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How BigData can
accelerate CDN services ?
AKP @anoopkumar_p
www.soclomo.org
#BIGDATA #CDN #HADOOP #HBASE #MAPREDUCE
www.soclomo.org

Scope
● What are CDN service offerings?
● What challenges they face ?
● What are BigData value propositions?
www.soclomo.org

CDN networks
● Content delivery network is an ecosystem
that comprises of the Content hosting orchestration- mashup - transport - edge access system
● They are essentially robust , reliable with
highest level of performance
● They are an aggregation of various
technologies
www.soclomo.org

CDNs are complex multi tier systems
VOD Services

DVR Services

Application/Content Tiers
Distribution
Services

Distribution Tiers

Edge Tiers

Edge Media
Services

Load balancer
Services

Streaming
Services

Management Tiers
Performance
management

System
management

Fault
management
Configuration
management

● CDN is an aggregation of technologies
● Each technology has an FCAPS system
● There can be multiple vendors within the same technology
tiers
● The Content - nature , organization, needs are very agile
Business challenges with CDN service
offering stacks
●

●

●
●

●

Contents evolve and the
service stacks need to adapt
based on content profiles
Service stack optimization is
profit ! , but difficult
Service stack optimization
needs 360 degree view of
entire ecosystems, which is
challenging
Service management is
achieved by multiple
complex bespoke systems

●
●

●

●

www.soclomo.org

›Correlation Analytics of “operational data “ for
usage visibility is challenging because of bespoke
model implementations of data islands
›Lack of standardization of raw data formats
from various data sources
›Need of heavy processing/storing capabilities
to store and analyse data from various CDN
elements
›Need of future proof implementations to adapt
to new content organization and distribution
scenarios is limited
›Lesser Flexibility to implement and adapt new
services
BigData approaches for solving CDN
operational optimization challenges

www.soclomo.org

● Deploy BigData mechanism to collect and analyse log data from
various sources of CDN network
● Offload CDN sources from correlation & analytics overheads
● Use a push based mechanism from sources for optimal performance
to upload data to BigData engines
● Define a standardized channel to get data from various CDN data
sources
● Create a Scalable & Efficient BigData Tier for storing , processing
and deriving analytics
● Create a flexible programming model that can be extended for new
value engine creations
www.soclomo.org

BigData approaches over CDN
VOD Services

Streaming
Services

DVR Services

Performance
management

Application/Content Tiers
Distribution
Services

Distribution Tiers

Edge Tiers

Management Tiers

Edge Media
Services

Fault
management

Load balancer
Services

Configuration
management

Push Channels
Data Sync Service
HDFS
MAP Reduce
(Programming model)
- Content consumption profiling
- KPI generation
- Prediction engines

HBASE
Analytics Portal

System
management
www.soclomo.org

BigData Acceleration for CDNs
●

●
●
●
●

BigData enables Value Models over CDN assets which provides
○ Content consumption analytics
○ User to Content consumption analytics
○ Content Ranking
○ Server consumption analytics
○ Traffic consumption analytics
User profiling based on content consumption
Create Foundation models over which Business services can be built
The Value Models also give accurate insights to business operations
Accelerate the definition and rollout of new CDN business services
Thank You
AKP @anoopkumar_p
www.soclomo.org

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How BigData Can Accelerate CDN Services Through Operational Optimization

  • 1. How BigData can accelerate CDN services ? AKP @anoopkumar_p www.soclomo.org #BIGDATA #CDN #HADOOP #HBASE #MAPREDUCE
  • 2. www.soclomo.org Scope ● What are CDN service offerings? ● What challenges they face ? ● What are BigData value propositions?
  • 3. www.soclomo.org CDN networks ● Content delivery network is an ecosystem that comprises of the Content hosting orchestration- mashup - transport - edge access system ● They are essentially robust , reliable with highest level of performance ● They are an aggregation of various technologies
  • 4. www.soclomo.org CDNs are complex multi tier systems VOD Services DVR Services Application/Content Tiers Distribution Services Distribution Tiers Edge Tiers Edge Media Services Load balancer Services Streaming Services Management Tiers Performance management System management Fault management Configuration management ● CDN is an aggregation of technologies ● Each technology has an FCAPS system ● There can be multiple vendors within the same technology tiers ● The Content - nature , organization, needs are very agile
  • 5. Business challenges with CDN service offering stacks ● ● ● ● ● Contents evolve and the service stacks need to adapt based on content profiles Service stack optimization is profit ! , but difficult Service stack optimization needs 360 degree view of entire ecosystems, which is challenging Service management is achieved by multiple complex bespoke systems ● ● ● ● www.soclomo.org ›Correlation Analytics of “operational data “ for usage visibility is challenging because of bespoke model implementations of data islands ›Lack of standardization of raw data formats from various data sources ›Need of heavy processing/storing capabilities to store and analyse data from various CDN elements ›Need of future proof implementations to adapt to new content organization and distribution scenarios is limited ›Lesser Flexibility to implement and adapt new services
  • 6. BigData approaches for solving CDN operational optimization challenges www.soclomo.org ● Deploy BigData mechanism to collect and analyse log data from various sources of CDN network ● Offload CDN sources from correlation & analytics overheads ● Use a push based mechanism from sources for optimal performance to upload data to BigData engines ● Define a standardized channel to get data from various CDN data sources ● Create a Scalable & Efficient BigData Tier for storing , processing and deriving analytics ● Create a flexible programming model that can be extended for new value engine creations
  • 7. www.soclomo.org BigData approaches over CDN VOD Services Streaming Services DVR Services Performance management Application/Content Tiers Distribution Services Distribution Tiers Edge Tiers Management Tiers Edge Media Services Fault management Load balancer Services Configuration management Push Channels Data Sync Service HDFS MAP Reduce (Programming model) - Content consumption profiling - KPI generation - Prediction engines HBASE Analytics Portal System management
  • 8. www.soclomo.org BigData Acceleration for CDNs ● ● ● ● ● BigData enables Value Models over CDN assets which provides ○ Content consumption analytics ○ User to Content consumption analytics ○ Content Ranking ○ Server consumption analytics ○ Traffic consumption analytics User profiling based on content consumption Create Foundation models over which Business services can be built The Value Models also give accurate insights to business operations Accelerate the definition and rollout of new CDN business services