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Aaron Cullen
Benjamin Kelly
Eoin O Neill
Gioacchino Castorio
Shivam Sachdeva
 Linkedin’s Problem
 Voldemort
 Read only system
 Applications
 Problems
 Testing
 Other Systems
Structure
LINKEDINS
PROBLEM
INTRO TO
LORD
VOLDEMORT
READ ONLY SYSTEM FOR VOLDEMORT
Data partitioning
Indexing
Bulk loading process
Roll back capability
R.
DATA PARTITIONING
P 11
N 2
P 0
N 0
P 1
N 1
P 2
N 2
P 3
N 0
P 4
N 1
P 5
N 2
P 6
N 0
P 7
N 1
P 8
N 2
P 9
N 0
P 10
N 1
P = Partition
N = Node
MD5 Key
INDEXING
Key Size Key Value8 Bytes Offset Collided
Tuples
Data fileIndex file
8 4 2 4 4
BULK-LOADING
Driver
Program
Hadoop
HDFS
cluster
Parallel Fetch
Trigger Fetch
Trigger Swap
Trigger Build
Swap
Build
Update Corrupted
data
Roll-Back
ROLL-BACK
APPLICATIONS OF THE SYSTEM
LinkedIn
Gilt.com Voldemort for its cart and checkout
Nokia, E Harmony etc.
A
FEATURES USED BY LINKEDIN
People you may know
Skills
Company Follow
LinkedIn Share
A
PROBLEMS WITH THE SYSTEM
Java-only
eHarmony Issue
Node faults rebalancing
Roll-back problem
NODE FAULT REBALANCING
P 11
N 2
P 0
N 0
P 1
N 1
P 2
N 2
P 3
N 0
P 4
N 1
P 5
N 2
P 6
N 0
P 7
N 1
P 8
N 2
P 9
N 0
P 10
N 1
P = Partition
N = Node
MD5 Key
Node 0 Fails
X
X
X
X
Update Corrupted
data
Roll-Back
ROLL-BACK PROBLEM
TESTING
AGAINST
MYSQL
Upload Time Latency
OTHER SYSTEMS
TESTING WITH OTHER SYSTEMS
Tilmann Rabl; Mohammad Sadoghi ; Hans-Arno Jacobsen. “Solving Big Data Challenges for Enterprise Application
Performance Management”
Why the name
“ ”?
References
• Rabl, Tilmann; Sadoghi, Mohammad; Jacobsen, Hans-
Arno; Gómez-Villamor, Sergio; Muntés-Mulero, Victor;
Mankovskii, Serge (August 2012). "Solving Big Data
Challenges for Enterprise Application Performance
Management“
• Hua Feng, (August 22, 2012). “Benchmarking the
suitability of key-value stores for distributed scientific
data ”
• Medallia, Diego Erdody. “Choosing a key-value storage
system (Cassandra vs. Voldemort)”
• LinkedIn, Roshan Sumbaly; Jay Kreps; Lei Gao; Alex
Feinberg ;Chinmay Soman; Sam Shah, “Serving Large-
scale Batch Computed Data with Project Voldemort”
• Tilmann Rabl; Mohammad Sadoghi ; Hans-Arno
Jacobsen. “Solving Big Data Challenges for Enterprise
Application Performance Management”
Questions?

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