Aggregations

The First Total: Mastering COUNT()

Senior Data Analyst
January 16, 2026
6 min read

The Week Two Kickoff

The first week was about "Seeing" information. Now, in week two, the expectations have changed. My manager popped his head in: *"How many orders did we have last month?"*

He didn't want a list. He didn't want to scroll through 50,000 rows. He wanted *one number*. This is the moment I graduated from "Data Puller" to "Data Reporter."

The Quest: Aggregation

An **Aggregation** is any function that takes many rows and compresses them into a summary. Today's hero is `COUNT()`.

The Implementation: Counting the Universe

Counting All Rows

To get the total number of rows in a table, we use `COUNT(*)`.

-- How many orders do we have in total?

SELECT COUNT(*) AS total_orders

FROM orders;

Counting a Specific Column

If شما want to count only rows where a specific column has data (is not NULL), شما count the column itself.

-- How many orders have a shipping date recorded?

SELECT COUNT(shipping_date) AS shipped_orders

FROM orders;

Counting Unique Values

What if someone asks: *"How many different customers have ordered?"*

-- How many unique customers made purchases?

SELECT COUNT(DISTINCT customer_id) AS unique_customers

FROM orders;

The "Oops" Moment

Early on, I confused `COUNT(*)` with `COUNT(column)`. I reported that we had 50,000 shippable orders... but 5,000 of them had a NULL shipping date. The warehouse was very confused.

**Pro Tip**: `COUNT(*)` counts all rows. `COUNT(column)` only counts rows where that column isn't empty.

The Victory

The manager got his number in 0.5 seconds. He pasted it into a slide for the all-hands. I realized that executives don't want to see data—they want to see answers.

Your Task for Today

Count all rows in a table. Then, count a column that you know has some missing values. Compare the two results and understand why they differ.

*Day 17: The Money Metrics—SUM and AVG.*

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