我正在使用BigQuery。
我有一个子查询,它从具有account_id、product、date和product_spend字段的表中提取数据。此子查询通过将每个行项目相加来计算每个"account_id"的每个产品的总使用寿命。
SELECT account_id,
product,
SUM(product_spend)/1000000 lifetime_product_spend
FROM usage
GROUP BY 1, 2
结果如下:
table: lifetime
account_id product lifetime_product_spend
===========================================================
A product1 50
A product2 20
B product2 100
B product3 150
C product3 500
我试图保留值,并用一个更大的查询将它们连接起来:
SELECT account_id,
product,
month,
SUM(spend)
FROM data_source
WHERE month >= DATE_ADD(today ,-5,"MONTH")
GROUP BY 1, 2, 3
此查询的表如下所示:
table: monthly
account_id product month spend
=================================================================
A product1 1 10
A product1 2 20
A product1 3 30
A product2 1 5
A product2 2 15
B product2 2 100
B product3 2 100
B product3 3 50
C product3 1 100
C product3 2 400
我不是在第二个表中使用聚合来计算lifetime_product_spend。由于数据量太大,我只能包括过去6个月的数据。这就是为什么我要在不同的表中计算一生的花费并加入它们。
我当前的查询失败:
SELECT d.account_id,
d.product,
d.month,
sum(d.spend),
u.lifetime_product_spend
FROM data_source d
LEFT JOIN (SELECT account_id,
product,
SUM(product_spend)/1000000 lifetime_product_spend
FROM usage
GROUP BY account_id, product) u
ON d.account_id = u.account_id
WHERE d.month >= DATE_ADD(today ,-5,"MONTH")
GROUP BY d.account_id, d.product, d.month, u.lifetime_product_spend
因为它似乎没有像lifetime表中那样为每个产品分配lifetime数字。那是因为我只在account_id上加入。请参阅下面的错误输出。我截断了这个表,因为它基本上添加了我在lifetime_product_spend(5)中的输出数量,并为每个月、产品和公司添加了一个。。。因为它忽略了这些值的"产品"分配:
table: monthly
account_id product month spend lifetime_product_spend
=====================================================================================
A product1 1 10 50
A product1 1 10 20
A product1 1 10 100
A product1 1 10 150
A product1 1 10 500
A product1 2 20 50
A product1 2 20 20
A product1 2 20 100
A product1 2 20 150
A product1 2 20 500
有办法让我加入他们两个吗?我试着在x=x和y=y=上加入
SELECT d.account_id,
d.product,
d.month,
sum(d.spend),
u.lifetime_product_spend
FROM data_source d
LEFT JOIN (SELECT account_id,
product,
SUM(product_spend)/1000000 lifetime_product_spend
FROM usage
GROUP BY account_id, product) u
ON (d.account_id = u.account_id AND d.product = u.product)
WHERE d.month >= DATE_ADD(today ,-5,"MONTH")
GROUP BY d.account_id, d.product, d.month, u.lifetime_product_spend
但它给了我一个错误:"执行失败错误:无法对重复字段d.product进行分区"。我希望我的最后一张桌子看起来像这样:
table: monthly
account_id product month spend lifetime_product_spend
=====================================================================================
A product1 1 10 50
A product1 2 20 50
A product1 3 30 50
A product2 1 5 20
A product2 2 15 20
B product2 2 100 100
B product3 2 100 150
B product3 3 50 150
C product3 1 100 500
C product3 2 400 500
我想我需要"FLATTEN"在某个地方,但我似乎找不到合适的地方。感谢阅读。
SELECT d.account_id,
d.product,
d.month,
sum(d.spend),
u.lifetime_product_spend
FROM FLATTEN(data_source, product) d
LEFT JOIN (SELECT account_id,
product,
SUM(product_spend)/1000000 lifetime_product_spend
FROM usage
GROUP BY account_id, product) u
ON (d.account_id = u.account_id AND d.product = u.product)
WHERE d.month >= DATE_ADD(today ,-5,"MONTH")
GROUP BY d.account_id, d.product, d.month, u.lifetime_product_spend
以上内容适用于围绕重复字段d.product展开的原始数据源。感谢您的评论和帮助。
写入"Select…from usage"作为子查询,并在data_source表上应用INNER JOIN或LEFT JOIN。
SELECT d.account_id,
d.product,
d.month,
sum(d.spend),
u.lifetime_product_spend
from data_source d
left join (SELECT account_id,
product,
SUM(product_spend)/1000000 lifetime_product_spend
FROM usage
GROUP BY account_id, product) u
on(d.account_id=u.account_id and d.product=u.product)
WHERE d.month >= DATE_ADD(today ,-5,"MONTH")
GROUP BY d.account_id, d.product, d.month, u.lifetime_product_spend