Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Toronto MongoDB User Group
Search
Arthur Nogueira Neves
February 20, 2013
Technology
1
86
Toronto MongoDB User Group
Presetation given on Toronto MongoDB User group
Arthur Nogueira Neves
February 20, 2013
Tweet
Share
More Decks by Arthur Nogueira Neves
See All by Arthur Nogueira Neves
Using multiple connections in ActiveRecord
arthurnn
3
970
Rails talk - RubyLightningTalksTO
arthurnn
0
97
Abril Pro Ruby
arthurnn
0
350
Other Decks in Technology
See All in Technology
AWS re:Invent2025最新動向まとめ(NRIグループre:Cap 2025)
gamogamo
0
160
チームで安全にClaude Codeを利用するためのプラクティス / team-claude-code-practices
tomoki10
6
3k
テストセンター受験、オンライン受験、どっちなんだい?
yama3133
0
210
re:Invent2025 セッションレポ ~Spec-driven development with Kiro~
nrinetcom
PRO
2
170
AWSと生成AIで学ぶ!実行計画の読み解き方とSQLチューニングの実践
yakumo
2
310
AI with TiDD
shiraji
1
340
「リリースファースト」の実感を届けるには 〜停滞するチームに変化を起こすアプローチ〜 #RSGT2026
kintotechdev
0
700
Master Dataグループ紹介資料
sansan33
PRO
1
4.2k
Everything As Code
yosuke_ai
0
500
複雑さを受け入れるか、拒むか? - 事業成長とともに育ったモノリスを前に私が考えたこと #RSGT2026
murabayashi
1
1.5k
迷わない!AI×MCP連携のリファレンスアーキテクチャ完全ガイド
cdataj
0
350
AIと融ける人間の冒険
pujisi
0
110
Featured
See All Featured
Distributed Sagas: A Protocol for Coordinating Microservices
caitiem20
333
22k
Heart Work Chapter 1 - Part 1
lfama
PRO
4
35k
Believing is Seeing
oripsolob
0
19
Raft: Consensus for Rubyists
vanstee
141
7.3k
Into the Great Unknown - MozCon
thekraken
40
2.2k
Save Time (by Creating Custom Rails Generators)
garrettdimon
PRO
32
1.9k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
132
19k
The Curious Case for Waylosing
cassininazir
0
200
From π to Pie charts
rasagy
0
100
Building a Modern Day E-commerce SEO Strategy
aleyda
45
8.5k
A Tale of Four Properties
chriscoyier
162
23k
The Cost Of JavaScript in 2023
addyosmani
55
9.4k
Transcript
MongoDB Toronto User group 1 Saturday, 23 February, 13
Hi. 2 Saturday, 23 February, 13
Hi. @arthurnn 2 Saturday, 23 February, 13
Hi. @arthurnn 2 Saturday, 23 February, 13
Hi. @arthurnn 2 Saturday, 23 February, 13
3 Saturday, 23 February, 13
Tech 4 Saturday, 23 February, 13
Tech 4 Saturday, 23 February, 13
Tech 4 Saturday, 23 February, 13
Tech 4 Saturday, 23 February, 13
Tech 4 Saturday, 23 February, 13
RPC Tech 4 Saturday, 23 February, 13
Databases 5 Saturday, 23 February, 13
Databases 5 Saturday, 23 February, 13
Databases 5 Saturday, 23 February, 13
Databases Memcached 5 Saturday, 23 February, 13
Databases Memcached Sphinx -> ElasticSearch 5 Saturday, 23 February, 13
+ 6 Saturday, 23 February, 13
+ Activity Feed 6 Saturday, 23 February, 13
+ Activity Feed User Settings 6 Saturday, 23 February, 13
+ Activity Feed User Settings Push Notification 6 Saturday, 23
February, 13
+ Activity Feed User Settings Push Notification Device track 6
Saturday, 23 February, 13
+ Activity Feed User Settings Push Notification Device track Stats
6 Saturday, 23 February, 13
Servers 1.0 7 Saturday, 23 February, 13
Servers 1.0 mongod primary 7 Saturday, 23 February, 13
Servers 1.0 mongod primary mongod secondary 7 Saturday, 23 February,
13
Servers 1.0 mongod primary mongod secondary mongod secondary 7 Saturday,
23 February, 13
Servers 1.0 mongod primary mongod secondary mongod secondary mongod hidden
7 Saturday, 23 February, 13
Servers 2.0 mongod mongod mongod mongod mongod mongod Primary mongod
mongoc mongod mongoc mongod mongoc Main 8 Saturday, 23 February, 13
Servers 2.0 mongod mongod mongod mongod mongod mongod Primary mongod
mongoc mongod mongoc mongod mongoc mongod Main 8 Saturday, 23 February, 13
Servers 2.0 mongod mongod mongod mongod mongod mongod Primary mongod
mongoc mongod mongoc mongod mongoc mongod mongod Main 8 Saturday, 23 February, 13
Servers 2.0 mongod mongod mongod mongod mongod mongod Primary mongod
mongoc mongod mongoc mongod mongoc mongod mongod mongod Main 8 Saturday, 23 February, 13
Servers 2.0 mongod mongod mongod mongod mongod mongod Primary mongod
mongoc mongod mongoc mongod mongoc mongod mongod mongod Main 8 Saturday, 23 February, 13
User Settings { "_id" : 123, "stats_page_empty" : true, "statistics_page_order"
: [ 1, 4, 2, 3 ] } 9 Saturday, 23 February, 13
Push notifications { "_id" : ObjectId("4fe60f72a3a6a5654b000001"), "status" : 24, "user_id"
: 1, "photo_id" : 8026403, "actors" : [ 71 ], "action_id" : 0, "updated_at" : ISODate("2012-06-23T18:48:18Z"), "created_at" : ISODate("2012-06-23T18:48:18Z") } { "_id" : ObjectId("4ffc9eb55328f538ad00002d"), "permissions" : [ 0, 1, 5, 10 ], "type" : 1, "user_id" : 357534, "token" : "xxxx xxxx xxxx" } db.mobile_devices db.mobile_notifications 10 Saturday, 23 February, 13
Push notifications { "_id" : ObjectId("4fe60f72a3a6a5654b000001"), "status" : 24, "user_id"
: 1, "photo_id" : 8026403, "actors" : [ 71 ], "action_id" : 0, "updated_at" : ISODate("2012-06-23T18:48:18Z"), "created_at" : ISODate("2012-06-23T18:48:18Z") } { "_id" : ObjectId("4ffc9eb55328f538ad00002d"), "permissions" : [ 0, 1, 5, 10 ], "type" : 1, "user_id" : 357534, "token" : "xxxx xxxx xxxx" } db.mobile_devices db.mobile_notifications index: {"user_id": 1} 10 Saturday, 23 February, 13
Push notifications { "_id" : ObjectId("4fe60f72a3a6a5654b000001"), "status" : 24, "user_id"
: 1, "photo_id" : 8026403, "actors" : [ 71 ], "action_id" : 0, "updated_at" : ISODate("2012-06-23T18:48:18Z"), "created_at" : ISODate("2012-06-23T18:48:18Z") } { "_id" : ObjectId("4ffc9eb55328f538ad00002d"), "permissions" : [ 0, 1, 5, 10 ], "type" : 1, "user_id" : 357534, "token" : "xxxx xxxx xxxx" } db.mobile_devices db.mobile_notifications index: {"token": 1}, {sparse: true} index: {"user_id": 1} 10 Saturday, 23 February, 13
Push notifications { "_id" : ObjectId("4fe60f72a3a6a5654b000001"), "status" : 24, "user_id"
: 1, "photo_id" : 8026403, "actors" : [ 71 ], "action_id" : 0, "updated_at" : ISODate("2012-06-23T18:48:18Z"), "created_at" : ISODate("2012-06-23T18:48:18Z") } { "_id" : ObjectId("4ffc9eb55328f538ad00002d"), "permissions" : [ 0, 1, 5, 10 ], "type" : 1, "user_id" : 357534, "token" : "xxxx xxxx xxxx" } db.mobile_devices db.mobile_notifications index: {"token": 1}, {sparse: true} index: {"registration_id": 1}, {sparse: true} index: {"user_id": 1} 10 Saturday, 23 February, 13
Push notifications { "_id" : ObjectId("4fe60f72a3a6a5654b000001"), "status" : 24, "user_id"
: 1, "photo_id" : 8026403, "actors" : [ 71 ], "action_id" : 0, "updated_at" : ISODate("2012-06-23T18:48:18Z"), "created_at" : ISODate("2012-06-23T18:48:18Z") } { "_id" : ObjectId("4ffc9eb55328f538ad00002d"), "permissions" : [ 0, 1, 5, 10 ], "type" : 1, "user_id" : 357534, "token" : "xxxx xxxx xxxx" } db.mobile_devices db.mobile_notifications index: {"token": 1}, {sparse: true} index: {"registration_id": 1}, {sparse: true} index: {"user_id": 1} index: {"user_id": 1} 10 Saturday, 23 February, 13
Push notifications { "_id" : ObjectId("4fe60f72a3a6a5654b000001"), "status" : 24, "user_id"
: 1, "photo_id" : 8026403, "actors" : [ 71 ], "action_id" : 0, "updated_at" : ISODate("2012-06-23T18:48:18Z"), "created_at" : ISODate("2012-06-23T18:48:18Z") } { "_id" : ObjectId("4ffc9eb55328f538ad00002d"), "permissions" : [ 0, 1, 5, 10 ], "type" : 1, "user_id" : 357534, "token" : "xxxx xxxx xxxx" } db.mobile_devices db.mobile_notifications index: {"token": 1}, {sparse: true} index: {"registration_id": 1}, {sparse: true} index: {"user_id": 1} index: {"user_id": 1, "updated_at": -1} index: {"user_id": 1} 10 Saturday, 23 February, 13
Activity Feed - Flow 200M+ { "_id" : ObjectId(""), "aid"
: 1127689, # Actor id "otype" : 9, # Object type for cast "v" : 7, # Verb of the action "oid" : 25000475, # Object id "uid" : 1127689 # User id } 11 Saturday, 23 February, 13
db.ensureIndex ??? { aid: 1 } { aid: 1, _id:
1 } { _id: 1, aid: 1 } { aid: 1, v: 1, _id: 1 } 12 Saturday, 23 February, 13
Data access 13 Saturday, 23 February, 13
Data access db.activities.find( aid: 22, v: {'$in': [2,3,4]}) .sort(_id: -1).limit(10)
13 Saturday, 23 February, 13
{ aid: 1 } 14 Saturday, 23 February, 13
{ aid: 1, v:1 } { aid: 1, v:1, _id:
-1 } 15 Saturday, 23 February, 13
{ aid: 1, _id: -1 } { aid: 1, _id:
-1, v: 1 } 16 Saturday, 23 February, 13
17 Saturday, 23 February, 13
db.activities.find( aid: {'$in': [1,10]}, v: {'$in': [2,3,4]}) .sort(_id: -1).limit(10) 17
Saturday, 23 February, 13
Shard key ??? 18 Saturday, 23 February, 13
Shard key ??? { aid: 1, v: 1, _id: 1
} 18 Saturday, 23 February, 13
Mistakes on shard 19 Saturday, 23 February, 13
Mistakes on shard Automatic shard 19 Saturday, 23 February, 13
Mistakes on shard Automatic shard SSDs on Primaries 19 Saturday,
23 February, 13
After sharding? 20 Saturday, 23 February, 13
After sharding? Good performance on writes 20 Saturday, 23 February,
13
After sharding? Good performance on User Flow reads Good performance
on writes 20 Saturday, 23 February, 13
After sharding? Good performance on User Flow reads Bad performance
on Friends Flow reads Good performance on writes 20 Saturday, 23 February, 13
Solutions: 21 Saturday, 23 February, 13
Solutions: #1: denormalize 21 Saturday, 23 February, 13
{ "_id" : ObjectId(""), "user" : 123, # viewer "page"
: 1, "feed" : [{activity}, {activity}] } Flow Feed by user 22 Saturday, 23 February, 13
{ "_id" : ObjectId(""), "user" : 123, # viewer "page"
: 1, "feed" : [{activity}, {activity}] } Flow Feed by user Fan out on write 22 Saturday, 23 February, 13
Solutions: #1: denormalize 23 Saturday, 23 February, 13
Solutions: #1: denormalize #2: cache 23 Saturday, 23 February, 13
key: user_id 24 Saturday, 23 February, 13
key: user_id prepend activity 24 Saturday, 23 February, 13
key: user_id prepend activity activity append 24 Saturday, 23 February,
13
key: user_id prepend activity activity append activity append 24 Saturday,
23 February, 13
Future Denormaziled solution. 25 Saturday, 23 February, 13
Thank you 26 Saturday, 23 February, 13