问题场景 各大平台店铺的三项评分(物流、服务、商品)变化情况; 商品每日价格的变化记录; 股票的实时涨跌浮; 复现场景 表:主键ID,商品编号,记录时的时间,记录时的价格,
问题场景
各大平台店铺的三项评分(物流、服务、商品)变化情况;
商品每日价格的变化记录;
股票的实时涨跌浮;
复现场景
表:主键ID,商品编号,记录时的时间,记录时的价格,创建时间。
问题:获取每个商品每次的变化情况(涨跌幅、涨跌率)。
解决思路
1、要想高效率的更新涨跌,就肯定不能是逐条数据更新,要通过自连表建立起对应关系,将每一条数据关联到上一次的价格数据。
2、由于数据库非常庞大,所以可能存在很多垃圾数据,就比如说相关的字段值为NULL或者非有效值的,这些数据要先排除掉。
SELECT id,goods_code,goods_date,goods_price FROM test_goods_price_change WHERE goods_price IS NOT NULL AND goods_date IS NOT NULL;
3、然后在获取每条数据的上一条数据,同样也要先排除掉垃圾数据。
SELECT tmp_a.*, MAX(tmp_b.goods_date) AS last_date FROM ( SELECT id,goods_code,goods_date,goods_price FROM test_goods_price_change WHERE goods_price IS NOT NULL AND goods_date IS NOT NULL ) AS tmp_a LEFT JOIN ( SELECT id,goods_code,goods_date,goods_price FROM test_goods_price_change WHERE goods_price IS NOT NULL AND goods_date IS NOT NULL ) AS tmp_b ON tmp_a.goods_code = tmp_b.goods_code AND tmp_a.goods_date > tmp_b.goods_date GROUP BY tmp_a.id;
4、获取到上一条数据后,获取上条数据对应的商品价格。
SELECT tmp_ab.*,tmp_c.goods_price AS last_price FROM ( SELECT tmp_a.*, MAX(tmp_b.goods_date) AS last_date FROM ( SELECT id,goods_code,goods_date,goods_price FROM test_goods_price_change WHERE goods_price IS NOT NULL AND goods_date IS NOT NULL ) AS tmp_a LEFT JOIN ( SELECT id,goods_code,goods_date,goods_price FROM test_goods_price_change WHERE goods_price IS NOT NULL AND goods_date IS NOT NULL ) AS tmp_b ON tmp_a.goods_code = tmp_b.goods_code AND tmp_a.goods_date > tmp_b.goods_date GROUP BY tmp_a.id ) AS tmp_ab LEFT JOIN (SELECT id,goods_code,goods_date,goods_price FROM test_goods_price_change WHERE goods_price IS NOT NULL AND goods_date IS NOT NULL ) AS tmp_c ON tmp_ab.goods_code = tmp_c.goods_code AND tmp_c.goods_date = tmp_ab.last_date ORDER BY tmp_ab.id;
5、获取到上条数据以及对应的价格后,开始进行计算,获取到最终的结果。
SELECT *, (CONVERT(goods_price, DECIMAL(10,2)) - CONVERT(last_price, DECIMAL(10,2))) AS '涨跌幅', ROUND((CONVERT(goods_price, DECIMAL(10,2)) - CONVERT(last_price, DECIMAL(10,2)))/CONVERT(last_price, DECIMAL(10,2)), 2) AS '涨跌率' FROM ( SELECT tmp_ab.*,tmp_c.goods_price AS last_price FROM ( SELECT tmp_a.*, MAX(tmp_b.goods_date) AS last_date FROM ( SELECT id,goods_code,goods_date,goods_price FROM test_goods_price_change WHERE goods_price IS NOT NULL AND goods_date IS NOT NULL ) AS tmp_a LEFT JOIN ( SELECT id,goods_code,goods_date,goods_price FROM test_goods_price_change WHERE goods_price IS NOT NULL AND goods_date IS NOT NULL ) AS tmp_b ON tmp_a.goods_code = tmp_b.goods_code AND tmp_a.goods_date > tmp_b.goods_date GROUP BY tmp_a.id ) AS tmp_ab LEFT JOIN (SELECT id,goods_code,goods_date,goods_price FROM test_goods_price_change WHERE goods_price IS NOT NULL AND goods_date IS NOT NULL ) AS tmp_c ON tmp_ab.goods_code = tmp_c.goods_code AND tmp_c.goods_date = tmp_ab.last_date ORDER BY tmp_ab.id ) AS tmp
解决方案
-- 创建表SQL CREATE TABLE `test_goods_price_change` ( `id` int(11) NOT NULL AUTO_INCREMENT COMMENT '主键ID', `goods_code` varchar(50) NOT NULL COMMENT '商品编码', `goods_date` int(11) NOT NULL COMMENT '记录时的时间', `goods_price` decimal(10,2) NOT NULL COMMENT '记录时的价格', `created_at` int(11) NOT NULL COMMENT '创建时间', PRIMARY KEY (`id`) ) ENGINE=InnoDB CHARSET=utf8mb4; -- 获取涨跌浮SQL SELECT *, (CONVERT(goods_price, DECIMAL(10,2)) - CONVERT(last_price, DECIMAL(10,2))) AS '涨跌幅', ROUND((CONVERT(goods_price, DECIMAL(10,2)) - CONVERT(last_price, DECIMAL(10,2)))/CONVERT(last_price, DECIMAL(10,2)), 2) AS '涨跌率' FROM ( SELECT tmp_ab.*,tmp_c.goods_price AS last_price FROM ( SELECT tmp_a.*, MAX(tmp_b.goods_date) AS last_date FROM ( SELECT id,goods_code,goods_date,goods_price FROM test_goods_price_change WHERE goods_price IS NOT NULL AND goods_date IS NOT NULL ) AS tmp_a LEFT JOIN ( SELECT id,goods_code,goods_date,goods_price FROM test_goods_price_change WHERE goods_price IS NOT NULL AND goods_date IS NOT NULL ) AS tmp_b ON tmp_a.goods_code = tmp_b.goods_code AND tmp_a.goods_date > tmp_b.goods_date GROUP BY tmp_a.id ) AS tmp_ab LEFT JOIN (SELECT id,goods_code,goods_date,goods_price FROM test_goods_price_change WHERE goods_price IS NOT NULL AND goods_date IS NOT NULL ) AS tmp_c ON tmp_ab.goods_code = tmp_c.goods_code AND tmp_c.goods_date = tmp_ab.last_date ORDER BY tmp_ab.id ) AS tmp
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