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
980
Rails talk - RubyLightningTalksTO
arthurnn
0
100
Abril Pro Ruby
arthurnn
0
360
Other Decks in Technology
See All in Technology
2026年、サーバーレスの現在地 -「制約と戦う技術」から「当たり前の実行基盤」へ- /serverless2026
slsops
2
250
学生・新卒・ジュニアから目指すSRE
hiroyaonoe
2
630
OWASP Top 10:2025 リリースと 少しの日本語化にまつわる裏話
okdt
PRO
3
800
クレジットカード決済基盤を支えるSRE - 厳格な監査とSRE運用の両立 (SRE Kaigi 2026)
capytan
6
2.8k
顧客の言葉を、そのまま信じない勇気
yamatai1212
1
360
Greatest Disaster Hits in Web Performance
guaca
0
260
Agent Skils
dip_tech
PRO
0
110
SREが向き合う大規模リアーキテクチャ 〜信頼性とアジリティの両立〜
zepprix
0
460
30万人の同時アクセスに耐えたい!新サービスの盤石なリリースを支える負荷試験 / SRE Kaigi 2026
genda
4
1.3k
20260204_Midosuji_Tech
takuyay0ne
1
160
Sansan Engineering Unit 紹介資料
sansan33
PRO
1
3.9k
Embedded SREの終わりを設計する 「なんとなく」から計画的な自立支援へ
sansantech
PRO
3
2.5k
Featured
See All Featured
Reflections from 52 weeks, 52 projects
jeffersonlam
356
21k
So, you think you're a good person
axbom
PRO
2
1.9k
Optimizing for Happiness
mojombo
379
71k
Navigating Team Friction
lara
192
16k
HDC tutorial
michielstock
1
380
Designing Dashboards & Data Visualisations in Web Apps
destraynor
231
54k
JAMstack: Web Apps at Ludicrous Speed - All Things Open 2022
reverentgeek
1
340
Leveraging LLMs for student feedback in introductory data science courses - posit::conf(2025)
minecr
0
140
Amusing Abliteration
ianozsvald
0
100
Measuring & Analyzing Core Web Vitals
bluesmoon
9
750
Responsive Adventures: Dirty Tricks From The Dark Corners of Front-End
smashingmag
254
22k
GitHub's CSS Performance
jonrohan
1032
470k
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