DST Boundaries and the Missing Hour
Concepts covered: sqlDateTrunc
Most companies do not align their fiscal year with the calendar year. Apple's fiscal year ends in September; many retailers end in January or February; the US government ends in September. A query that uses DATE_TRUNC('year', date) for fiscal reporting is wrong for any company except those with calendar-year fiscal alignment. Knowing the patterns for fiscal calendars and business-day windows before the interviewer asks is what tells the room you've reported against a real company's books. Fiscal year arithmetic Two patterns for fiscal-year computation. Pattern one: arithmetic shift. If the fiscal year starts in April, subtract three months from the date before truncating; the result is the fiscal-year-aligned year. txn_date - INTERVAL '3 months' converts the dates, then DATE_TRUNC('year',
About This Interactive Section
This section is part of the Date Arithmetic: Intermediate lesson on DataDriven, a free data engineering interview prep platform. Each section includes explanations, worked examples, and hands-on code challenges that execute in real time. SQL queries run against a live database. Python runs in a sandboxed Docker container. Data modeling problems validate against interactive schema canvases. All content is framed around what data engineering interviewers actually test at companies like Meta, Google, Amazon, Netflix, Stripe, and Databricks.
How DataDriven Lessons Work
DataDriven combines four interview rounds (SQL, Python, Data Modeling, Pipeline Architecture) with adaptive difficulty and spaced repetition. Easy problems get harder as you improve. Weak concepts resurface until you master them. Your readiness score tracks progress across every topic interviewers test. Every lesson section ends with problems you solve by writing and running real code, not by picking multiple-choice answers.