From 2e7b3ae7f3266f7eebc41645d3a190b5738d3de5 Mon Sep 17 00:00:00 2001 From: dev-jonghoonpark Date: Sat, 30 Sep 2023 16:56:20 +0900 Subject: [PATCH] =?UTF-8?q?add=20old=20post=20'=EC=82=AC=EC=9A=A9=EC=9E=90?= =?UTF-8?q?=20=EC=88=98=EC=97=90=20=EB=94=B0=EB=A5=B8=20=EA=B7=9C=EB=AA=A8?= =?UTF-8?q?=20=ED=99=95=EC=9E=A5=EC=84=B1=203'?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...\355\231\225\354\236\245\354\204\261-2.md" | 2 +- ...\355\231\225\354\236\245\354\204\261-3.md" | 90 ++++++++++++++++++ .../image1.png" | Bin 0 -> 32824 bytes .../image2.png" | Bin 0 -> 313370 bytes 4 files changed, 91 insertions(+), 1 deletion(-) create mode 100644 "_posts/2023-05-01-\354\202\254\354\232\251\354\236\220-\354\210\230\354\227\220-\353\224\260\353\245\270-\352\267\234\353\252\250-\355\231\225\354\236\245\354\204\261-3.md" create mode 100644 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"b/_posts/2023-05-01-\354\202\254\354\232\251\354\236\220-\354\210\230\354\227\220-\353\224\260\353\245\270-\352\267\234\353\252\250-\355\231\225\354\236\245\354\204\261-2.md" @@ -14,7 +14,7 @@ tags: Scale Out, Replication, ] -date: 2023-04-29 12:00:00 +0900 +date: 2023-05-01 12:00:00 +0900 --- 가상 면접 사례로 배우는 대규모 시스템 설계 기초 - System Design Interview diff --git "a/_posts/2023-05-01-\354\202\254\354\232\251\354\236\220-\354\210\230\354\227\220-\353\224\260\353\245\270-\352\267\234\353\252\250-\355\231\225\354\236\245\354\204\261-3.md" "b/_posts/2023-05-01-\354\202\254\354\232\251\354\236\220-\354\210\230\354\227\220-\353\224\260\353\245\270-\352\267\234\353\252\250-\355\231\225\354\236\245\354\204\261-3.md" new file mode 100644 index 0000000..426dd07 --- /dev/null +++ "b/_posts/2023-05-01-\354\202\254\354\232\251\354\236\220-\354\210\230\354\227\220-\353\224\260\353\245\270-\352\267\234\353\252\250-\355\231\225\354\236\245\354\204\261-3.md" @@ -0,0 +1,90 @@ +--- +layout: post +title: 사용자 수에 따른 규모 확장성 (3) – 캐시, CDN +categories: [스터디-시스템 디자인] +tags: + [ + 시스템 디자인, + System Design, + 캐시, + 캐시 전략, + CDN, + 콘텐츠 전송 네트워크, + 무효화, + ] +date: 2023-05-01 13:00:00 +0900 +--- + +가상 면접 사례로 배우는 대규모 시스템 설계 기초 - System Design Interview + +1장 사용자 수에 따른 규모 확장성 : 어떻게 수백만 사용자를 지원하는 시스템을 설계할 것인가. + +--- + +# 캐시 + +캐시는 값비싼 연산 결과 또는 자주 참조되는 데이터를 메모리 안에 두고, 뒤이은 요청이 보다 빨리 처리될 수 있도록 하는 저장소이다. + +## 캐시 계층 + +캐시 계층은 데이터가 잠시 보관되는 곳으로 데이터베이스보다 훨씬 빠르다. 별도의 캐시 계층을 두면 성능이 개선될 뿐 아니라 데이터베이스의 부하를 줄일수도 있고, 캐시 계층의 규모를 독립적으로 확장시키는 것도 가능해진다. + +## 읽기 주도형 캐시 전략 (read-through caching strategy) + +![read-through caching strategy](/assets/images/2023-05-01-사용자-수에-따른-규모-확장성-3/image1.png) + +요청을 받은 웹 서버는 캐시에 응답이 저장되어 있는지를 본다. 만일 저장되어 있다면 해당 데이터를 클라이언트에 반환한다. 없는 경우에는 데이터베이스 질의를 통해 데이터를 찾아 캐시에 저장한 뒤 클라이언트에 반환한다. + +## **캐시 사용 시 유의할 점** + +**\- 캐시는 어떤 상황에 바람직한가?** +데이터 갱신은 자주 일어나지 않지만 참조는 빈번하게 일어날 때 + +**\- 캐시에 보관된 데이터는 어떻게 만료되는가?** +만료 정책이 없으면 데이터는 캐시에 계속 남게 된다. +너무 짧으면 데이터베이스에서 너무 자주 읽게 되고 +너무 길면 원본과 차이가 날 가능성이 높아지게 된다. + +**\- 일관성(consistency)은 어떻게 유지되는가?** +일관성 : 데이터 저장소의 원본과 캐시 내의 사본이 같은지 여부 +저장소의 원본을 갱신하는 연산과 캐시를 갱신하는 연산이 단일 트랜잭션으로 처리되지 않는 경우 이 일관성은 깨질 수 있다. + +**\- 장애에는 어떻게 대처할 것인가.** +캐시 서버를 한 대만 두는 경우 해당 서비스는 단일 장애 지점(Single Point of Failure, SPOF)이 되어버릴 가능성이 있다. 이를 피하려면 여러 지역에 걸쳐 캐시 서버를 분산시켜야 한다. + +**\- 캐시 메모리는 얼마나 크게 잡을 것인가?** +캐시 메모리가 너무 작으면 데이터가 자주 캐시에서 밀려나버려(eviction) 캐시의 성능이 떨어지게 된다. +캐시 메모리 과할당(overprovision)으로 막을 수 있다. + +**\- 데이터 방출(eviction) 정책은 무엇인가?** +LRU(Least Recently Used - 마지막 사용 시점 기준), LFU(Least Frequently Used - 사용 빈도 기준), FIFO(First In First Out - 들어온 순서대로) + +# 콘텐츠 전송 네트워크 (CDN) + +CDN은 정적 컨텐츠를 전송하는데 쓰이는 지리적으로 분산된 서버의 네트워크이다. +CDN은 보통 제3 사업자에 의해 운영된다. 따라서 이 책에서는 CDN 자체에 대해서는 세부적으로 다루지 않는다 + +CDN을 사용하면 사이트 로딩 시간을 줄일 수 있고, 웹서버를 통해 서비스하지 않으므로 성능을 개선할 수 있다. + +## 고려야야 할 사항 + +\- **비용** +자주 사용되지 않는 콘텐츠를 캐싱하는 것은 이득이 크지 않으므로, CDN에서 빼는 것을 고려하자. + +\- **적절한 만료 시한 설정** +시의성이 중요한(time-sensitive) 콘텐츠의 경우 만료 시점을 잘 정해야 한다. +너무 길면 콘텐츠의 신선도가 떨어지고 너무 짧으면 원본 서버에 빈번히 접속하게 된다. + +\- **CDN 장애에 대한 대처 방안** +장애가 발생되었을 경우 원본 서버로부터 직접 콘텐츠를 가져오도록 클라이언트를 구성하는 것이 필요할 수도 있다. + +\- **콘텐츠 무효화(invalidation) 방법** +방법 1: CDN 서비스 사업자가 제공하는 API 이용 +방법 2: 콘텐츠의 다른 버전을 서비스하도록 오브젝트 버전닝 이용 (ex. image.png?v=2) + +# 여기까지의 시스템 구성도 + +![system architecture](/assets/images/2023-05-01-사용자-수에-따른-규모-확장성-3/image2.png) + +CDN을 통해 정적 콘텐츠를 제공함으로 웹 서버를 거치지 않도록 함과 동시에 더 나은 성능을 보장한다. +캐시를 통해 데이터베이스 부하를 줄여준다. diff --git "a/assets/images/2023-05-01-\354\202\254\354\232\251\354\236\220-\354\210\230\354\227\220-\353\224\260\353\245\270-\352\267\234\353\252\250-\355\231\225\354\236\245\354\204\261-3/image1.png" "b/assets/images/2023-05-01-\354\202\254\354\232\251\354\236\220-\354\210\230\354\227\220-\353\224\260\353\245\270-\352\267\234\353\252\250-\355\231\225\354\236\245\354\204\261-3/image1.png" new file mode 100644 index 0000000000000000000000000000000000000000..771d7978e9bcbb4fb22b8909639b139cd37ac524 GIT binary patch literal 32824 zcma&Nbx<5__bobj@He=-LvVL@hakZ%xVt+92{1UpJqZL0!DS!;2DbzW?nBVvKBsxV 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