HardSQL challenge #264WINDOW FUNCTIONPARTITIONCALCULATION

Highest Margin per Category

Find product with highest profit margin in each category.

The challenge runs on the SQLabHub practice database (SQLite) and uses the products table. You can solve it in the browser, with nothing to install.

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The task

Find product with highest profit margin in each category.

A correct answer returns 10 rows with 12 columns: id, name, category, price, cost, stock, sku, status, rating, review_count, margin, rn.

Tables used in this challenge

products 120 rows

id INTEGER (PK) · name TEXT · category TEXT · price REAL · cost REAL · stock INTEGER · sku TEXT · status TEXT · rating REAL · review_count INTEGER

First 3 rows of the products table
idnamecategorypricecoststockskustatusratingreview_count
1Play Kitchen DeluxeToys1786.38589.51257SKU-000001active457
2Micro-Cut Paper Shredder 8-SheetOffice Supplies907.93281.46131SKU-000002active2.5447
34K Dual Dash CameraAutomotive568.89204.8176SKU-000003active4.129

The first rows of each table are shown. See how all the tables relate on the database schema page.

Expected output

Expected output of the challenge
idnamecategorypricecoststockskustatusratingreview_countmarginrn
22Back Seat OrganizerAutomotive1804.31685.64428SKU-000022active31311118.671
35Clean Code (Martin)Books1891.09699.750SKU-000035active3.71711191.38999999999991
18Winter Parka JacketClothing1695.08813.6433SKU-000018active3.5328881.43999999999991
84Webcam HD 1080pElectronics1606.25819.19357SKU-000084active3.6441787.061
68Single Origin Coffee 500gFood & Beverage1991.75657.28195SKU-000068active4.71311334.471
5Premium Beard Oil 60mlHealth & Beauty1428.31428.49183SKU-000005active5305999.81999999999991
108Succulent Plant SetHome & Garden1990.16616.95107SKU-000108discontinued42241373.211
51Ergonomic Desk Mat XLOffice Supplies1839.35717.35267SKU-000051active4.717311221
65Waterproof Hiking BootsSports & Outdoors1769.01566.08164SKU-000065active4.14811202.92999999999981
1Play Kitchen DeluxeToys1786.38589.51257SKU-000001active4571196.87000000000011

The complete result: 10 rows. This is the output of the model solution on the practice database. The task does not fix a sort order, so your rows may come back in a different order.

What you practise

  • Filtering rows with a WHERE condition
  • Querying the result of another query with a subquery in FROM
  • Numbering rows with ROW_NUMBER() to pick one or a few per group
  • Restarting a window calculation for each group with PARTITION BY
  • Deriving a new column from an expression and naming it with an alias

Hint and approach

Try the challenge first. Open these only when you need them.

Show the hint

ROW_NUMBER partition

Show the step-by-step approach

How the model solution is built, in the order the database evaluates it:

  1. Build an inner query first (a derived table):
    1. Read from the products table.
    2. Number the rows with ROW_NUMBER(), ordered by (price - cost) descending, restarting for each category.
    3. Add the calculated column margin: price - cost.
  2. Filter in WHERE: keep the rows where rn equals 1. The filter sits in the outer query because a window function cannot be tested in the WHERE clause of the query that computes it.

Model solution

Checking your session…

What to watch for

  • ROW_NUMBER(). ROW_NUMBER() breaks ties arbitrarily. When the ORDER BY inside OVER does not identify one row, the row that gets number 1 can change between runs.
  • PARTITION BY. PARTITION BY is not GROUP BY: it keeps every row and only decides which rows a window function looks at.
  • Derived table. Columns computed in the inner query are only visible outside under their alias, so every calculated column there needs a name.
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