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Post #2776 465
The CTE changes the grain to: 1 row = 1 customer

That makes the final filtering straightforward.

📈 6. CTE + JOIN

CTEs become even more useful when combined with JOINs.

WITH customer_sales AS (
SELECT
customer_id,
SUM(amount) AS total_spending
FROM orders
GROUP BY customer_id
)

SELECT
c.customer_name,
cs.total_spending
FROM customers c
JOIN customer_sales cs
ON c.customer_id = cs.customer_id;


• The CTE handles the aggregation.

• The main query handles the customer information.

💰 7. CTE + COALESCE

Want to include customers who haven't placed orders?

WITH customer_sales AS (
SELECT
customer_id,
SUM(amount) AS total_spending
FROM orders
GROUP BY customer_id
)

SELECT
c.customer_id,
c.customer_name,
COALESCE(cs.total_spending, 0) AS total_spending
FROM customers c
LEFT JOIN customer_sales cs
ON c.customer_id = cs.customer_id;


Now customers without orders appear with: total_spending = 0

🧮 8. CTE + CASE

We can also create business segments.

WITH customer_sales AS (
SELECT
customer_id,
SUM(amount) AS total_spending
FROM orders
GROUP BY customer_id
)

SELECT
customer_id,
total_spending,

CASE
WHEN total_spending >= 100000 THEN 'VIP'
WHEN total_spending >= 50000 THEN 'Premium'
ELSE 'Standard'
END AS customer_segment

FROM customer_sales;


• The CTE creates the metric.

• "CASE" converts the metric into business categories.

🔍 9. CTE vs Subquery

Both can solve similar problems.

• Subquery

SELECT *
FROM (
SELECT
customer_id,
SUM(amount) AS total_spending
FROM orders
GROUP BY customer_id
) AS customer_sales
WHERE total_spending > 50000;


• CTE

WITH customer_sales AS (
SELECT
customer_id,
SUM(amount) AS total_spending
FROM orders
GROUP BY customer_id
)

SELECT *
FROM customer_sales
WHERE total_spending > 50000;


The CTE often makes multi-step logic easier to read.

🧠 10. CTE vs Temporary Table

A CTE is not the same as a permanent table.

• CTE

WITH sales AS (...)
SELECT ...


Generally exists only for the duration of that SQL statement.

• Temporary table

CREATE TEMP TABLE sales AS
SELECT ...;


A temporary table can generally be referenced by multiple statements during its session, depending on the database.

Simple distinction:

• CTE → temporary named query result

• Temporary table → temporary database object

⚡ 11. CTE Does Not Automatically Mean Faster

A common misconception is:

CTEs make queries faster. Not necessarily.

CTEs primarily improve:

• readability

• organization

• maintainability

• debugging

• step-by-step logic

Performance depends on the database engine and how it optimizes the query. Some databases may inline a CTE, while others may materialize it in certain situations.

So: Use CTEs for clear logic, not simply because you expect better performance.

🧪 12. CTE for Data Quality Analysis

Suppose we want to identify customers with missing contact information.

First create a cleaned customer dataset:

WITH cleaned_customers AS (
SELECT
customer_id,
TRIM(customer_name) AS customer_name,
LOWER(TRIM(email)) AS email
FROM customers
)

SELECT *
FROM cleaned_customers
WHERE email IS NULL;


This creates a clean intermediate layer before analysis.

📊 13. CTE for KPI Calculation

Suppose we want: «Revenue per customer.»
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