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Polyglot
Databases
php[tek] 2015
@majidfn
Majid Fatemian
Ubisoft Montreal
Relational
DATA
BIG
DATA
NoSQL
1 2 3
Non-Relational Cluster Schemaless
1. Document
2. Key-Value
3. Graph
4. Column
MongoDB, CouchBase
Memcache, Redis
Neo4J, OrientDB
Cassandra, HBase
A
C P
Availability
Consistency Partition Tolerance
Consistency vailability
A
artition
PConsistency
vailability
A artition
P
MongoDB
MySQL
Postgres
CouchBase
Cassandra
Riak
Fitness Evolved
Fitness Evolved
Fitness Evolved
Fitness Evolved
3M 15K 160K
Players CCU Daily Ses.
STATS
2011
2012
2013
2014
2011
2012
2013
201
Application
Normalized
ACID
Transaction{Consistency
Relational
Replication
Table Partitioning
Availability
{Relational
OPs / DBAs
Tools
Devs{DevOps
Relational
2011
2012
2013
201
Aggregated
…
Detailed
Profile
Community
History
Leaderboards
Single Point Failure Availability
} Relational
Scalability
Relational
Schema
Relational
{

player_id: 1234,

* calories: 40,

* duration: 75,
* activity: jumping_ropes,

game_id: 4001,

platform: WiiU,
difficulty_level: medium,

repetition: 178,

score: 450,

endurance:3

}
{

player_id: 1234,

calories: 75,

duration: 120,
activity: boxing

}
Player Game Cals Duration Activity Difficulty Score Reps.
1000 1 100 80 Box - - -
2000 2 90 100 Jump H 4.5 180
1000 2 80 120 Pushup M 4 130
2000 1 120 110 Situps - - -
Player Game Cals Duration Activity Difficulty Score Reps.
1000 1 100 80 Box - - -
2000 2 90 100 Jump H 4.5 180
1000 2 80 120 Pushup M 4 130
2000 1 120 110 Situps - - -
Distribution
Relational
Data C
Data B
Data A
Data Access Layer
ACID
Transaction
Partitioning
Replication
Tools
OPs
Data Volume
Fixed Schema
Scale Up
Manual Sharding
+ -
NoSQL
...
mongoDB
1 2 3
OPs DEVs Community
Schemaless
Non-Relational
player_id: 1234,

* calories: 40,

* duration: 75,
* activity: jumps,
game_id: 4001,

platform: WiiU,
difficulty_level: 2,

repetition: 178,

score: 450,

endurance:3
player_id: 1234,

calories: 75,

duration: 120,
activity: boxing

Scalability
Non-Relational
Scalability
Non-Relational
+
Sharding
Non-Relational
Sharding
Non-Relational
Data A
A
Data B
B Data CC
•DB Managed
•Balanced Load
Sharding
Non-Relational
•Sharding key
•Bouncing
•Decreased resilience
Map/Reduce
Non-Relational
R1 R2 R3
Map/Reduce
Non-Relational
QueryQueryQuery
R1 R2 R3
Map/Reduce
Non-Relational
QueryQuery Query
R1 R2 R3
Map
Map/Reduce
Non-Relational
QueryQuery Query
R1 R2 R3
Result
ReduceMap
Denormalized
Non-Relationalread /
}write
Disk Space
Query
Non-RelationalData Model
Aggregation
}
Eventual-
Consistency
Non-Relational
X1
X1 X1
Eventual-
Consistency
Non-Relational
X2
W
X1 X1
X2
Eventual-
Consistency
Non-Relational
X2
W
X1 X1
R
X1
X2
Eventual-
Consistency
Non-Relational
X2
W
X2
X2
R
X2
X2
Locking
Non-RelationalDB Level (2.2)
}Document Level (3.0)
Backup
Non-Relational
Point-in-time
Denormalized data
Disk Space
Expertise
Complex Querying

Eventual Consistency
Resource Usage
DB-Level Locking
-
Schema-Less
Aggregated Data
Large Scale Data
Sharding
Map/Reduce
Memory Storage
Journaling
+
Random Profile

Search

(1M)
Full History
Retrieval

(6M)
Insert

(6M)
Aggregation

Map/Reduce

(6M)
0
0.003
0.005
0.008
0.01
MySQL
MongoDB
Persistence
Polyglot
Profile (Total Sum)
Leaderboards
…
Activity Details
Activity Aggregations
Master
Slave
Config Server
Shard 1
Replicaset
Shard 2
Replicaset
Data Access Layer
The
Challenge
Inconsistency1
Data Access Layer
Commit
2-Phase
Data Access Layer
W
Pending
Commit
2-Phase
Data Access Layer
Pending
W
Commit
2-Phase
Data Access Layer
Done
Commit
2-Phase
Consistency
vs.
Latency
2
Operations3
Availability4
Data Access Layer
Data Access Layer
Data Access Layer
Data Integrity5
Unit
{TEST Integration
Functional
DATA
Migration
Profile
Activity }3rd Party
{
profile:
{
GUID:…,
platform:
{
name:’xbox’,
xuid:…
}
},
activity:…,
duration:…,
datetime:…
}
1 One-Shot Migration
2 Profile Versioning
4
hrs
!!
Live
!!
+1
R
W
V
+1
1
R
W
V
+1
2
Final
Results
2011 2012 2013 2014
9x response time
3 years uptime
> Go Hybrid, wisely!
> Go Hybrid, wisely!
Denormalized data

Eventual Consistency
Evolving
Schema-Less
Large Scale Data
Sharding
Map/Reduce
ACID
Transaction
Replication
Tools, OPs
Data Volume
Fixed Schema
Scaling
Thank
YOU!
@majidfn
http://joind.in/13728

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PHP[tek] - 2015