Lock in $30 Savings on PRO—Offer Ends Soon! ⏳
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
CRDT 101
Search
Sergey Arkhipov
December 09, 2014
Programming
0
220
CRDT 101
Sergey Arkhipov
December 09, 2014
Tweet
Share
More Decks by Sergey Arkhipov
See All by Sergey Arkhipov
Fingerprinting
9seconds
0
160
Concurrency Models
9seconds
0
230
Probablistic Data Structures
9seconds
0
250
Own Mustache
9seconds
0
330
Daemonize
9seconds
0
330
Stuff That Works
9seconds
0
360
Evidence
9seconds
0
95
Redneck Monads
9seconds
1
110
Latency
9seconds
0
130
Other Decks in Programming
See All in Programming
Graviton と Nitro と私
maroon1st
0
130
認証・認可の基本を学ぼう後編
kouyuume
0
250
Pythonではじめるオープンデータ分析〜書籍の紹介と書籍で紹介しきれなかった事例の紹介〜
welliving
2
540
Navigating Dependency Injection with Metro
l2hyunwoo
1
170
Rediscover the Console - SymfonyCon Amsterdam 2025
chalasr
2
190
re:Invent 2025 のイケてるサービスを紹介する
maroon1st
0
150
クラウドに依存しないS3を使った開発術
simesaba80
0
150
Cell-Based Architecture
larchanjo
0
140
AI 駆動開発ライフサイクル(AI-DLC):ソフトウェアエンジニアリングの再構築 / AI-DLC Introduction
kanamasa
11
3.6k
Go コードベースの構成と AI コンテキスト定義
andpad
0
130
俺流レスポンシブコーディング 2025
tak_dcxi
14
9.4k
SwiftUIで本格音ゲー実装してみた
hypebeans
0
490
Featured
See All Featured
DBのスキルで生き残る技術 - AI時代におけるテーブル設計の勘所
soudai
PRO
60
37k
Optimizing for Happiness
mojombo
379
70k
Future Trends and Review - Lecture 12 - Web Technologies (1019888BNR)
signer
PRO
0
3.1k
BBQ
matthewcrist
89
9.9k
個人開発の失敗を避けるイケてる考え方 / tips for indie hackers
panda_program
122
21k
What Being in a Rock Band Can Teach Us About Real World SEO
427marketing
0
150
The Limits of Empathy - UXLibs8
cassininazir
1
190
Between Models and Reality
mayunak
0
150
Why Our Code Smells
bkeepers
PRO
340
57k
Tips & Tricks on How to Get Your First Job In Tech
honzajavorek
0
400
What the history of the web can teach us about the future of AI
inesmontani
PRO
0
370
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
4.1k
Transcript
CRDT 101 Архипов Сергей @9seconds 10.12.2014
Наши проблемы ← CRDT ― Network ― RAM ― Persistent
storage ― CPU
90е ← CRDT Web Server Application Database
90е ← CRDT Web Server Application Database
2000: Load Balancing ← CRDT
2000: Load Balancing ← CRDT
2002: Replication ← CRDT
2004: Caching ← CRDT
2004: Caching ← CRDT
2006: Web 2.0 + Amazon = Sharding ← CRDT
2008: NoSQL ← CRDT
2010: MapReduce ← CRDT
2000: CAP ← CRDT ― Consistency ― Availability ― Partition
Tolerance
2009: CRDT ← CRDT
2009: CRDT ← CRDT
2009: CRDT ← CRDT
2009: CRDT ← CRDT
2009: CRDT ← CRDT
2009: CRDT ← CRDT
2009: CRDT ← CRDT CmRDT — Commutative Replicated Data Type
Assuming causal delivery of updates and method termination, any op-based object that satisfies the commutativity property for all concurrent updates, and whose delivery precondition is satisfied by causal delivery, is strong eventual consistent.
LWW-element-Set ← CRDT
LWW-element-Set ← CRDT tweet = { id: "3b6730f1-50c7-4fad-ac47-ba8c2efadfc1", timestamp: 1416757099,
user: "9seconds" message: "Test message" } def tweet_to_lww(tweet): return tweet["timestamp"], tweet
LWW-element-Set ← CRDT A R A R
LWW-element-Set ← CRDT A R A R (t1, a)
LWW-element-Set ← CRDT A R A R (t1, a) (t1,
a)
LWW-element-Set ← CRDT A R A R (t2, b) (t1,
a) (t1, a)
LWW-element-Set ← CRDT A R A R (t1, a) (t1,
a) (t2, b)
LWW-element-Set ← CRDT A R A R (t3, c) (t1,
a) (t1, a) (t2, b)
LWW-element-Set ← CRDT A R A R (t1, a) (t1,
a) (t2, b) (t3, c) (t2, b) (t2, b) (t4, c)
LWW-element-Set ← CRDT A R A R (t1, a) (t1,
a) (t2, b) (t3, c) (t2, b) (t2, b) (t4, c) (t4, c)
LWW-element-Set ← CRDT A R A R (t1, a) (t1,
a) (t2, b) (t3, c) (t2, b) (t2, b) (t4, c) (t4, c) Synchronizer (SoundCloud Roshi)
LWW-element-Set ← CRDT A R (t1, a) (t1, a) (t3,
c) (t2, b) (t2, b) (t4, c) (t4, c)
LWW-element-Set ← CRDT A R (t1, a) (t3, c) (t2,
b) (t4, c)
LWW-element-Set ← CRDT (t1, a) (t2, b)
LWW-element-Set ← CRDT A R A R (t1, a) (t1,
a) (t2, b) (t3, c) (t2, b) (t4, c) (t4, c) Synchronizer (SoundCloud Roshi) (t3, c)
Many CRDTs! ← CRDT ― Op-based Counter ― G-Counter ―
State-based PN Counter ― LWW-Register ― MV-Register ― G-Set ― 2P-Set ― LWW-element-Set ― PN-Set ― OR Set ― Add-only monotonic DAG ― Add-Remove Partial Order data type ― RGA ― RHA ― TreeDoc ― Logoot ― WOOT ― WOOTH
(Not) Many implementations ← CRDT ― Apache Cassandra ― Apache
HBase ― Basho Riak ― SoundCloud Roshi ― Akka CRDT
Q/A ← CRDT @9seconds https://speakerdeck.com/9seconds/crdt-101