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
85
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
94
Abril Pro Ruby
arthurnn
0
350
Other Decks in Technology
See All in Technology
dbtとAIエージェントを組み合わせて見えたデータ調査の新しい形
10xinc
7
1.8k
AI時代の発信活動 ~技術者として認知してもらうための発信法~ / 20251028 Masaki Okuda
shift_evolve
PRO
1
140
OpenCensusと歩んだ7年間
bgpat
0
330
NOT A HOTEL SOFTWARE DECK (2025/11/06)
notahotel
0
3.1k
Oracle Database@Google Cloud:サービス概要のご紹介
oracle4engineer
PRO
0
430
データとAIで明らかになる、私たちの課題 ~Snowflake MCP,Salesforce MCPに触れて~ / Data and AI Insights
kaonavi
0
330
Spec Driven Development入門/spec_driven_development_for_learners
hanhan1978
1
650
ピープルウエア x スタートアップ
operando
1
3.4k
datadog-incident-management-intro
tetsuya28
0
120
触れるけど壊れないWordPressの作り方
masakawai
0
670
251029 JAWS-UG AI/ML 退屈なことはQDevにやらせよう
otakensh
0
190
今から間に合う re:Invent 準備グッズと現地の地図、その他ラスベガスを周る際の Tips/reinvent-preparation-guide
emiki
1
280
Featured
See All Featured
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
4.1k
Context Engineering - Making Every Token Count
addyosmani
8
330
KATA
mclloyd
PRO
32
15k
Embracing the Ebb and Flow
colly
88
4.9k
The World Runs on Bad Software
bkeepers
PRO
72
11k
Measuring & Analyzing Core Web Vitals
bluesmoon
9
650
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
359
30k
Chrome DevTools: State of the Union 2024 - Debugging React & Beyond
addyosmani
9
950
YesSQL, Process and Tooling at Scale
rocio
174
15k
How GitHub (no longer) Works
holman
315
140k
How to Ace a Technical Interview
jacobian
280
24k
Sharpening the Axe: The Primacy of Toolmaking
bcantrill
46
2.5k
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