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SQL
Optimization
Kadek Dwi Pradnyana
April 2022
SELECT *
FROM
table1
WHERE
lower(item_name) LIKE '%samsung%' OR
lower(item_name) LIKE '%xiaomi%' OR
lower(item_name) LIKE '%iphone%' OR
lower(item_name) LIKE '%huawei%'
--and so on
#1
Use ‘regexp_like’ to replace ‘LIKE’ clauses
SELECT *
FROM
table1
WHERE
REGEXP_LIKE(lower(item_name),
'samsung|xiaomi|iphone|huawei')
SELECT
CASE
WHEN concat(' ',item_name,' ') LIKE '%acer%' then 'Acer'
WHEN concat(' ',item_name,' ') LIKE '%advance%' then 'Advance'
WHEN concat(' ',item_name,' ') LIKE '%alfalink%' then 'Alfalink'
…
AS brand
FROM item_list
SELECT
regexp_extract(item_name,'(asus|lenovo|hp|acer|dell|zyrex|...)')
AS brand
FROM item_list
#2
Use ‘regexp_extract’ to replace ‘Case-when Like’
SELECT *
FROM Table1 as t1
WHERE
itemid in (3363134,
5189076, …, 4062349)
SELECT *
FROM Table1 as t1
JOIN (
SELECT
itemid
FROM (
SELECT
split('3363134, 5189076, …,', ', ')
as bar
)
CROSS JOIN
UNNEST(bar) AS t(itemid)
) AS Table2 as t2
ON
t1.itemid = t2.itemid
#3
Convert long list of IN clause into a temporary table
SELECT
*
FROM
small_table
JOIN
large_table
ON small_table.id = large_table.id
SELECT
*
FROM
large_table
JOIN
small_table
ON small_table.id = large_table.id
#4
Always order your JOINs from largest tables to
smallest tables
SELECT *
FROM
table1 a
JOIN
table2 b
ON a.date = CONCAT(b.year, '-',
b.month, '-', b.day)
SELECT *
FROM
table1 a
JOIN (
select
name, CONCAT(b.year, '-', b.month, '-', b.day) as date
from
table2 b
) new
ON a.date = new.date
Two tables with date string e.g., ‘2020-09-01’, but one of the tables only has columns for year, month,
day values
#5
Use simple equi-joins
select
main_category,
sub_category,
itemid,
sum(price)
from
table1
group by
main_category, sub_category, itemid
select
main_category,
sub_category,
itemid,
sum(price)
from
table1
group by
itemid, sub_category, main_category
#6
Always "GROUP BY" by the attribute/column with the
largest number of unique entities/values
select
sum(price)
from
table1
where
itemid in (
select itemid
from table2
)
with t2 as (
select itemid
from table2
)
select
sum(price)
from
table1 as t1
join
t2
on t1.itemid = t2.itemid
#7
Avoid subqueries in WHERE clause
SELECT *
from (
select
userid,
rank() over (order by prdate desc) as rank
from table1
)
where ranking = 1
SELECT userid, max(prdate)
from table1
group by 1
#8
Use Max instead of Rank
● Use approx_distinct() instead of count(distinct) for very large
datasets
● Use approx_percentile(metric, 0.5) for median
● Avoid UNIONs where possible
● Use WITH statements vs. nested subqueries
#9
Other Tips

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tối ưu hóa các câu sql.pdf

  • 2. SELECT * FROM table1 WHERE lower(item_name) LIKE '%samsung%' OR lower(item_name) LIKE '%xiaomi%' OR lower(item_name) LIKE '%iphone%' OR lower(item_name) LIKE '%huawei%' --and so on #1 Use ‘regexp_like’ to replace ‘LIKE’ clauses SELECT * FROM table1 WHERE REGEXP_LIKE(lower(item_name), 'samsung|xiaomi|iphone|huawei')
  • 3. SELECT CASE WHEN concat(' ',item_name,' ') LIKE '%acer%' then 'Acer' WHEN concat(' ',item_name,' ') LIKE '%advance%' then 'Advance' WHEN concat(' ',item_name,' ') LIKE '%alfalink%' then 'Alfalink' … AS brand FROM item_list SELECT regexp_extract(item_name,'(asus|lenovo|hp|acer|dell|zyrex|...)') AS brand FROM item_list #2 Use ‘regexp_extract’ to replace ‘Case-when Like’
  • 4. SELECT * FROM Table1 as t1 WHERE itemid in (3363134, 5189076, …, 4062349) SELECT * FROM Table1 as t1 JOIN ( SELECT itemid FROM ( SELECT split('3363134, 5189076, …,', ', ') as bar ) CROSS JOIN UNNEST(bar) AS t(itemid) ) AS Table2 as t2 ON t1.itemid = t2.itemid #3 Convert long list of IN clause into a temporary table
  • 5. SELECT * FROM small_table JOIN large_table ON small_table.id = large_table.id SELECT * FROM large_table JOIN small_table ON small_table.id = large_table.id #4 Always order your JOINs from largest tables to smallest tables
  • 6. SELECT * FROM table1 a JOIN table2 b ON a.date = CONCAT(b.year, '-', b.month, '-', b.day) SELECT * FROM table1 a JOIN ( select name, CONCAT(b.year, '-', b.month, '-', b.day) as date from table2 b ) new ON a.date = new.date Two tables with date string e.g., ‘2020-09-01’, but one of the tables only has columns for year, month, day values #5 Use simple equi-joins
  • 7. select main_category, sub_category, itemid, sum(price) from table1 group by main_category, sub_category, itemid select main_category, sub_category, itemid, sum(price) from table1 group by itemid, sub_category, main_category #6 Always "GROUP BY" by the attribute/column with the largest number of unique entities/values
  • 8. select sum(price) from table1 where itemid in ( select itemid from table2 ) with t2 as ( select itemid from table2 ) select sum(price) from table1 as t1 join t2 on t1.itemid = t2.itemid #7 Avoid subqueries in WHERE clause
  • 9. SELECT * from ( select userid, rank() over (order by prdate desc) as rank from table1 ) where ranking = 1 SELECT userid, max(prdate) from table1 group by 1 #8 Use Max instead of Rank
  • 10. ● Use approx_distinct() instead of count(distinct) for very large datasets ● Use approx_percentile(metric, 0.5) for median ● Avoid UNIONs where possible ● Use WITH statements vs. nested subqueries #9 Other Tips