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Use of Graphs for Cloud Service Selection
in Multi-Cloud Environments
Victor Muntés Mulero, CA Strategic Research Labs, CA Technologies
Smrati Gupta, CA Strategic Research Labs,CA Technologies
Jaume Ferrarons Llagostera,CA Strategic Research Labs,CA Technologies
March 4th
, 2016
2 ©	2016	CA.	ALL	RIGHTS	RESERVED.
Why Multi-Cloud?
§ Avoid vendor lock-in.
§ Reduce cloud outages and
service downtime.
§ Higher flexibility and cost
reduction.
§ Easier to meet governmental
policies.
§ Obtain more features.
§ Monopoly reduction in the
cloud market.
3 ©	2016	CA.	ALL	RIGHTS	RESERVED.
Analysts see that Cloud World is Moving from (a) to (b)
(a) Different instances running on
different provides.
(b) A single instance using
services form multiple providers.
4 ©	2016	CA.	ALL	RIGHTS	RESERVED.
Problem Description
How to choose the right multi-cloud environment?
OPTION 1: I need to
add another service
to my application,
but it comes from a
different supplier
OPTION 2: I need
to create an
identical set of
services from a
different supplier
I need to be
flexible and
adaptive
I need to
ensure quality
I need to
reduce costs
5 ©	2016	CA.	ALL	RIGHTS	RESERVED.
Problem Modeling Using Graphs
§ Capture the dynamics between pairs of cloud services using
labeled weighted multigraphs with attributes on edges and
nodes:
1. Compatibility among instances of different types.
2. Factors conditioning the compatibility such as latency.
3. How easy it is to replace it by other services.
Service
A
Service
B
structural compatibility
migration compatibility
conditional compatibility
6 ©	2016	CA.	ALL	RIGHTS	RESERVED.
Instantiation Example
Google	
Apps	Eng.
App	Engine	
DataStore
Google	
Cloud	SQL
NuoDB
Xeround
Amazon	
DynamoDB
Azure	
Table	Store
Amazon	
RDS
Azure	SQL	
Database
Amazon	
EC2
Task	
Queue
Amazon	
EC2
m=0.95
m=0.8
m=1
m=1
m=1
m=0.5
m=0.9
m=0.9
m=0.8
m=0.7
m=0.4
m=0.6
m=0.8
m=0.8
Response	time	>	1s
Cost > 2500 €
structural compatibility
migration compatibility
conditional compatibility
7 ©	2016	CA.	ALL	RIGHTS	RESERVED.
Exploring the Use of:
§ Centrality metrics to create service goodness measurements,
describing adaptability aspects in multi-cloud environments.
§ Community search algorithms to find the subset of services
that are compatiblewith a given service under a certain set of
restrictions set up by the user.
§ Graph pattern search to find configurations that satisfies the
architectural requirements of the application.
Associate Research Engineer & PhDCandidate
jaume.ferraronsllagostera@ca.com
Jaume Ferrarons Llagostera
@cainc
Slideshare.net/CAinc
linkedin.com/company/ca-technologies
ca.com

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