--- id: SYS-RDB-001 category: "10_Wiki/๐Ÿ’ก Topics/AI" confidence_score: 1.0 tags: [systems, database, rdbms, sql, acid, normalization, postgresql, mysql] last_reinforced: 2026-04-26 --- # Relational Databases (๊ด€๊ณ„ํ˜• ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค) ## ๐Ÿ“Œ ํ•œ ์ค„ ํ†ต์ฐฐ (The Karpathy Summary) > "๋ฐ์ดํ„ฐ๋ฅผ ์—„๊ฒฉํ•œ ํ‘œ(Table)์˜ ํ˜•์ƒ์œผ๋กœ ๊ทœ๊ฒฉํ™”ํ•˜๊ณ  ๊ด€๊ณ„(Relation)๋ผ๋Š” ์„ ์œผ๋กœ ์—ฎ์–ด, ๋‹จ ํ•œ ์ ์˜ ๋ชจ์ˆœ๋„ ํ—ˆ์šฉํ•˜์ง€ ์•Š๋Š” '๋ฐ์ดํ„ฐ์˜ ์ง„์‹ค'์„ ๊ธฐ๋กํ•˜๋ผ" โ€” ๋ฐ์ดํ„ฐ๋ฅผ ํ–‰๊ณผ ์—ด๋กœ ์ด๋ฃจ์–ด์ง„ ํ…Œ์ด๋ธ”๋กœ ๊ตฌ์„ฑํ•˜๊ณ , ๊ณตํ†ต๋œ ์†์„ฑ์„ ๋งค๊ฐœ๋กœ ์„œ๋กœ ์—ฐ๊ฒฐํ•˜์—ฌ ๊ด€๋ฆฌํ•˜๋Š” ์ •ํ˜• ๋ฐ์ดํ„ฐ ์ €์žฅ ์ฒด๊ณ„. ## ๐Ÿ“– ๊ตฌ์กฐํ™”๋œ ์ง€์‹ (Synthesized Content) - **์ถ”์ถœ๋œ ํŒจํ„ด:** "Structured Schema and Relational Normalization" โ€” ๋ฐ์ดํ„ฐ ์ค‘๋ณต์„ ์ตœ์†Œํ™”ํ•˜๊ธฐ ์œ„ํ•ด ํ…Œ์ด๋ธ”์„ ์ชผ๊ฐœ๊ณ (Normalization), SQL์ด๋ผ๋Š” ํ‘œ์ค€ ์–ธ์–ด๋ฅผ ํ†ตํ•ด ๋ณต์žกํ•œ ๋ฐ์ดํ„ฐ๋ฅผ ๊ฒฐํ•ฉ(Join)ํ•˜์—ฌ ์กฐํšŒํ•˜๋ฉฐ, ํŠธ๋žœ์žญ์…˜์„ ํ†ตํ•ด ๋ฐ์ดํ„ฐ์˜ ์™„๊ฒฐ์„ฑ์„ ๋ณด์žฅํ•˜๋Š” ํŒจํ„ด. - **ํ•ต์‹ฌ ํŠน์ง• (ACID):** - **Atomicity:** ์ž‘์—…์€ ์ „๋ถ€ ์„ฑ๊ณตํ•˜๊ฑฐ๋‚˜ ์ „๋ถ€ ์‹คํŒจํ•ด์•ผ ํ•จ. - **Consistency:** ์‚ฌ์ „์— ์ •์˜๋œ ๊ทœ์น™์„ ์ค€์ˆ˜ํ•˜๋ฉฐ ์—…๋ฐ์ดํŠธ. - **Isolation:** ๋™์‹œ ์ž‘์—…์ด ์„œ๋กœ ๊ฐ„์„ญํ•˜์ง€ ์•Š์Œ. - **Durability:** ์„ฑ๊ณตํ•œ ์ž‘์—…์€ ์‹œ์Šคํ…œ ์žฅ์•  ํ›„์—๋„ ๋ณด์กด. - **์˜์˜:** ๊ธˆ์œต, ๋ฌผ๋ฅ˜, ์ธ์‚ฌ ๊ด€๋ฆฌ ๋“ฑ ํ•œ ์น˜์˜ ์˜ค์ฐจ๋„ ํ—ˆ์šฉ๋˜์ง€ ์•Š๋Š” ํ•ต์‹ฌ ๋น„์ฆˆ๋‹ˆ์Šค ๋กœ์ง์˜ ๊ทผ๊ฐ„์ด๋ฉฐ, ํ˜„๋Œ€ ๋ฐ์ดํ„ฐ ์‚ฌ์ด์–ธ์Šค์—์„œ '๊ตฌ์กฐํ™”๋œ ์ •๋ณด'์˜ ํ•ต์‹ฌ ์›์ฒœ. ## โš ๏ธ ๋ชจ์ˆœ ๋ฐ ์—…๋ฐ์ดํŠธ (Contradictions & RL Update) - **๊ณผ๊ฑฐ ๋ฐ์ดํ„ฐ์™€์˜ ์ถฉ๋Œ:** ๋น„์ •ํ˜• ๋ฐ์ดํ„ฐ์˜ ํญ์ฆ์œผ๋กœ NoSQL์— ๋ฐ€๋ฆด ๊ฒƒ์ด๋ผ๋Š” ์˜ˆ์ธก์„ ๊นจ๊ณ , ์ตœ๊ทผ์—๋Š” ์ˆ˜ํ‰์  ํ™•์žฅ์ด ๊ฐ€๋Šฅํ•œ ๋ถ„์‚ฐ RDB์™€ JSON ํƒ€์ž…์„ ์ง€์›ํ•˜๋Š” ์œ ์—ฐํ•œ RDBMS(PostgreSQL ๋“ฑ)์˜ ๋“ฑ์žฅ์œผ๋กœ ๋‹ค์‹œ๊ธˆ ๊ทธ ๊ฐ€์น˜๊ฐ€ ๋ถ€๊ฐ๋จ. - **์ •์ฑ… ๋ณ€ํ™”:** Antigravity ํ”„๋กœ์ ํŠธ๋Š” ์—์ด์ „ํŠธ์˜ ์ž‘์—… ๊ธฐ๋ก, ์‚ฌ์šฉ์ž ํ”„๋กœํ•„, ์„ค์ •๊ฐ’ ๋“ฑ ๋†’์€ ๋ฌด๊ฒฐ์„ฑ์ด ์š”๊ตฌ๋˜๋Š” ์ •ํ˜• ๋ฐ์ดํ„ฐ๋Š” ํ‘œ์ค€ RDB ์•„ํ‚คํ…์ฒ˜์— ์ €์žฅํ•˜์—ฌ ๊ด€๋ฆฌํ•จ. ## ๐Ÿ”— ์ง€์‹ ์—ฐ๊ฒฐ (Graph) - NoSQL-Databases, [[Pivot-Table-Analysis|Pivot-Table-Analysis]], System-Design-for-AI-Scale, [[High-Availability-Systems|High-Availability-Systems]] - **Raw Source:** 10_Wiki/Topics/AI/Relational-Databases.md