Resources & Study Guides

Downloadable PDF guides, cheat sheets, and practice sets to complement your interview preparation.

PDF Study Guides

📘Free

SQL Interview Cheat Sheet

Window functions, CTEs, joins, aggregation patterns - all in one printable reference.

24 pages
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Spark & Big Data Guide

RDDs, DataFrames, Delta Lake, performance tuning, and data skew solutions.

40 pages
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🏗️All Access

System Design Templates

10 battle-tested pipeline architecture templates with diagrams and trade-off analysis.

32 pages
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🐍All Access

Python for DE Quick Reference

PySpark, pandas, ETL patterns, decorators, and common coding interview patterns.

28 pages
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Cloud Platform Comparison

AWS vs GCP vs Azure for data engineering. Services, pricing, and when to use what.

36 pages
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Complete Interview Prep Bundle

All guides combined into one comprehensive study package with practice questions.

160+ pages
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Practice Sets

SQL Practice Set

50 problems

Real interview SQL queries with solutions and explanations.

Spark Coding Challenges

30 problems

PySpark exercises from junior to expert level.

System Design Scenarios

15 designs

End-to-end pipeline design problems with detailed solutions.

Python DE Challenges

40 problems

ETL scripts, data manipulation, and coding patterns.

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Free: Top 20 SQL Interview Questions (PDF)

Get the most frequently asked SQL questions with detailed answers. Delivered instantly to your inbox.

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Access every PDF guide, practice set, and the complete DE course with the All Access plan.