The Interview Loop
Recruiter Screen (30 min)
Standard fit check, behavioral questions, and resume overview.
Technical Loop (3-4 Rounds)
Deep dive into domain knowledge, coding, and system design.
Interview Question Bank
Backend Engineer
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Technical
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medium
Write a SQL query to find the Nth highest salary from an Employee table without using the LIMIT or OFFSET keywords.
#Database
#Complex Queries
Backend Engineer
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Technical
•
medium
Explain the difference between Clustered and Non-Clustered Indexes in a relational database.
#Database Performance
#Indexing
Backend Engineer
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Technical
•
medium
Explain the ACID properties of a database. How do different Isolation levels prevent phenomena like Dirty Reads or Phantom Reads?
#Database Theory
#Transactions
Data Engineer
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Coding
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medium
Write a SQL query to find the nth highest salary from an Employee table without using the LIMIT or TOP keywords.
#Window Functions
#Subqueries
#SQL Server
Data Engineer
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Coding
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easy
Given an Employee table with columns Id, Name, Salary, and ManagerId, write a query to find all employees who earn more than their direct managers.
#Self Joins
#Filtering
Data Engineer
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Coding
•
medium
Write a query to find the 7-day moving average of sales for a retail client.
#Window Functions
#Moving Averages
#Data Analysis
Data Engineer
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Coding
•
medium
Write a SQL query to calculate the cumulative sum of sales per region over time.
#Window Functions
#Aggregation
#Time Series
Data Engineer
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Technical
•
easy
Explain the exact differences between RANK(), DENSE_RANK(), and ROW_NUMBER() in SQL. Provide a scenario where you would choose DENSE_RANK() over RANK().
#Window Functions
#Ranking
Data Engineer
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Technical
•
hard
You have a slow-running query in Snowflake with multiple joins and a subquery that processes millions of rows. How do you approach optimizing it?
#Query Optimization
#Execution Plan
#Snowflake
Data Scientist
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Coding
•
medium
Write a SQL query to calculate the 7-day rolling average of daily sales for an e-commerce platform.
#SQL
#Window Functions
#Time Series
Data Scientist
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Coding
•
medium
Write a SQL query using window functions to find the second highest salary in each department.
#SQL
#Window Functions
#Data Aggregation
Data Scientist
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Coding
•
medium
Write a SQL query to find the top 3 employees with the highest sales in each department.
#SQL
#Window Functions
#Ranking
Data Scientist
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Coding
•
easy
Write a SQL query to find all duplicate records in a table based on an 'email' column, and return the email along with the count of duplicates.
#SQL
#GROUP BY
#HAVING
Full Stack Engineer
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Coding
•
easy
Write a SQL query to find the second highest salary of an employee from an Employee table.
#Database
#Queries
#Aggregations
Machine Learning Engineer
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Coding
•
medium
Write a SQL query to find the top 3 most frequent product categories in a transaction table, partitioned by month.
#SQL
#Window Functions
#Data Aggregation
Product Manager
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Coding
•
medium
Given a 'users' table and a 'logins' table, write a query to find the percentage of active users who logged in more than 5 times this week.
#Joins
#Subqueries
#Ratios
Product Manager
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Coding
•
easy
Write a SQL query to find the top 5 clients by revenue generated in the last quarter from a 'transactions' table.
#Data Extraction
#Aggregations
#Filtering
Difficulty Radar
Based on recent AI-sourced data.
Meet Your Interviewers
The "Standard" Interviewer
Senior EngineerFocuses on core competencies, system constraints, and clear communication.
SimulateUnwritten Rules
Think Out Loud
Always explain your thought process before writing code or drawing architecture.