N043-M3 Tier 4 · Advanced · medium ecommerce · Brightlane

Return every delivered order's ID, customer ID, amount, and the amount of that customer's first delivered order chronologically

Part of FIRST_VALUE, LAST_VALUE, NTH_VALUE in SQL

The problem

Brightlane's fulfillment team is reviewing delivered order sequences only — pending and cancelled orders are excluded.

Write a query to return every delivered order's ID, customer ID, amount, and the amount of that customer's first delivered order chronologically.

Assumptions:

  • A delivered order has status = 'delivered'. Only delivered orders should appear in the result, and only delivered orders should contribute to the first-order lookup.
  • A customer's first delivered order is the delivered order with the smallest ordered_at for that customer_id. The same first-delivered amount appears on every row sharing a customer_id.
  • The final result is sorted by customer_id ascending, then by ordered_at ascending.

Output:

  • One row per delivered order, with columns id, customer_id, total_amount, and first_delivered_amount. Sorted by customer_id, then ordered_at.
Schema · ecommerce 5 tables
categories
id integer
name text
parent_id? integer
products
id integer
name text
category_id integer
price numeric
stock_qty integer
attributes? jsonb
order_items
id integer
order_id integer
product_id integer
quantity integer
unit_price numeric
customers
id integer
name text
email text
city? text
country text
created_at timestamptz
is_active boolean
orders
id integer
customer_id integer
ordered_at timestamptz
status text
total_amount numeric

Run previews · Check grades

Write a query, then run it to see results here.

Worked solution Try it yourself first
Solution query
SELECT
  id,
  customer_id,
  total_amount,
  FIRST_VALUE(total_amount) OVER (
    PARTITION BY
      customer_id
    ORDER BY
      ordered_at
  ) AS first_delivered_amount
FROM
  orders
WHERE
  status = 'delivered'
ORDER BY
  customer_id,
  ordered_at

The shape

A WHERE clause runs before a window function evaluates. By the time FIRST_VALUE sees the partition, the non-delivered orders are already gone, so position 1 of each customer's partition is that customer's earliest delivered order. The window function sees the filtered record set, not the original one.

Clause by clause

  • SELECT id, customer_id, total_amount, FIRST_VALUE(total_amount) OVER (PARTITION BY customer_id ORDER BY ordered_at) AS first_delivered_amount returns each delivered order's identifying columns and the customer's first delivered-order amount. The window partitions by customer and orders chronologically; FIRST_VALUE pulls position 1.
  • FROM orders reads every order.
  • WHERE status = 'delivered' drops every non-delivered row before the window function is evaluated. This is the load-bearing step. The partition that FIRST_VALUE sees contains only delivered orders.
  • ORDER BY customer_id, ordered_at sorts the printed result chronologically within each customer.

Why this and not filtering after the window function

SQL evaluates WHERE before SELECT, and window functions are part of SELECT. So filtering with WHERE happens first, and the window function operates on the surviving rows. If the requirement were instead "the first order overall, but only show delivered orders," the window function would need to see every order, and the delivered-only restriction would have to be applied later (with a subquery or CTE wrapper). The two phrasings produce different numbers; the prompt asks for the first delivered order, so the WHERE clause goes inside the same query as the window function.

The trap

A customer whose earliest chronological order was cancelled, with later orders delivered, will show their first delivered order in this result, not their first order overall. The number is correct for the question the prompt asked, and wrong for the question a reader might have assumed it asked. The WHERE clause changed what "first" means here. Whenever a window function appears alongside a WHERE filter on the same table, the partition's "first" and "last" refer to positions inside the filtered set.

You practiced FIRST_VALUE over a pre-restricted record set — the WHERE runs first, so the window function's 'first' is the earliest of the surviving records, not the earliest order overall.

How you actually get good at SQL

Reading explains SQL. Writing it, over and over with instant feedback, is what makes you fluent.

That's the whole SQLMaxx loop: 600+ real problems, instant AI feedback, mastery you can actually see, and spaced review that won't let you forget.

A stack of SQL practice problem cards, the top card showing an employees table.
615 problems · 66 concepts

Real problems. Not toy examples.

615 hand-built problems spanning all 66 concepts, from basic SELECTs to window functions, built on real schemas and real business questions, the kind you'll actually get asked on the job. Enough reps to make SQL automatic.

A retro computer showing a SQL query marked correct with a green checkmark.
Instant AI feedback

Write a query. Know if it's right in one second.

No copying an answer and hoping it clicked. The AI grader checks your real query against real data, catches exactly what's wrong, and explains the fix in plain English, like a senior analyst reading over your shoulder on every problem.

A circular mastery progress dial filling from blue to green, the SQLMaxx diamond at its center.
Mastery tracking

Stop guessing whether you actually know it.

SQLMaxx tracks every concept and shows you what you've mastered and what's still shaky. Your skills fill in one concept at a time, so 'I think I get joins' becomes something you can prove.

A SQL query editor circled by a blue return arrow with a clock, scheduled to come back for review.
Spaced review

Learn it once. Keep it for good.

Most of what you learn this week fades by next week. So when a concept comes due for review, SQLMaxx hands you a fresh problem to solve from a blank editor, not a flashcard to re-read. A research-backed spaced-repetition algorithm (FSRS) times each return for right before you'd forget, so your SQL is still there months later, when the interview or the job actually needs it.

Practice, feedback, mastery, review. That's the loop that turns reading into real skill.

Start free

No account, no credit card. Start solving in under a minute.