使用Bigquery的优化技巧和代码示例
使用以下技巧来优化Bigquery表格数据性能:
使用分区表格:将数据分区存储可以极大地提高查询性能,可以根据日期、时间戳等字段分区。
减少数据量:如果查询只需要部分字段,使用SELECT语句中只包含需要的字段。
分解查询:长查询时间有可能是因为查询过于复杂,可以通过多个简单查询替代原有的复杂查询。
使用缓存:缓存查询可以大大提高查询性能,通过使用缓存可以避免重复查询。
以下是一个简单的Bigquery优化代码示例:
#使用分区表格来存储数据
CREATE TABLE my_dataset.my_table_name (
timestamp TIMESTAMP DEFAULT CURRENT_TIMESTAMP(),
id INT64,
value STRING
)
PARTITION BY DATE(timestamp);
#使用缓存加速查询
SELECT count(*) as total FROM `my_dataset.my_table_name`
WHERE DATE(timestamp) = '2021-01-01'
AND value = 'abc'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND TIMESTAMP_DIFF(CURRENT_TIMESTAMP(), timestamp, DAY) <= 7
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131'
AND _TABLE_SUFFIX BETWEEN '20210101' AND '20210131';
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