Crazy SQL Interview Problem for Senior Data Engineers | Cyclic Money Transactions

In this video, we solve a challenging SQL interview problem often asked for Senior Data Engineer and Analytics Engineer roles. Problem Statement Given a transactions table, identify all groups of users involved in a circular money flow where: ✔ Money starts from User A ✔ Passes through one or more intermediate users ✔ Returns back to User A ✔ All transactions occur within 1 hour ✔ Amount remains constant throughout the cycle ✔ No user repeats in the path except the starting user Concepts Covered • Recursive CTE • Graph Traversal using SQL • Cycle Detection • Path Building • Advanced SQL Interview Questions • Real World Fraud Detection Scenarios • SQL Server Solution This is a great problem to strengthen your recursive CTE skills and understand how SQL can be used to detect suspicious transaction patterns. If you want more such advanced SQL interview problems, subscribe to the channel and keep practicing. 🚀 script: create table transactions ( transaction_id int primary key, sender_id varchar(3) not null, receiver_id varchar(3) not null, amount int not null, transaction_time datetime not null ); insert into transactions values (1, 101, 102, 500, '2025-01-01 09:00:00'), (2, 102, 103, 500, '2025-01-01 09:10:00'), (3, 103, 101, 500, '2025-01-01 09:20:00'), (4, 201, 202, 1000, '2025-01-01 10:00:00'), (5, 202, 203, 1000, '2025-01-01 10:05:00'), (6, 203, 204, 1000, '2025-01-01 10:10:00'), (7, 301, 302, 1000, '2025-01-01 10:00:00'), (8, 302, 301, 1000, '2025-01-01 10:05:00'), (9, 401, 402, 500, '2025-01-01 09:00:00'), (10, 402, 403, 500, '2025-01-01 09:10:00'), (11, 403, 404, 500, '2025-01-01 09:20:00'), (12, 404, 401, 500, '2025-01-01 09:25:00'); Zero to hero(Advance) SQL Aggregation:    • All About SQL Aggregations | SQL Advance |...   Most Asked Join Based Interview Question:    • Most Asked SQL JOIN based Interview Questi...   Solving 4 Trick SQL problems:    • Solving 4 Tricky SQL Problems   Data Analyst Spotify Case Study:    • Data Analyst Spotify Case Study | SQL Inte...   Top 10 SQL interview Questions:    • Top 10 SQL interview Questions and Answers...   Interview Question based on FULL OUTER JOIN:    • SQL Interview Question Based on Full Outer...   Playlist to master SQL :    • Complex SQL Questions for Interview Prepar...   Rank, Dense_Rank and Row_Number:    • RANK, DENSE_RANK, ROW_NUMBER SQL Analytica...   #sql #dataengineer

Last Minute Spark Interview Prep Kit : Complete Revision in 2 Hours
▶︎

Last Minute Spark Interview Prep Kit : Complete Revision in 2 Hours

15 SQL Interview Questions TO GET YOU HIRED in 2026 | SQL Interview Questions & Answers |Intellipaat
▶︎

15 SQL Interview Questions TO GET YOU HIRED in 2026 | SQL Interview Questions & Answers |Intellipaat

Last Minute Data Modeling and Warehousing Interview Prep Kit : Complete Revision in 2 Hours
▶︎

Last Minute Data Modeling and Warehousing Interview Prep Kit : Complete Revision in 2 Hours

Rows Between vs Range Between in SQL Window Functions | Real Difference Explained with Examples
▶︎

Rows Between vs Range Between in SQL Window Functions | Real Difference Explained with Examples

If You Get Laid Off Tomorrow, Do What This Oracle Engineer Did #softwarelyf #oraclelayoffs #itjobs
▶︎

If You Get Laid Off Tomorrow, Do What This Oracle Engineer Did #softwarelyf #oraclelayoffs #itjobs

Databricks AI (Genie): Build a Data Engineering Pipeline in 30 Minutes | Bronze, Silver, Gold
▶︎

Databricks AI (Genie): Build a Data Engineering Pipeline in 30 Minutes | Bronze, Silver, Gold

2026 DELOITTE SQL Interview Question - Medium Level
▶︎

2026 DELOITTE SQL Interview Question - Medium Level

How To Think SO CLEARLY People Assume You're A Genius
▶︎

How To Think SO CLEARLY People Assume You're A Genius

The 10 MOST EXPOSED Jobs Coming to an END as per Anthropic's 2026 Report | Warikoo Careers Hindi
▶︎

The 10 MOST EXPOSED Jobs Coming to an END as per Anthropic's 2026 Report | Warikoo Careers Hindi

Trump’s Childish Behavior with World Leaders, Republicans Bash His Iran Deal & Guillermo’s Huge News
▶︎

Trump’s Childish Behavior with World Leaders, Republicans Bash His Iran Deal & Guillermo’s Huge News

Learn How TRY_CAST Saves Production Pipelines in 10 Minutes
▶︎

Learn How TRY_CAST Saves Production Pipelines in 10 Minutes

Databricks Just Changed ETL Forever with Lakeflow Designer | No Code ETL using Databricks
▶︎

Databricks Just Changed ETL Forever with Lakeflow Designer | No Code ETL using Databricks

Most Asked Data Engineer SQL Interview Question | Rank and Dense_Rank Without Window Functions
▶︎

Most Asked Data Engineer SQL Interview Question | Rank and Dense_Rank Without Window Functions

Watch Finland FM's Reaction As S Jaishankar Exposes America's Doublespeak
▶︎

Watch Finland FM's Reaction As S Jaishankar Exposes America's Doublespeak

Top 45 SQL Interview Questions And Answers In 2026 | SQL Interview Questions 2026 | Simplilearn
▶︎

Top 45 SQL Interview Questions And Answers In 2026 | SQL Interview Questions 2026 | Simplilearn

Last Minute Pandas Interview Prep Kit : Complete Revision in 3 Hours
▶︎

Last Minute Pandas Interview Prep Kit : Complete Revision in 3 Hours

How to Become a Data Analyst in 2026 (starting from 0)
▶︎

How to Become a Data Analyst in 2026 (starting from 0)

Do THIS Instead of Watching Endless Tutorials - How I'd Learn SQL FAST (2025)
▶︎

Do THIS Instead of Watching Endless Tutorials - How I'd Learn SQL FAST (2025)

I Stopped Using SQL Window Functions… Instead I Use This SQL Function
▶︎

I Stopped Using SQL Window Functions… Instead I Use This SQL Function

Hidden SQL Difference You Didn’t Know
▶︎

Hidden SQL Difference You Didn’t Know