Essential cookies keep authentication working. With your permission, we also use analytics cookies to understand and improve the product. Read our Privacy Policy

DataEngPrep.tech
QuestionsPracticeAI CoachDashboardPricingBlog
ProLogin

Interview Questions

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

700+ Easy450+ Medium650+ Hard
All CategoriesBehavioralSpark/Big DataSQLPython/CodingSystem Design/ArchitectureCloud/ToolsGeneral/Othereasymediumhard
101

How many stages are created in a Spark job, and how are they formed?

Spark/Big Datahardjoinoptimizationpartition0.5 min read
Coforge
β†’
102

How to Connect to Salesforce Without Typing Credentials Manually

Spark/Big Datahardoptimizationpartitionpython0.5 min read
Presidio
β†’
103

How to Upsert Your Data Daily Using Spark

Spark/Big Datahardoptimizationpartitionpython0.5 min read
Nagarro
β†’
104

How would you debug a failing Spark job running on Dataproc?

Spark/Big Datahardoptimizationpartitionspark0.5 min read
Aarete
β†’
105

How would you debug a slow-running PySpark job? What factors would you investigate?

Spark/Big Datahardoptimizationpartitionspark0.5 min read
Netflix
β†’
106

How would you design a Kafka-based pipeline for processing streaming data in real-time?

Spark/Big Datahardoptimizationpartitionspark2.5 min read
Citi
β†’
107

How would you design a scalable and fault-tolerant data processing pipeline for handling large volumes of streaming data?

Spark/Big Datahardoptimizationpartitionspark2.6 min read
Amazon
β†’
108

How would you handle a large-scale data shuffle in a Dataflow pipeline?

Spark/Big Datahardoptimizationpartitionwindow0.5 min read
Aarete
β†’
109

How would you handle unstructured data in Hive?

Spark/Big Datahardoptimizationpartition0.5 min read
Coforge
β†’
110

How would you identify and resolve a shuffle spill in Spark UI?

Spark/Big Datahardoptimizationpartitionspark0.5 min read
PWC
β†’
111

How would you manage the streaming data schema and handle schema evolution in Delta Lake?

Spark/Big Datahardoptimizationpartition0.5 min read
Meesho
β†’
112

How would you manage transitions to Glacier Instant Retrieval and Deep Archive?

Spark/Big Datahardoptimizationpartition0.6 min read
Capco
β†’
113

How would you migrate metadata from Hive Metastore to Glue?

Spark/Big Datahardoptimizationpartitionspark0.6 min read
Capco
β†’
114

If a consumer fails to process a message due to data corruption, describe how you would configure Kafka to handle retries and avoid message loss.

Spark/Big Datahardoptimizationpartition0.5 min read
Dunnhumby
β†’
115

In Spark, what is the difference between cores and executors?

Spark/Big Datahardoptimizationpartitionspark0.5 min read
Dunnhumby
β†’
116

Share your experience in working with big data technologies such as Hadoop, Spark, or AWS EMR. How have you leveraged these tools in your previous projects?

Spark/Big Datahardjoinoptimizationpartition0.6 min read
Amazon
β†’
117

Spark Architecture - Components include Driver, Executors, Cluster Manager, and Tasks

Spark/Big Datahardoptimizationpartitionspark2.5 min read
Presidio
β†’
118

Spark Tungsten & Catalyst Optimizer

Spark/Big Datahardjoinoptimizationpartition0.8 min read
Walmart
β†’
119

Steps to link a Databricks notebook to an ADF pipeline

Spark/Big Datahardspark0.6 min read
Kaseya
β†’
120

Trade-offs between batch processing (Spark) vs. real-time streams (Kafka)

Spark/Big Datahardpartitionspark0.7 min read
PayPal
β†’

Reading isn't practice. Get AI feedback on your answers.

Type or paste your answer to any of these questions and our AI Coach scores it, highlights gaps, and rewrites it at FAANG quality. Free to try.

Try AI Answer Coach β€” FreeStart a Mock Interview
Previous1...4567Next
Categories
All QuestionsSQLSpark / Big DataPython / CodingSystem DesignCloud / ToolsBehavioral
By Company
AmazonGoogleDatabricksSnowflakeAWSAzureMicrosoftNetflixUberTCS
Interview Guides
All GuidesTop SQL QuestionsTop Spark QuestionsPySpark QuestionsTop Python QuestionsTop System DesignKafka QuestionsAirflow QuestionsSQL Window FunctionsETL QuestionsData Modeling
Products
AI Interview CoachAnswer AnalyzerSQL PlaygroundResume AnalyzerAnswer Vault PDFsPricing
Company
About & Editorial PolicyContact UsAI DisclosureDisclaimerTerms of ServicePrivacy Policy
Β© 2026 DataEngPrep.tech. All rights reserved.
AboutBlogContactDisclaimer