Isaac's Tech Blog
MySQL(8.0+) "EXPLAIN" Explained
Mon 30 June 2025MySQL에서 쿼리 성능 문제를 해결하려면, 내부적으로 쿼리가 어떻게 실행되는지 정확히 이해하는 것이 중요합니다. 이를 위해 MySQL이 제공하는 대표적인 도구가 EXPLAIN과 EXPLAIN ANALYZE입니다. 특히 MySQL 8.0 이상부터는 EXPLAIN ANALYZE를 통해 실제 실행 계획과 실행 시간까지 확인할 수 있어 더욱 정밀한 튜닝이 가능합니다.
이 글에서는 EXPLAIN과 EXPLAIN ANALYZE의 기본 개념부터 주요 컬럼 해석, 그리고 실전 최적화 케이스까지 단계적으로 살펴보겠습니다.
MySQL(8.0+) EXPLAIN과 EXPLAIN ANALYZE의 정의 및 용도
EXPLAIN
- 주어진 SQL 쿼리에 대해 MySQL이 어떻게 실행할 예정인지를 보여주는 실행 계획입니다.
- 테이블 접근 순서, 인덱스 사용 여부, 조인 방식 등을 분석할 수 있습니다.
EXPLAIN ANALYZE
EXPLAIN과 달리 실제 쿼리를 실행하고 실제 시간과 행 수를 보여줍니다.- 계획과 현실 사이의 차이를 파악할 수 있어 통계 불일치 문제 확인에 유용합니다.
EXPLAIN SELECT * FROM users WHERE email = 'example@example.com';
EXPLAIN ANALYZE SELECT * FROM users WHERE email = 'example@example.com';
EXPLAIN 주요 컬럼과 의미
전체 목록과 간단한 설명
| 컬럼 | 의미 |
|---|---|
id |
실행 단계 구분 ID (서브쿼리, 조인 순서 등) |
select_type |
SELECT 유형 (SIMPLE, PRIMARY, SUBQUERY 등) |
table |
해당 단계에서 접근하는 테이블 |
partitions |
파티션 테이블 사용 시 관련 정보 |
type |
접근 방식 (중요) |
possible_keys |
사용 가능한 인덱스 목록 |
key |
실제 사용된 인덱스 |
key_len |
인덱스 사용 길이 |
ref |
인덱스 비교에 사용된 컬럼 또는 상수 |
rows |
예상 스캔 행 수 |
filtered |
필터 조건을 통과할 것으로 예측되는 비율 (%) |
Extra |
추가 정보 (Using where, Using filesort 등) |
type 컬럼 상세
- 접근 방식 (조인 방식 포함)을 나타내며, 성능과 직결됩니다. (from best to worst)
| type | 의미 및 설명 |
|---|---|
system |
단일 행 (const보다도 작음) |
const |
Primary Key 또는 Unique Key 단일 조회 |
eq_ref |
조인 시 unique index lookup |
ref |
조인 시 non-unique index lookup |
range |
인덱스 범위 조회 (ex: BETWEEN, >, <) |
index |
전체 인덱스 스캔 |
ALL |
테이블 전체 스캔 (비효율적) |
key 컬럼 상세
- 실제로 사용된 인덱스를 나타냅니다.
NULL이면 인덱스를 사용하지 않은 것이며, 주의가 필요합니다.
rows 컬럼 상세
- 해당 단계에서 MySQL이 스캔할 것으로 예상하는 row 수입니다.
- 값이 클수록 성능에 부정적인 영향을 줍니다.
filtered 컬럼 상세
WHERE조건을 통과할 것으로 예측되는 row의 비율입니다.- 예:
filtered=10이고rows=10000이면, 약 1,000 row가 조건을 만족할 것으로 판단한 것
Extra 컬럼 상세
- 추가적인 동작 설명으로 성능 저하 원인을 많이 포함합니다.
| Extra 내용 | 의미 |
|---|---|
Using where |
WHERE 조건 사용 중 |
Using filesort |
디스크 기반 정렬 또는 메모리 정렬을 의미하며, 인덱스를 사용하지 못하는 ORDER BY 시 발생 |
Using temporary |
임시 테이블 생성 (주로 GROUP BY, DISTINCT 시 발생) |
Using index |
인덱스 커버링 사용 (성능 좋음) |
Using index condition |
ICP(Index Condition Pushdown) 사용 |
최적화 전략 및 예시
✅ Case 1: 인덱스가 없어 전체 스캔 발생
-- DDL
DROP TABLE IF EXISTS users;
CREATE TABLE users (
id INT AUTO_INCREMENT PRIMARY KEY,
name VARCHAR(100),
email VARCHAR(255),
created_at DATETIME
);
Test Data
-- Generate sample data
INSERT INTO users (name, email, created_at) VALUES ('User0', 'user0@example.com', '2025-06-01 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User1', 'user1@example.com', '2023-03-26 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User2', 'user2@example.com', '2024-07-25 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User3', 'user3@example.com', '2023-11-23 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User4', 'user4@example.com', '2022-12-14 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User5', 'user5@example.com', '2023-06-25 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User6', 'user6@example.com', '2024-07-13 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User7', 'user7@example.com', '2025-04-11 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User8', 'user8@example.com', '2023-02-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User9', 'user9@example.com', '2025-06-21 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User10', 'user10@example.com', '2024-10-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User11', 'user11@example.com', '2022-10-04 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User12', 'user12@example.com', '2024-04-12 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User13', 'user13@example.com', '2024-12-18 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User14', 'user14@example.com', '2025-05-05 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User15', 'user15@example.com', '2023-05-23 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User16', 'user16@example.com', '2025-04-08 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User17', 'user17@example.com', '2024-02-09 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User18', 'user18@example.com', '2023-10-09 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User19', 'user19@example.com', '2023-06-29 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User20', 'user20@example.com', '2025-03-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User21', 'user21@example.com', '2023-07-23 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User22', 'user22@example.com', '2025-05-07 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User23', 'user23@example.com', '2023-01-05 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User24', 'user24@example.com', '2025-06-06 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User25', 'user25@example.com', '2023-01-05 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User26', 'user26@example.com', '2024-09-25 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User27', 'user27@example.com', '2022-11-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User28', 'user28@example.com', '2023-08-27 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User29', 'user29@example.com', '2022-12-10 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User30', 'user30@example.com', '2024-12-13 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User31', 'user31@example.com', '2023-10-22 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User32', 'user32@example.com', '2023-07-14 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User33', 'user33@example.com', '2022-11-17 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User34', 'user34@example.com', '2023-01-12 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User35', 'user35@example.com', '2024-07-10 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User36', 'user36@example.com', '2023-07-04 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User37', 'user37@example.com', '2024-01-18 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User38', 'user38@example.com', '2024-08-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User39', 'user39@example.com', '2025-02-25 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User40', 'user40@example.com', '2025-02-24 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User41', 'user41@example.com', '2023-05-18 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User42', 'user42@example.com', '2022-12-02 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User43', 'user43@example.com', '2024-03-08 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User44', 'user44@example.com', '2024-04-23 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User45', 'user45@example.com', '2024-01-12 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User46', 'user46@example.com', '2022-11-29 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User47', 'user47@example.com', '2023-02-02 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User48', 'user48@example.com', '2025-06-11 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User49', 'user49@example.com', '2022-11-20 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User50', 'user50@example.com', '2024-03-05 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User51', 'user51@example.com', '2023-05-14 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User52', 'user52@example.com', '2024-10-19 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User53', 'user53@example.com', '2023-08-22 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User54', 'user54@example.com', '2024-06-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User55', 'user55@example.com', '2023-08-19 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User56', 'user56@example.com', '2023-07-13 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User57', 'user57@example.com', '2023-10-20 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User58', 'user58@example.com', '2023-12-02 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User59', 'user59@example.com', '2023-08-05 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User60', 'user60@example.com', '2024-04-03 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User61', 'user61@example.com', '2024-06-14 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User62', 'user62@example.com', '2023-10-24 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User63', 'user63@example.com', '2024-12-24 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User64', 'user64@example.com', '2023-10-11 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User65', 'user65@example.com', '2025-03-18 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User66', 'user66@example.com', '2023-09-03 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User67', 'user67@example.com', '2024-12-07 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User68', 'user68@example.com', '2024-02-01 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User69', 'user69@example.com', '2023-02-23 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User70', 'user70@example.com', '2023-12-17 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User71', 'user71@example.com', '2023-04-12 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User72', 'user72@example.com', '2024-11-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User73', 'user73@example.com', '2024-03-29 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User74', 'user74@example.com', '2023-05-16 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User75', 'user75@example.com', '2024-08-19 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User76', 'user76@example.com', '2023-02-08 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User77', 'user77@example.com', '2023-11-05 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User78', 'user78@example.com', '2024-10-24 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User79', 'user79@example.com', '2024-03-17 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User80', 'user80@example.com', '2022-10-08 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User81', 'user81@example.com', '2024-11-19 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User82', 'user82@example.com', '2023-02-12 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User83', 'user83@example.com', '2024-06-14 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User84', 'user84@example.com', '2023-07-27 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User85', 'user85@example.com', '2025-05-08 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User86', 'user86@example.com', '2024-11-11 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User87', 'user87@example.com', '2023-09-07 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User88', 'user88@example.com', '2024-09-21 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User89', 'user89@example.com', '2023-12-20 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User90', 'user90@example.com', '2023-09-17 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User91', 'user91@example.com', '2023-09-24 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User92', 'user92@example.com', '2024-06-11 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User93', 'user93@example.com', '2023-07-15 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User94', 'user94@example.com', '2022-11-19 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User95', 'user95@example.com', '2023-10-08 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User96', 'user96@example.com', '2025-06-25 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User97', 'user97@example.com', '2023-05-01 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User98', 'user98@example.com', '2025-01-07 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User99', 'user99@example.com', '2024-10-01 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User100', 'user100@example.com', '2023-10-10 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User101', 'user101@example.com', '2025-05-02 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User102', 'user102@example.com', '2024-02-01 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User103', 'user103@example.com', '2025-04-18 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User104', 'user104@example.com', '2025-01-27 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User105', 'user105@example.com', '2025-01-07 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User106', 'user106@example.com', '2025-04-30 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User107', 'user107@example.com', '2024-10-04 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User108', 'user108@example.com', '2024-10-12 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User109', 'user109@example.com', '2024-04-12 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User110', 'user110@example.com', '2025-01-15 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User111', 'user111@example.com', '2025-06-17 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User112', 'user112@example.com', '2023-02-24 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User113', 'user113@example.com', '2023-07-13 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User114', 'user114@example.com', '2025-04-17 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User115', 'user115@example.com', '2023-02-09 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User116', 'user116@example.com', '2024-09-29 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User117', 'user117@example.com', '2024-05-15 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User118', 'user118@example.com', '2024-05-06 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User119', 'user119@example.com', '2023-06-30 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User120', 'user120@example.com', '2022-10-24 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User121', 'user121@example.com', '2023-10-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User122', 'user122@example.com', '2024-04-09 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User123', 'user123@example.com', '2024-06-05 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User124', 'user124@example.com', '2024-01-14 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User125', 'user125@example.com', '2024-02-25 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User126', 'user126@example.com', '2025-05-02 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User127', 'user127@example.com', '2024-01-14 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User128', 'user128@example.com', '2025-01-30 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User129', 'user129@example.com', '2025-05-05 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User130', 'user130@example.com', '2023-03-30 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User131', 'user131@example.com', '2024-06-21 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User132', 'user132@example.com', '2025-03-31 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User133', 'user133@example.com', '2025-03-04 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User134', 'user134@example.com', '2022-12-20 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User135', 'user135@example.com', '2025-04-06 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User136', 'user136@example.com', '2023-07-14 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User137', 'user137@example.com', '2024-01-05 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User138', 'user138@example.com', '2024-11-30 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User139', 'user139@example.com', '2024-02-09 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User140', 'user140@example.com', '2023-11-26 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User141', 'user141@example.com', '2023-08-03 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User142', 'user142@example.com', '2023-09-03 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User143', 'user143@example.com', '2025-05-13 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User144', 'user144@example.com', '2025-06-04 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User145', 'user145@example.com', '2024-10-01 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User146', 'user146@example.com', '2025-01-11 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User147', 'user147@example.com', '2024-08-13 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User148', 'user148@example.com', '2025-04-04 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User149', 'user149@example.com', '2023-08-20 00:44:12');
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INSERT INTO users (name, email, created_at) VALUES ('User952', 'user952@example.com', '2023-09-09 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User953', 'user953@example.com', '2023-06-27 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User954', 'user954@example.com', '2025-01-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User955', 'user955@example.com', '2023-08-07 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User956', 'user956@example.com', '2023-03-17 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User957', 'user957@example.com', '2024-10-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User958', 'user958@example.com', '2025-06-04 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User959', 'user959@example.com', '2023-01-19 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User960', 'user960@example.com', '2024-06-16 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User961', 'user961@example.com', '2024-03-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User962', 'user962@example.com', '2024-03-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User963', 'user963@example.com', '2024-10-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User964', 'user964@example.com', '2023-08-16 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User965', 'user965@example.com', '2022-10-15 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User966', 'user966@example.com', '2025-02-28 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User967', 'user967@example.com', '2023-07-01 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User968', 'user968@example.com', '2024-03-30 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User969', 'user969@example.com', '2023-08-03 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User970', 'user970@example.com', '2024-01-19 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User971', 'user971@example.com', '2024-06-02 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User972', 'user972@example.com', '2023-05-22 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User973', 'user973@example.com', '2024-10-07 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User974', 'user974@example.com', '2023-09-26 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User975', 'user975@example.com', '2024-02-02 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User976', 'user976@example.com', '2023-03-05 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User977', 'user977@example.com', '2022-11-10 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User978', 'user978@example.com', '2024-02-29 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User979', 'user979@example.com', '2024-06-25 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User980', 'user980@example.com', '2025-03-30 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User981', 'user981@example.com', '2024-10-12 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User982', 'user982@example.com', '2023-03-15 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User983', 'user983@example.com', '2024-09-26 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User984', 'user984@example.com', '2025-06-26 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User985', 'user985@example.com', '2025-03-14 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User986', 'user986@example.com', '2024-06-01 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User987', 'user987@example.com', '2025-02-11 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User988', 'user988@example.com', '2023-12-31 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User989', 'user989@example.com', '2023-11-16 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User990', 'user990@example.com', '2022-11-13 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User991', 'user991@example.com', '2024-03-01 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User992', 'user992@example.com', '2024-12-13 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User993', 'user993@example.com', '2025-01-13 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User994', 'user994@example.com', '2022-11-03 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User995', 'user995@example.com', '2025-01-25 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User996', 'user996@example.com', '2023-11-19 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User997', 'user997@example.com', '2025-03-24 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User998', 'user998@example.com', '2024-05-15 00:44:12');
INSERT INTO users (name, email, created_at) VALUES ('User999', 'user999@example.com', '2024-06-19 00:44:12');
EXPLAIN SELECT * FROM users WHERE email = 'user@example.com';
-- EXPLAIN 결과: type=ALL, key=NULL, rows=100000
EXPLAIN ANALYZE SELECT * FROM users WHERE email = 'user@example.com';
-- EXPLAIN ANALYZE 결과:
-- -> Filter: (users.email = 'user@example.com') (cost=102 rows=100) (actual time=1.39..1.39 rows=0 loops=1)
-- -> Table scan on users (cost=102 rows=1000) (actual time=0.37..1.16 rows=1000 loops=1)
-- 해결책: email 컬럼에 인덱스 추가
CREATE INDEX idx_users_email ON users(email);
EXPLAIN SELECT * FROM users WHERE email = 'user@example.com';
-- EXPLAIN 결과: type=ref, key=idx_users_email, filtered=100, Extra=None
EXPLAIN ANALYZE SELECT * FROM users WHERE email = 'user@example.com';
-- EXPLAIN ANALYZE 결과:
-- -> Index lookup on users using idx_users_email (email='user@example.com') (cost=0.35 rows=1) (actual time=0.0416..0.0416 rows=0 loops=1)
✅ Case 2: ORDER BY 정렬 시 filesort 발생
-- DDL
DROP TABLE IF EXISTS posts;
CREATE TABLE posts (
id INT AUTO_INCREMENT PRIMARY KEY,
user_id INT,
content TEXT,
created_at DATETIME
);
Test Data
INSERT INTO posts (user_id, content, created_at) VALUES (92, 'Post content 0', '2024-03-24 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (13, 'Post content 1', '2024-09-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (45, 'Post content 2', '2023-04-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (2, 'Post content 3', '2023-01-07 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (1, 'Post content 4', '2023-09-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (86, 'Post content 5', '2023-07-21 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (48, 'Post content 6', '2023-02-09 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (65, 'Post content 7', '2023-09-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (8, 'Post content 8', '2023-06-26 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (62, 'Post content 9', '2022-11-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (66, 'Post content 10', '2023-05-09 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (3, 'Post content 11', '2024-10-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (3, 'Post content 12', '2025-05-21 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (96, 'Post content 13', '2023-05-21 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (25, 'Post content 14', '2023-04-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (97, 'Post content 15', '2023-08-06 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (61, 'Post content 16', '2024-05-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (31, 'Post content 17', '2023-05-14 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (5, 'Post content 18', '2023-10-05 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (63, 'Post content 19', '2024-06-02 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (92, 'Post content 20', '2024-11-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (4, 'Post content 21', '2024-10-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (35, 'Post content 22', '2024-02-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (18, 'Post content 23', '2023-03-07 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (83, 'Post content 24', '2023-07-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (60, 'Post content 25', '2024-08-12 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (72, 'Post content 26', '2022-11-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (15, 'Post content 27', '2022-12-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (40, 'Post content 28', '2024-09-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (80, 'Post content 29', '2025-05-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (59, 'Post content 30', '2023-10-18 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (21, 'Post content 31', '2024-09-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (67, 'Post content 32', '2024-01-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (85, 'Post content 33', '2023-09-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (99, 'Post content 34', '2025-05-05 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (72, 'Post content 35', '2025-06-18 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (27, 'Post content 36', '2024-10-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (11, 'Post content 37', '2023-12-07 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (29, 'Post content 38', '2023-09-24 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (58, 'Post content 39', '2023-12-29 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (63, 'Post content 40', '2024-10-11 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (77, 'Post content 41', '2023-03-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (71, 'Post content 42', '2024-04-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (82, 'Post content 43', '2024-02-07 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (95, 'Post content 44', '2024-05-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (7, 'Post content 45', '2025-04-15 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (36, 'Post content 46', '2024-12-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (60, 'Post content 47', '2023-07-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (14, 'Post content 48', '2023-08-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (4, 'Post content 49', '2024-05-26 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (88, 'Post content 50', '2025-06-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (59, 'Post content 51', '2024-08-06 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (54, 'Post content 52', '2024-02-02 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (61, 'Post content 53', '2025-06-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (3, 'Post content 54', '2024-09-09 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (21, 'Post content 55', '2023-04-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (65, 'Post content 56', '2023-10-29 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (67, 'Post content 57', '2025-05-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (15, 'Post content 58', '2023-10-24 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (99, 'Post content 59', '2023-12-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (59, 'Post content 60', '2025-05-09 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (25, 'Post content 61', '2023-02-26 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (51, 'Post content 62', '2024-05-26 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (62, 'Post content 63', '2023-01-08 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (62, 'Post content 64', '2023-06-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (67, 'Post content 65', '2022-11-23 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (31, 'Post content 66', '2024-10-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (45, 'Post content 67', '2024-01-15 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (50, 'Post content 68', '2023-06-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (13, 'Post content 69', '2024-10-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (35, 'Post content 70', '2025-06-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (67, 'Post content 71', '2023-08-29 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (41, 'Post content 72', '2022-11-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (79, 'Post content 73', '2025-04-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (97, 'Post content 74', '2024-01-21 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (81, 'Post content 75', '2023-06-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (92, 'Post content 76', '2025-01-10 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (53, 'Post content 77', '2023-02-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (63, 'Post content 78', '2024-08-31 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (28, 'Post content 79', '2023-10-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (22, 'Post content 80', '2024-12-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (30, 'Post content 81', '2024-02-23 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (83, 'Post content 82', '2024-10-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (65, 'Post content 83', '2024-12-15 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (13, 'Post content 84', '2023-04-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (37, 'Post content 85', '2024-03-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (13, 'Post content 86', '2023-03-11 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (16, 'Post content 87', '2024-11-02 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (2, 'Post content 88', '2025-02-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (3, 'Post content 89', '2023-09-09 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (16, 'Post content 90', '2025-04-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (22, 'Post content 91', '2024-12-26 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (82, 'Post content 92', '2023-02-06 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (26, 'Post content 93', '2023-01-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (2, 'Post content 94', '2022-11-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (16, 'Post content 95', '2022-12-06 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (5, 'Post content 96', '2024-02-07 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (61, 'Post content 97', '2023-10-05 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (14, 'Post content 98', '2024-01-07 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (5, 'Post content 99', '2023-10-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (92, 'Post content 100', '2024-03-11 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (46, 'Post content 101', '2025-03-09 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (87, 'Post content 102', '2023-05-26 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (7, 'Post content 103', '2025-06-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (97, 'Post content 104', '2023-12-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (12, 'Post content 105', '2024-02-10 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (61, 'Post content 106', '2023-04-11 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (47, 'Post content 107', '2023-01-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (21, 'Post content 108', '2024-06-01 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (89, 'Post content 109', '2024-04-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (4, 'Post content 110', '2022-10-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (33, 'Post content 111', '2025-05-11 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (89, 'Post content 112', '2023-03-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (79, 'Post content 113', '2024-02-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (38, 'Post content 114', '2025-05-08 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (68, 'Post content 115', '2023-03-08 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (28, 'Post content 116', '2024-06-26 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (95, 'Post content 117', '2024-05-14 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (70, 'Post content 118', '2024-11-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (89, 'Post content 119', '2025-03-21 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (21, 'Post content 120', '2024-12-14 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (35, 'Post content 121', '2025-03-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (95, 'Post content 122', '2025-05-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (37, 'Post content 123', '2025-04-26 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (20, 'Post content 124', '2023-12-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (42, 'Post content 125', '2025-04-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (70, 'Post content 126', '2025-06-09 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (87, 'Post content 127', '2025-03-18 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (59, 'Post content 128', '2024-08-18 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (66, 'Post content 129', '2023-01-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (80, 'Post content 130', '2022-11-12 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (31, 'Post content 131', '2023-02-22 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (17, 'Post content 132', '2022-10-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (87, 'Post content 133', '2023-10-14 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (82, 'Post content 134', '2025-04-22 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (70, 'Post content 135', '2024-07-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (71, 'Post content 136', '2025-06-08 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (4, 'Post content 137', '2024-05-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (67, 'Post content 138', '2025-02-06 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (98, 'Post content 139', '2024-06-05 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (3, 'Post content 140', '2023-08-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (56, 'Post content 141', '2025-05-22 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (94, 'Post content 142', '2024-04-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (33, 'Post content 143', '2023-11-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (53, 'Post content 144', '2023-07-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (57, 'Post content 145', '2023-09-01 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (78, 'Post content 146', '2023-05-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (54, 'Post content 147', '2024-06-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (19, 'Post content 148', '2024-05-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (89, 'Post content 149', '2024-07-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (59, 'Post content 150', '2023-04-12 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (25, 'Post content 151', '2024-10-17 00:44:12');
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INSERT INTO posts (user_id, content, created_at) VALUES (79, 'Post content 1825', '2023-12-12 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (57, 'Post content 1826', '2024-11-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (74, 'Post content 1827', '2023-01-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (76, 'Post content 1828', '2023-01-24 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (63, 'Post content 1829', '2025-01-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (38, 'Post content 1830', '2023-06-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (48, 'Post content 1831', '2025-03-12 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (31, 'Post content 1832', '2023-06-05 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (23, 'Post content 1833', '2024-02-22 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (91, 'Post content 1834', '2023-05-02 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (25, 'Post content 1835', '2023-06-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (27, 'Post content 1836', '2023-12-11 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (83, 'Post content 1837', '2023-04-12 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (41, 'Post content 1838', '2023-09-26 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (96, 'Post content 1839', '2024-01-02 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (99, 'Post content 1840', '2023-02-06 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (53, 'Post content 1841', '2022-10-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (13, 'Post content 1842', '2023-05-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (10, 'Post content 1843', '2024-01-05 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (32, 'Post content 1844', '2023-06-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (53, 'Post content 1845', '2024-03-29 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (63, 'Post content 1846', '2024-02-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (16, 'Post content 1847', '2024-11-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (67, 'Post content 1848', '2025-01-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (23, 'Post content 1849', '2024-01-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (99, 'Post content 1850', '2023-02-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (45, 'Post content 1851', '2023-03-07 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (85, 'Post content 1852', '2025-05-29 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (89, 'Post content 1853', '2023-12-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (16, 'Post content 1854', '2024-09-26 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (16, 'Post content 1855', '2022-11-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (41, 'Post content 1856', '2025-06-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (38, 'Post content 1857', '2023-12-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (60, 'Post content 1858', '2023-06-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (27, 'Post content 1859', '2023-04-12 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (50, 'Post content 1860', '2024-01-08 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (45, 'Post content 1861', '2024-09-01 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (64, 'Post content 1862', '2023-09-22 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (75, 'Post content 1863', '2023-11-24 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (1, 'Post content 1864', '2023-09-05 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (4, 'Post content 1865', '2023-06-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (86, 'Post content 1866', '2022-11-24 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (29, 'Post content 1867', '2024-07-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (77, 'Post content 1868', '2022-10-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (51, 'Post content 1869', '2023-11-29 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (98, 'Post content 1870', '2023-09-23 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (2, 'Post content 1871', '2023-10-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (8, 'Post content 1872', '2023-05-10 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (42, 'Post content 1873', '2024-11-11 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (57, 'Post content 1874', '2024-04-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (38, 'Post content 1875', '2024-09-01 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (4, 'Post content 1876', '2025-05-31 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (55, 'Post content 1877', '2024-04-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (90, 'Post content 1878', '2023-01-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (28, 'Post content 1879', '2024-04-21 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (31, 'Post content 1880', '2023-08-23 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (18, 'Post content 1881', '2022-10-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (28, 'Post content 1882', '2023-12-12 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (84, 'Post content 1883', '2023-08-11 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (14, 'Post content 1884', '2024-02-12 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (84, 'Post content 1885', '2025-06-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (64, 'Post content 1886', '2025-06-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (48, 'Post content 1887', '2023-01-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (71, 'Post content 1888', '2022-12-29 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (85, 'Post content 1889', '2024-08-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (75, 'Post content 1890', '2025-06-01 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (69, 'Post content 1891', '2025-02-12 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (87, 'Post content 1892', '2023-05-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (63, 'Post content 1893', '2023-05-24 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (13, 'Post content 1894', '2023-07-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (72, 'Post content 1895', '2023-12-10 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (56, 'Post content 1896', '2023-10-02 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (2, 'Post content 1897', '2025-01-16 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (5, 'Post content 1898', '2023-11-06 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (56, 'Post content 1899', '2024-07-23 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (90, 'Post content 1900', '2025-06-12 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (18, 'Post content 1901', '2025-04-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (58, 'Post content 1902', '2024-06-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (96, 'Post content 1903', '2025-03-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (68, 'Post content 1904', '2023-04-02 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (65, 'Post content 1905', '2023-10-22 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (79, 'Post content 1906', '2024-03-31 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (94, 'Post content 1907', '2023-01-10 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (93, 'Post content 1908', '2023-11-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (34, 'Post content 1909', '2022-12-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (19, 'Post content 1910', '2023-02-08 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (86, 'Post content 1911', '2024-03-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (11, 'Post content 1912', '2024-11-24 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (12, 'Post content 1913', '2023-12-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (83, 'Post content 1914', '2024-12-15 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (25, 'Post content 1915', '2024-09-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (9, 'Post content 1916', '2025-05-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (53, 'Post content 1917', '2024-05-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (49, 'Post content 1918', '2024-10-26 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (19, 'Post content 1919', '2025-03-29 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (59, 'Post content 1920', '2023-08-14 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (24, 'Post content 1921', '2023-06-11 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (41, 'Post content 1922', '2023-09-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (29, 'Post content 1923', '2023-05-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (2, 'Post content 1924', '2023-12-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (26, 'Post content 1925', '2023-11-06 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (31, 'Post content 1926', '2023-12-10 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (1, 'Post content 1927', '2023-05-12 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (2, 'Post content 1928', '2025-03-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (58, 'Post content 1929', '2023-12-01 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (16, 'Post content 1930', '2023-01-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (96, 'Post content 1931', '2024-02-09 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (72, 'Post content 1932', '2023-01-07 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (99, 'Post content 1933', '2024-11-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (28, 'Post content 1934', '2022-10-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (86, 'Post content 1935', '2022-11-08 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (74, 'Post content 1936', '2024-11-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (2, 'Post content 1937', '2022-12-09 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (30, 'Post content 1938', '2024-08-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (94, 'Post content 1939', '2024-08-21 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (20, 'Post content 1940', '2023-11-14 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (14, 'Post content 1941', '2024-09-08 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (36, 'Post content 1942', '2023-12-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (45, 'Post content 1943', '2024-02-01 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (56, 'Post content 1944', '2024-10-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (63, 'Post content 1945', '2024-10-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (20, 'Post content 1946', '2024-05-06 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (22, 'Post content 1947', '2025-01-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (43, 'Post content 1948', '2024-07-10 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (43, 'Post content 1949', '2023-04-06 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (60, 'Post content 1950', '2025-03-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (29, 'Post content 1951', '2024-11-14 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (95, 'Post content 1952', '2023-04-08 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (9, 'Post content 1953', '2023-05-29 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (41, 'Post content 1954', '2024-10-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (21, 'Post content 1955', '2023-01-18 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (80, 'Post content 1956', '2023-08-08 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (73, 'Post content 1957', '2025-06-29 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (86, 'Post content 1958', '2022-12-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (39, 'Post content 1959', '2024-02-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (74, 'Post content 1960', '2024-11-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (42, 'Post content 1961', '2022-12-07 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (37, 'Post content 1962', '2023-07-18 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (95, 'Post content 1963', '2023-06-11 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (35, 'Post content 1964', '2023-03-23 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (90, 'Post content 1965', '2023-10-14 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (96, 'Post content 1966', '2023-08-09 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (55, 'Post content 1967', '2023-03-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (15, 'Post content 1968', '2025-05-23 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (97, 'Post content 1969', '2022-10-31 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (15, 'Post content 1970', '2025-06-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (39, 'Post content 1971', '2024-02-10 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (20, 'Post content 1972', '2024-04-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (60, 'Post content 1973', '2024-02-10 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (87, 'Post content 1974', '2023-10-22 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (47, 'Post content 1975', '2022-12-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (77, 'Post content 1976', '2023-06-30 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (85, 'Post content 1977', '2025-03-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (93, 'Post content 1978', '2023-12-22 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (22, 'Post content 1979', '2023-02-06 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (94, 'Post content 1980', '2023-08-13 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (86, 'Post content 1981', '2025-04-04 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (95, 'Post content 1982', '2024-09-07 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (50, 'Post content 1983', '2025-04-01 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (20, 'Post content 1984', '2025-02-27 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (77, 'Post content 1985', '2023-07-17 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (4, 'Post content 1986', '2024-02-26 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (40, 'Post content 1987', '2023-05-19 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (87, 'Post content 1988', '2024-03-25 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (55, 'Post content 1989', '2023-01-22 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (25, 'Post content 1990', '2025-05-21 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (50, 'Post content 1991', '2023-09-28 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (33, 'Post content 1992', '2023-06-11 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (60, 'Post content 1993', '2023-04-16 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (75, 'Post content 1994', '2024-08-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (63, 'Post content 1995', '2023-05-10 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (43, 'Post content 1996', '2024-03-20 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (49, 'Post content 1997', '2024-07-03 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (54, 'Post content 1998', '2025-01-18 00:44:12');
INSERT INTO posts (user_id, content, created_at) VALUES (26, 'Post content 1999', '2023-11-26 00:44:12');
EXPLAIN SELECT * FROM posts WHERE user_id = 123 ORDER BY created_at DESC;
-- EXPLAIN 결과: Extra = Using filesort
EXPLAIN ANALYZE SELECT * FROM posts WHERE user_id = 123 ORDER BY created_at DESC;
-- EXPLAIN ANALYZE 결과: Extra = Using filesort
-- -> Sort: posts.created_at DESC (cost=202 rows=2000) (actual time=2.68..2.68 rows=0 loops=1)
-- -> Filter: (posts.user_id = 123) (cost=202 rows=2000) (actual time=2.61..2.61 rows=0 loops=1)
-- -> Table scan on posts (cost=202 rows=2000) (actual time=0.204..2.41 rows=2000 loops=1)
-- 해결책: 복합 인덱스 추가
CREATE INDEX idx_user_created ON posts(user_id, created_at DESC);
EXPLAIN SELECT * FROM posts WHERE user_id = 123 ORDER BY created_at DESC;
-- EXPLAIN 결과: Extra = None
EXPLAIN ANALYZE SELECT * FROM posts WHERE user_id = 123 ORDER BY created_at DESC;
-- EXPLAIN ANALYZE 결과: Extra = Using filesort
-- -> Index lookup on posts using idx_user_created (user_id=123) (cost=0.35 rows=1) (actual time=0.0671..0.0671 rows=0 loops=1)
✅ Case 3: 함수 사용으로 인덱스 사용 불가
-- DDL
DROP TABLE IF EXISTS orders;
CREATE TABLE orders (
id INT AUTO_INCREMENT PRIMARY KEY,
status VARCHAR(20),
created_at DATETIME
);
Test Data
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-04-12 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2022-10-28 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-11-03 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-12-02 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-01-14 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2022-11-08 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-01-17 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-11-25 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-12-30 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-03-17 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-12-29 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-04-04 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-01-11 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-03-15 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-03-07 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-05-09 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-05-06 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-05-18 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-01-16 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-02-27 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-12-13 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-02-18 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-05-14 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2022-10-30 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-08-03 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-12-27 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-06-01 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-02-03 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-11-07 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-11-10 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-07-30 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-06-17 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-02-14 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2022-12-22 00:44:12');
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INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-04-22 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-02-20 00:44:12');
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INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-03-21 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-05-27 00:44:12');
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INSERT INTO orders (status, created_at) VALUES ('cancelled', '2022-12-04 00:44:12');
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INSERT INTO orders (status, created_at) VALUES ('shipped', '2022-11-15 00:44:12');
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INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-06-21 00:44:12');
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INSERT INTO orders (status, created_at) VALUES ('pending', '2025-04-23 00:44:12');
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INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-11-12 00:44:12');
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INSERT INTO orders (status, created_at) VALUES ('pending', '2024-04-24 00:44:12');
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INSERT INTO orders (status, created_at) VALUES ('cancelled', '2022-10-18 00:44:12');
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INSERT INTO orders (status, created_at) VALUES ('pending', '2024-12-01 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-04-03 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-12-12 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-02-23 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-02-04 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-02-20 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-08-25 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-01-12 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-12-09 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-06-26 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-01-30 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-03-14 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-12-24 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-09-12 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-03-05 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-03-14 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-03-17 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-03-14 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2022-10-26 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-02-20 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-02-15 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-10-17 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2022-11-12 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-04-05 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-04-22 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-06-12 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-03-19 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2022-12-02 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2022-12-13 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-04-02 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-04-23 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-09-20 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-03-17 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-01-13 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-07-21 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-09-22 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2022-11-30 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-09-05 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-03-13 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-08-29 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-03-04 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-12-27 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-02-12 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-02-17 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-10-02 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-02-01 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-03-11 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-05-21 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-05-27 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2022-10-22 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-12-14 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-01-03 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-05-26 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-11-11 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-06-15 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-09-06 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-11-05 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2022-10-25 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-11-07 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2022-11-11 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-07-08 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-06-17 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-09-22 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-09-14 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2022-12-31 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-02-17 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-11-28 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-12-21 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-02-20 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-05-30 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-10-04 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-12-29 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-04-11 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-04-11 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-03-10 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-10-07 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-11-27 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-04-04 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-01-22 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-05-12 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-02-08 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-04-09 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2022-12-11 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-12-23 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-06-24 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-04-13 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-02-12 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-01-20 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-08-29 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-04-06 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-11-25 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-05-24 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-02-18 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-11-27 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-05-21 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-10-17 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-07-07 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-04-30 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-10-10 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-08-02 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-03-15 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-09-03 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-03-15 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-01-27 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-12-22 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-04-10 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-06-29 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-04-11 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-05-15 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-04-23 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-05-09 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2022-11-26 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-01-04 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-04-19 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-02-16 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-03-13 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-03-27 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-07-29 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-04-14 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-04-01 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-09-12 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-10-14 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-02-29 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-03-22 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-12-30 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2022-11-01 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-06-07 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-10-04 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2023-01-02 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-11-05 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-03-04 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-07-19 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-12-07 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-07-24 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-12-16 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2022-11-07 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-05-25 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2023-12-10 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-01-26 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-04-21 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2024-02-03 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-08-13 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-02-21 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-02-15 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2025-04-28 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-05-04 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-01-14 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2024-07-05 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('cancelled', '2023-12-12 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-04-22 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-06-09 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-03-20 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('pending', '2025-05-23 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2024-06-11 00:44:12');
INSERT INTO orders (status, created_at) VALUES ('shipped', '2025-03-14 00:44:12');
EXPLAIN SELECT * FROM orders WHERE status = 'pending' AND YEAR(created_at) = 2024;
-- EXPLAIN 결과: key=NULL, type=ALL, filtered=10.0, Extra=Using where
EXPLAIN ANALYZE SELECT * FROM orders WHERE status = 'pending' AND YEAR(created_at) = 2024;
-- EXPLAIN ANALYZE 결과:
-- -> Filter: ((orders.`status` = 'pending') and (year(orders.created_at) = 2024)) (cost=101 rows=100) (actual time=0.216..1.1 rows=114 loops=1)
-- -> Table scan on orders (cost=101 rows=1000) (actual time=0.199..0.81 rows=1000 loops=1)
-- 이슈: No index used due to YEAR() function
-- 해결책: generated column 사용 및 index추가
ALTER TABLE orders ADD COLUMN created_year INT GENERATED ALWAYS AS (YEAR(created_at)) STORED;
CREATE INDEX idx_orders_status_year ON orders(status, created_year);
-- 쿼리도 변경:
EXPLAIN SELECT * FROM orders WHERE status = 'pending' AND created_year = 2024;
-- EXPLAIN 결과: key=idx_orders_status_year, type=ref, filtered=100.0, Extra=None
EXPLAIN ANALYZE SELECT * FROM orders WHERE status = 'pending' AND created_year = 2024;
-- EXPLAIN ANALYZE 결과:
-- -> Index lookup on orders using idx_orders_status_year (status='pending', created_year=2024) (cost=15.2 rows=114) (actual time=0.429..0.795 rows=114 loops=1)
✅ Case 4: WHERE, ORDER BY에서 where, filesort 사용
-- DDL
DROP TABLE IF EXISTS users;
CREATE TABLE users (
id INT PRIMARY KEY AUTO_INCREMENT,
client_type VARCHAR(50),
staff_type VARCHAR(50),
activated_datetime DATETIME,
created_datetime DATETIME
);
Test Data
INSERT INTO users (client_type, staff_type, activated_datetime, created_datetime) VALUES
('guest', NULL, '2024-06-01 10:00:00', '2024-05-01 09:00:00'),
(NULL, 'admin', NULL, '2024-05-02 12:00:00'),
('partner', NULL, '2024-06-10 08:00:00', '2024-05-01 15:00:00'),
(NULL, 'staff', '2024-06-05 18:00:00', '2024-05-03 11:00:00'),
(NULL, NULL, NULL, '2024-06-01 14:00:00');
EXPLAIN SELECT
id,
CASE WHEN staff_type IS NULL THEN client_type ELSE staff_type END AS user_type,
CASE WHEN activated_datetime IS NOT NULL THEN activated_datetime ELSE created_datetime END AS last_activity
FROM users
WHERE
(CASE WHEN staff_type IS NULL THEN client_type ELSE staff_type END) = "guest"
ORDER BY
CASE WHEN activated_datetime IS NOT NULL THEN activated_datetime ELSE created_datetime END DESC;
-- EXPLAIN 결과: Extra = Using where; Using filesort
EXPLAIN ANALYZE SELECT
id,
CASE WHEN staff_type IS NULL THEN client_type ELSE staff_type END AS user_type,
CASE WHEN activated_datetime IS NOT NULL THEN activated_datetime ELSE created_datetime END AS last_activity
FROM users
WHERE
(CASE WHEN staff_type IS NULL THEN client_type ELSE staff_type END) = "guest"
ORDER BY
CASE WHEN activated_datetime IS NOT NULL THEN activated_datetime ELSE created_datetime END DESC;
-- EXPLAIN ANALYZEA 결과:
-- -> Sort: last_activity DESC (cost=0.75 rows=5) (actual time=0.291..0.291 rows=1 loops=1)
-- -> Filter: ((case when (users.staff_type is null) then users.client_type else users.staff_type end) = 'guest') (cost=0.75 rows=5) (actual time=0.215..0.226 rows=1 loops=1)
-> Table scan on users (cost=0.75 rows=5) (actual time=0.196..0.205 rows=5 loops=1)
-- 해결책: generated column 추가, composite index추가
ALTER TABLE users
ADD COLUMN user_type VARCHAR(50)
GENERATED ALWAYS AS (
CASE WHEN staff_type IS NULL THEN client_type ELSE staff_type END
) STORED,
ADD COLUMN effective_datetime DATETIME
GENERATED ALWAYS AS (
CASE WHEN activated_datetime IS NOT NULL THEN activated_datetime ELSE created_datetime END
) STORED;
CREATE INDEX idx_user_type_effdt_id
ON users(user_type, effective_datetime DESC, id);
EXPLAIN SELECT id, user_type, effective_datetime
FROM users
WHERE user_type = 'guest'
ORDER BY effective_datetime DESC;
-- EXPLAIN 결과: Extra = Using index
EXPLAIN ANALYZE SELECT id, user_type, effective_datetime
FROM users
WHERE user_type = 'guest'
ORDER BY effective_datetime DESC;
-- EXPLAIN ANALYZE 결과:
-- -> Covering index lookup on users using idx_user_type_effdt_id (user_type='guest') (cost=0.35 rows=1) (actual time=0.0791..0.0846 rows=1 loops=1)
✅ Case 5: 여러 Column 조건부
-- DDL
DROP TABLE IF EXISTS products;
CREATE TABLE products (
id INT AUTO_INCREMENT PRIMARY KEY,
category_id INT,
status VARCHAR(20),
name VARCHAR(100)
);
Test Data
INSERT INTO products (category_id, status, name) VALUES (19, 'archived', 'Product 0');
INSERT INTO products (category_id, status, name) VALUES (27, 'active', 'Product 1');
INSERT INTO products (category_id, status, name) VALUES (48, 'archived', 'Product 2');
INSERT INTO products (category_id, status, name) VALUES (12, 'inactive', 'Product 3');
INSERT INTO products (category_id, status, name) VALUES (33, 'archived', 'Product 4');
INSERT INTO products (category_id, status, name) VALUES (36, 'active', 'Product 5');
INSERT INTO products (category_id, status, name) VALUES (34, 'inactive', 'Product 6');
INSERT INTO products (category_id, status, name) VALUES (38, 'active', 'Product 7');
INSERT INTO products (category_id, status, name) VALUES (22, 'active', 'Product 8');
INSERT INTO products (category_id, status, name) VALUES (40, 'archived', 'Product 9');
INSERT INTO products (category_id, status, name) VALUES (23, 'inactive', 'Product 10');
INSERT INTO products (category_id, status, name) VALUES (41, 'active', 'Product 11');
INSERT INTO products (category_id, status, name) VALUES (15, 'inactive', 'Product 12');
INSERT INTO products (category_id, status, name) VALUES (25, 'active', 'Product 13');
INSERT INTO products (category_id, status, name) VALUES (38, 'active', 'Product 14');
INSERT INTO products (category_id, status, name) VALUES (44, 'active', 'Product 15');
INSERT INTO products (category_id, status, name) VALUES (13, 'inactive', 'Product 16');
INSERT INTO products (category_id, status, name) VALUES (31, 'archived', 'Product 17');
INSERT INTO products (category_id, status, name) VALUES (38, 'active', 'Product 18');
INSERT INTO products (category_id, status, name) VALUES (29, 'active', 'Product 19');
INSERT INTO products (category_id, status, name) VALUES (9, 'active', 'Product 20');
INSERT INTO products (category_id, status, name) VALUES (18, 'active', 'Product 21');
INSERT INTO products (category_id, status, name) VALUES (12, 'active', 'Product 22');
INSERT INTO products (category_id, status, name) VALUES (30, 'active', 'Product 23');
INSERT INTO products (category_id, status, name) VALUES (23, 'archived', 'Product 24');
INSERT INTO products (category_id, status, name) VALUES (50, 'inactive', 'Product 25');
INSERT INTO products (category_id, status, name) VALUES (41, 'inactive', 'Product 26');
INSERT INTO products (category_id, status, name) VALUES (31, 'archived', 'Product 27');
INSERT INTO products (category_id, status, name) VALUES (49, 'active', 'Product 28');
INSERT INTO products (category_id, status, name) VALUES (26, 'active', 'Product 29');
INSERT INTO products (category_id, status, name) VALUES (8, 'archived', 'Product 30');
INSERT INTO products (category_id, status, name) VALUES (34, 'inactive', 'Product 31');
INSERT INTO products (category_id, status, name) VALUES (45, 'active', 'Product 32');
INSERT INTO products (category_id, status, name) VALUES (34, 'archived', 'Product 33');
INSERT INTO products (category_id, status, name) VALUES (3, 'active', 'Product 34');
INSERT INTO products (category_id, status, name) VALUES (6, 'inactive', 'Product 35');
INSERT INTO products (category_id, status, name) VALUES (30, 'inactive', 'Product 36');
INSERT INTO products (category_id, status, name) VALUES (46, 'archived', 'Product 37');
INSERT INTO products (category_id, status, name) VALUES (22, 'active', 'Product 38');
INSERT INTO products (category_id, status, name) VALUES (21, 'archived', 'Product 39');
INSERT INTO products (category_id, status, name) VALUES (23, 'active', 'Product 40');
INSERT INTO products (category_id, status, name) VALUES (41, 'active', 'Product 41');
INSERT INTO products (category_id, status, name) VALUES (47, 'active', 'Product 42');
INSERT INTO products (category_id, status, name) VALUES (13, 'archived', 'Product 43');
INSERT INTO products (category_id, status, name) VALUES (32, 'archived', 'Product 44');
INSERT INTO products (category_id, status, name) VALUES (25, 'archived', 'Product 45');
INSERT INTO products (category_id, status, name) VALUES (6, 'inactive', 'Product 46');
INSERT INTO products (category_id, status, name) VALUES (44, 'inactive', 'Product 47');
INSERT INTO products (category_id, status, name) VALUES (21, 'archived', 'Product 48');
INSERT INTO products (category_id, status, name) VALUES (43, 'active', 'Product 49');
INSERT INTO products (category_id, status, name) VALUES (37, 'archived', 'Product 50');
INSERT INTO products (category_id, status, name) VALUES (47, 'active', 'Product 51');
INSERT INTO products (category_id, status, name) VALUES (20, 'active', 'Product 52');
INSERT INTO products (category_id, status, name) VALUES (4, 'archived', 'Product 53');
INSERT INTO products (category_id, status, name) VALUES (8, 'archived', 'Product 54');
INSERT INTO products (category_id, status, name) VALUES (19, 'archived', 'Product 55');
INSERT INTO products (category_id, status, name) VALUES (2, 'inactive', 'Product 56');
INSERT INTO products (category_id, status, name) VALUES (23, 'active', 'Product 57');
INSERT INTO products (category_id, status, name) VALUES (39, 'archived', 'Product 58');
INSERT INTO products (category_id, status, name) VALUES (12, 'inactive', 'Product 59');
INSERT INTO products (category_id, status, name) VALUES (13, 'active', 'Product 60');
INSERT INTO products (category_id, status, name) VALUES (16, 'inactive', 'Product 61');
INSERT INTO products (category_id, status, name) VALUES (35, 'archived', 'Product 62');
INSERT INTO products (category_id, status, name) VALUES (21, 'inactive', 'Product 63');
INSERT INTO products (category_id, status, name) VALUES (32, 'active', 'Product 64');
INSERT INTO products (category_id, status, name) VALUES (40, 'inactive', 'Product 65');
INSERT INTO products (category_id, status, name) VALUES (2, 'archived', 'Product 66');
INSERT INTO products (category_id, status, name) VALUES (29, 'inactive', 'Product 67');
INSERT INTO products (category_id, status, name) VALUES (11, 'active', 'Product 68');
INSERT INTO products (category_id, status, name) VALUES (13, 'archived', 'Product 69');
INSERT INTO products (category_id, status, name) VALUES (7, 'active', 'Product 70');
INSERT INTO products (category_id, status, name) VALUES (43, 'inactive', 'Product 71');
INSERT INTO products (category_id, status, name) VALUES (11, 'active', 'Product 72');
INSERT INTO products (category_id, status, name) VALUES (32, 'inactive', 'Product 73');
INSERT INTO products (category_id, status, name) VALUES (35, 'archived', 'Product 74');
INSERT INTO products (category_id, status, name) VALUES (3, 'active', 'Product 75');
INSERT INTO products (category_id, status, name) VALUES (49, 'active', 'Product 76');
INSERT INTO products (category_id, status, name) VALUES (31, 'active', 'Product 77');
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INSERT INTO products (category_id, status, name) VALUES (10, 'active', 'Product 1930');
INSERT INTO products (category_id, status, name) VALUES (22, 'archived', 'Product 1931');
INSERT INTO products (category_id, status, name) VALUES (41, 'inactive', 'Product 1932');
INSERT INTO products (category_id, status, name) VALUES (25, 'archived', 'Product 1933');
INSERT INTO products (category_id, status, name) VALUES (7, 'active', 'Product 1934');
INSERT INTO products (category_id, status, name) VALUES (48, 'archived', 'Product 1935');
INSERT INTO products (category_id, status, name) VALUES (48, 'archived', 'Product 1936');
INSERT INTO products (category_id, status, name) VALUES (33, 'inactive', 'Product 1937');
INSERT INTO products (category_id, status, name) VALUES (18, 'active', 'Product 1938');
INSERT INTO products (category_id, status, name) VALUES (17, 'active', 'Product 1939');
INSERT INTO products (category_id, status, name) VALUES (23, 'active', 'Product 1940');
INSERT INTO products (category_id, status, name) VALUES (5, 'active', 'Product 1941');
INSERT INTO products (category_id, status, name) VALUES (45, 'active', 'Product 1942');
INSERT INTO products (category_id, status, name) VALUES (16, 'active', 'Product 1943');
INSERT INTO products (category_id, status, name) VALUES (42, 'active', 'Product 1944');
INSERT INTO products (category_id, status, name) VALUES (19, 'inactive', 'Product 1945');
INSERT INTO products (category_id, status, name) VALUES (45, 'inactive', 'Product 1946');
INSERT INTO products (category_id, status, name) VALUES (1, 'active', 'Product 1947');
INSERT INTO products (category_id, status, name) VALUES (28, 'active', 'Product 1948');
INSERT INTO products (category_id, status, name) VALUES (9, 'active', 'Product 1949');
INSERT INTO products (category_id, status, name) VALUES (12, 'active', 'Product 1950');
INSERT INTO products (category_id, status, name) VALUES (11, 'inactive', 'Product 1951');
INSERT INTO products (category_id, status, name) VALUES (15, 'inactive', 'Product 1952');
INSERT INTO products (category_id, status, name) VALUES (37, 'active', 'Product 1953');
INSERT INTO products (category_id, status, name) VALUES (15, 'active', 'Product 1954');
INSERT INTO products (category_id, status, name) VALUES (43, 'archived', 'Product 1955');
INSERT INTO products (category_id, status, name) VALUES (39, 'active', 'Product 1956');
INSERT INTO products (category_id, status, name) VALUES (4, 'active', 'Product 1957');
INSERT INTO products (category_id, status, name) VALUES (18, 'inactive', 'Product 1958');
INSERT INTO products (category_id, status, name) VALUES (45, 'active', 'Product 1959');
INSERT INTO products (category_id, status, name) VALUES (20, 'inactive', 'Product 1960');
INSERT INTO products (category_id, status, name) VALUES (40, 'archived', 'Product 1961');
INSERT INTO products (category_id, status, name) VALUES (35, 'archived', 'Product 1962');
INSERT INTO products (category_id, status, name) VALUES (17, 'inactive', 'Product 1963');
INSERT INTO products (category_id, status, name) VALUES (7, 'active', 'Product 1964');
INSERT INTO products (category_id, status, name) VALUES (48, 'inactive', 'Product 1965');
INSERT INTO products (category_id, status, name) VALUES (46, 'inactive', 'Product 1966');
INSERT INTO products (category_id, status, name) VALUES (35, 'inactive', 'Product 1967');
INSERT INTO products (category_id, status, name) VALUES (17, 'active', 'Product 1968');
INSERT INTO products (category_id, status, name) VALUES (26, 'archived', 'Product 1969');
INSERT INTO products (category_id, status, name) VALUES (43, 'active', 'Product 1970');
INSERT INTO products (category_id, status, name) VALUES (41, 'active', 'Product 1971');
INSERT INTO products (category_id, status, name) VALUES (11, 'inactive', 'Product 1972');
INSERT INTO products (category_id, status, name) VALUES (45, 'inactive', 'Product 1973');
INSERT INTO products (category_id, status, name) VALUES (49, 'inactive', 'Product 1974');
INSERT INTO products (category_id, status, name) VALUES (14, 'inactive', 'Product 1975');
INSERT INTO products (category_id, status, name) VALUES (3, 'archived', 'Product 1976');
INSERT INTO products (category_id, status, name) VALUES (5, 'inactive', 'Product 1977');
INSERT INTO products (category_id, status, name) VALUES (47, 'active', 'Product 1978');
INSERT INTO products (category_id, status, name) VALUES (14, 'active', 'Product 1979');
INSERT INTO products (category_id, status, name) VALUES (7, 'archived', 'Product 1980');
INSERT INTO products (category_id, status, name) VALUES (29, 'active', 'Product 1981');
INSERT INTO products (category_id, status, name) VALUES (31, 'inactive', 'Product 1982');
INSERT INTO products (category_id, status, name) VALUES (42, 'active', 'Product 1983');
INSERT INTO products (category_id, status, name) VALUES (21, 'active', 'Product 1984');
INSERT INTO products (category_id, status, name) VALUES (29, 'archived', 'Product 1985');
INSERT INTO products (category_id, status, name) VALUES (42, 'inactive', 'Product 1986');
INSERT INTO products (category_id, status, name) VALUES (2, 'active', 'Product 1987');
INSERT INTO products (category_id, status, name) VALUES (46, 'inactive', 'Product 1988');
INSERT INTO products (category_id, status, name) VALUES (30, 'archived', 'Product 1989');
INSERT INTO products (category_id, status, name) VALUES (20, 'inactive', 'Product 1990');
INSERT INTO products (category_id, status, name) VALUES (16, 'archived', 'Product 1991');
INSERT INTO products (category_id, status, name) VALUES (47, 'active', 'Product 1992');
INSERT INTO products (category_id, status, name) VALUES (13, 'archived', 'Product 1993');
INSERT INTO products (category_id, status, name) VALUES (40, 'archived', 'Product 1994');
INSERT INTO products (category_id, status, name) VALUES (35, 'active', 'Product 1995');
INSERT INTO products (category_id, status, name) VALUES (41, 'inactive', 'Product 1996');
INSERT INTO products (category_id, status, name) VALUES (34, 'active', 'Product 1997');
INSERT INTO products (category_id, status, name) VALUES (38, 'inactive', 'Product 1998');
INSERT INTO products (category_id, status, name) VALUES (16, 'active', 'Product 1999');
EXPLAIN SELECT * FROM products WHERE category_id = 10 OR status = 'active';
-- EXPLAIN 결과: type=ALL, filtered=19.0, Extra=Using where
-- 해결책1: Composite index
-- 생략
-- 해결책2: Index Merge
-- 두 column에 별도 index, 쿼리 시 index merge 사용 됨
CREATE INDEX idx_category_id ON products(category_id);
CREATE INDEX idx_status ON products(status);
EXPLAIN SELECT * FROM products WHERE category_id = 10 OR status = 'active';
-- EXPLAIN 결과: type=index_merge, filtered=100.0, Extra=Using union; Using where
✅ Case 6: GROUP BY, Using temporary
-- DDL
DROP TABLE IF EXISTS orders;
DROP TABLE IF EXISTS user_last_orders;
CREATE TABLE orders (
id INT AUTO_INCREMENT PRIMARY KEY,
user_id INT NOT NULL,
product_id INT NOT NULL,
amount DECIMAL(10,2) NOT NULL,
status ENUM('pending', 'completed', 'cancelled') NOT NULL,
created_at DATETIME NOT NULL,
INDEX idx_user_created (user_id, created_at)
);
Test Data
-- Each block inserts 10 rows
INSERT INTO orders (user_id, product_id, amount, status, created_at) VALUES
(1, 101, 100.00, 'completed', '2024-06-01 12:34:00'),
(2, 102, 250.50, 'pending', '2024-06-02 10:12:00'),
(3, 103, 310.10, 'cancelled', '2024-06-03 09:22:00'),
(4, 104, 430.99, 'completed', '2024-06-04 08:00:00'),
(5, 105, 99.99, 'pending', '2024-06-05 11:30:00'),
(6, 106, 220.00, 'completed', '2024-06-06 13:45:00'),
(7, 107, 150.00, 'pending', '2024-06-07 14:10:00'),
(8, 108, 510.20, 'completed', '2024-06-08 16:15:00'),
(9, 109, 300.00, 'cancelled', '2024-06-09 12:00:00'),
(10,110, 450.00, 'completed', '2024-06-10 17:55:00');
-- Repeat this pattern 20 times with varying values
-- Below are 3 more batches for illustration
INSERT INTO orders (user_id, product_id, amount, status, created_at) VALUES
(11, 111, 120.00, 'completed', '2024-06-11 10:00:00'),
(12, 112, 280.00, 'pending', '2024-06-12 12:20:00'),
(13, 113, 330.00, 'cancelled', '2024-06-13 09:15:00'),
(14, 114, 390.00, 'completed', '2024-06-14 13:30:00'),
(15, 115, 420.00, 'pending', '2024-06-15 10:05:00'),
(16, 116, 210.00, 'completed', '2024-06-16 14:40:00'),
(17, 117, 190.00, 'pending', '2024-06-17 11:10:00'),
(18, 118, 475.00, 'completed', '2024-06-18 15:55:00'),
(19, 119, 305.00, 'cancelled', '2024-06-19 10:45:00'),
(20, 120, 500.00, 'completed', '2024-06-20 16:35:00');
-- Add more blocks like above to reach 200 rows total
EXPLAIN SELECT user_id, MAX(created_at) AS last_order
FROM orders
WHERE status = 'completed'
GROUP BY user_id
ORDER BY last_order DESC;
-- EXPLAIN 결과: Extra=Using where; Using temporary; Using filesort
EXPLAIN ANALYZE SELECT user_id, MAX(created_at) AS last_order
FROM orders
WHERE status = 'completed'
GROUP BY user_id
ORDER BY last_order DESC;
-- EXPLAIN ANALYZE 결과:
-- -> Sort: last_order DESC (actual time=0.699..0.699 rows=10 loops=1)
-- -> Stream results (cost=2.92 rows=2.58) (actual time=0.16..0.173 rows=10 loops=1)
-- -> Group aggregate: max(orders.created_at) (cost=2.92 rows=2.58) (actual time=0.148..0.157 rows=10 loops=1)
-- -> Filter: (orders.`status` = 'completed') (cost=2.25 rows=6.67) (actual time=0.138..0.148 rows=10 loops=1)
-- -> Index scan on orders using idx_user_created (cost=2.25 rows=20) (actual time=0.129..0.135 rows=20 loops=1)
-- 해결책: materialized view + index
CREATE TABLE user_last_orders (
user_id INT PRIMARY KEY,
last_order DATETIME
);
REPLACE INTO user_last_orders (user_id, last_order)
SELECT user_id, MAX(created_at)
FROM orders
WHERE status = 'completed'
GROUP BY user_id;
CREATE INDEX index_last_order ON user_last_orders(last_order);
EXPLAIN SELECT user_id, last_order
FROM user_last_orders
ORDER BY last_order DESC;
-- EXPLAIN 결과: Extra=Using Backward index scan; Using index
EXPLAIN ANALYZE SELECT user_id, last_order
FROM user_last_orders
ORDER BY last_order DESC;
-- EXPLAIN ANALYZE 결과:
-- -> Covering index scan on user_last_orders using index_last_order (reverse) (cost=1.25 rows=10) (actual time=0.333..0.343 rows=10 loops=1)
마무리
MySQL에서 EXPLAIN과 EXPLAIN ANALYZE를 적극 활용하면 쿼리 튜닝의 방향성을 명확하게 잡을 수 있습니다. 특히 type, key, rows, filtered, Extra 항목을 정밀하게 분석하면 대부분의 성능 이슈를 사전에 발견하고 개선할 수 있습니다.
궁극적으로는 비즈니스 로직을 고려한 쿼리 구조 변경까지 고민해야 하지만, EXPLAIN으로 시작하면 그 과정이 훨씬 명확해질 것입니다.