Why These 30?
Hand-curated for maximum interview ROI.
Joins, in Depth
Five stages covering every join pattern that appears in real interviews — INNER, LEFT, anti-joins, correlated EXISTS, set operations (UNION, INTERSECT, EXCEPT), and the multi-FK star joins that real fact-table queries demand.
Industry-Grade Multi-FK Schemas
Every problem runs on the same kind of 8–15 table relational structures real production queries hit — orders, customers, sellers, shipments. You compose joins like an actual data engineer, not on 2-column toy tables.
Multi-Join Composition Per Problem
Most problems require 2–4 joins in a single query — the realistic interview shape, not single-pattern drills. You learn to spot which join is the right tool, not just how the syntax works.
Skill Coverage
How the 30 problems distribute across SQL topics.
FAQ
The first 5 problems (Stage 1) are completely free.
Stages 2-5 require a Premium subscription, which gives you access to all 1,625 problems across 15 production-grade datasets.
Ready to Master SQL?
Start with Stage 1 — graded instantly in your browser.
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