsql2 min read
AccentureCognizantEPAMYash Technologies
β†’
31

Write a Python function to check if a string is a palindrome.

Python/Codingmediumjoinpython2 min read
CapcoHashedInLTIMindtree
β†’
32

Describe a scenario where partitioning and bucketing would improve query performance.

SQLmediumjoinpartition0.7 min read
Daniel WellingtonGoldman SachsSwiggy
β†’
33

Explain Fact and Dimension Tables with examples.

SQLhardjoin0.6 min read
DatameticaDeloitteIncedo
β†’
34

Explain the types of triggers in ADF, including schedule, tumbling window, and event-based triggers.

SQLmediumpartitionwindow0.5 min read
FedEx DataworksNihilentVirtusa
β†’
35

How do you remove duplicate rows in BigQuery?

SQLmediumbigquerypartition0.6 min read
EYIncedoTech Mahindra
β†’
36

Joins and window functions - INNER, LEFT, RIGHT, FULL OUTER, ROW_NUMBER(), RANK(), DENSE_RANK()

SQLhardjoinpartitionwindow0.7 min read
FordKPMGNihilent
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37

When would you choose a Snowflake schema over a Star schema?

SQLmediumjoinsnowflake0.6 min read
Goldman SachsMicrosoftZS Associates
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38

Can you explain the architecture of Apache Spark and its components?

Spark/Big Datahardjoinoptimizationpartition3.2 min read
CoforgeFreechargeNihilent
β†’
39

Describe the difference between Spark RDDs, DataFrames, and Datasets.

Spark/Big Datahardoptimizationpartitionspark2 min read
AccentureFragma Data Systems
β†’
40

Explain the difference between Spark's map() and flatMap() transformations.

Spark/Big Datamediumpartitionspark2 min read
Delivery HeroDunnhumbyFragma Data Systems
β†’

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