成本与公用表表达式(CTE)

使用 SQL 分析业务数据

Michel Semaan

Data Scientist

成本

  • 企业支出
  • 示例
    • 员工薪资
    • 运输车队购置与维护
    • 餐品成本
使用 SQL 分析业务数据

所需表

meals

meal_id   eatery                    meal_price  meal_cost
--------  ------------------------  ----------  ---------
0         'Leaning Tower of Pizza'  4           2         
1         'Leaning Tower of Pizza'  3.5         1.25      
2         'Leaning Tower of Pizza'  4.5         1.75
...       ...                         ...         ...

stock

stocking_date  meal_id   stocked_quantity
-------------  --------  ----------------
2018-06-01     0         76               
2018-06-01     1         42               
2018-06-01     2         56
...            ...       ...
使用 SQL 分析业务数据

计算成本

查询

SELECT
  meals.meal_id, 
  SUM(meal_cost * stocked_quantity) AS cost 
FROM meals
JOIN stock ON meals.meal_id = stock.meal_id
GROUP BY meals.meal_id
ORDER BY meals.cost DESC
LIMIT 3;

结果

meal_id  cost      
  --------
9        3820.0
7        3592.5    
8        2332.5    
使用 SQL 分析业务数据

如何合并收入与成本?

  • 利润 = 收入 - 成本
  • 收入与成本的单独查询已写好
使用 SQL 分析业务数据

公用表表达式(CTE)

  • 将查询结果存入临时表
  • 在后续查询中引用该临时表

查询

WITH table_1 AS
  (SELECT ...
   FROM ...),
  table_2 AS
  (SELECT ...
   FROM   ...)

SELECT ...
FROM table_1
JOIN table_2 ON ...
...
使用 SQL 分析业务数据

CTE 实战

查询

WITH costs_and_quantities AS (
 SELECT
   meals.meal_id,
   SUM(stocked_quantity) AS quantity,
   SUM(meal_cost * stocked_quantity) AS cost
 FROM meals
 JOIN stock ON meals.meal_id = stock.meal_id
 GROUP BY meals.meal_id)

SELECT meal_id, quantity, cost FROM costs_and_quantities ORDER BY cost DESC LIMIT 3;

结果

meal_id  quantity  cost      
-------  --------  -------
5        3062      12248     
4        3142      10211.5   
6        2989      8219.75
使用 SQL 分析业务数据

成本与公用表表达式(CTE)

使用 SQL 分析业务数据

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