Top 18
Prep plan
Updated weekly · Last refresh Oct 17

v4c.ai Data Engineer Interview Questions

The questions to prepare for a v4c.ai Data Engineer interview. Questions from real interview reports rank first. Updated daily.

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~4htotal time
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1
CodingStart here. 3 questions · ~36 min
Machine Learning Concepts and PythonHard
Practice
Recently asked

Train a binary logistic regression model using sigmoid activation, cross-entropy gradients, and batch gradient descent in pure Python.

backpropagationMachine LearningArraysv4c.ai
args vs kwargs in PythonEasy
Practice
Recently asked

Format positional args and keyword kwargs into a valid Python function call.

clean codeabstractioncode structurev4c.ai
Azure Services and PySpark CodingMedium
Recently asked

Evaluates cloud and data engineering implementation skills with PySpark and SQL.

pysparkv4c.ai
2
SQL & Data Manipulation10 questions · ~120 min
SQL Joins and Left JoinEasy
Practice
Recently asked

Demonstrate how INNER JOIN and LEFT JOIN affect customer and order records, including customers without orders.

null handlingJoinssqlv4c.ai
Data Lake vs Delta Lake and ACIDHard
Practice
Recently asked

Compare data lake assets with Delta tables and summarize committed operations demonstrating ACID behavior.

acid propertiessqldata integrityv4c.ai
Second and Nth Highest ValuesMedium
Practice
Recently asked

Find the second highest distinct salary and adapt the query to retrieve any requested salary rank.

Data Manipulationsqldatabase queryingv4c.ai
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3
Behavioral & Leadership3 questions · ~36 min
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4
More topics2 questions · ~24 min
Spark Architecture and Databricks BasicsHard
Recently asked

Explain Databricks fundamentals, Spark architecture, and how to select and optimize Spark join strategies.

distributed computingdelta lakedata skewnessv4c.ai
Pipelines and Data Pipeline UseHard
Recently asked

Explain what data pipelines are, how ETL and ELT work, and where pipelines are used in production systems.

Data Qualitydata pipelineETLv4c.ai
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