SlideShare a Scribd company logo
4K Media Workflows on AWS
Usman Shakeel
Principal Solutions Architect Lead (M&E)
Amazon Web Services
Content has gravity – and getting heavier…
4K at pro-res 4444 over a TB
HD at 422HQ ~ 80 GB
(A 60 min length)
What does this mean for …
Near term storage
Archive storage
Content
Content has gravity – and getting heavier…
Affiliate Delivery
Consumer Delivery
10X of normal bandwidth usage today !
Can networks handle the peak usage
4K streaming?
Media Average Bit Rate
1080P 4K
Blu-Ray 24 Mbps
iTunes 5 Mbps
YouTube 3 Mbps 6 Mbps
Netflix 6 Mbps 16 Mbps
Content
and carries weight over to processing …
Limits of physical Infrastructure
How many 4K titles per server?
• Max Storage per server
• Max Bandwidth per server
HVEC, VP9 Encoding
• Require more processing cores Content
Where is the problem?
More Bandwidth
$$$$$
More Powerful
Compute
$$$$$
Way more Storage
$$$$$
Some Progress
(ABR, HVEC, VP10)
Does it matter?
Screen Size
Limited number of 4K mobile devices
Viewing Distance
HDMI 2.0
and there is more …
Where is the sliding scale on my Infrastructure?
A Concept - The Content Lake
Inspired from Data Lake (Coined by James Dixon in 2010)
A single store of all of digital content that you create and acquire
in any form or factor
•Don’t assume any resolutions/formats (for now or future)
•It is up to the consumer (application consuming the content) to use the
appropriate infrastructure for processing
Amazon S3 : the Content Lake
• Durable, cost-effective and fast
• Highly scalable front-end
– Multi-part uploads (parallel writes)
– Range-gets (parallel reads)
• Use Amazon S3 with on-premises
storage in a hybrid model
• No Storage capacity Upper-bounds
• Secure
Hydrating the Content Lake
Amazon S3
AWS Import/
ExportAmazon S3
(multi-part Upload)
AWS Storage
Gateway
Direct Connect
N x 1G | 10G
Massively Scalable Front-end
Edge Locations
Availability Zone
Region
Dallas (2)
St.Louis
Miami
JacksonvilleLos Angeles (2)
Seattle
Ashburn (3)
Newark
New York (3)
Dublin
London (2)
Amsterdam (2)
Stockholm
Frankfurt (2)Paris (2)
Singapore(2)
Hong Kong (2)
Tokyo (2)
Sao Paulo
South Bend
San Jose
Palo Alto
Hayward
Osaka
Milan
Sydney
Madrid
Seoul
Mumbai
Chennai
Regional Lakes …
Content Life-Cycle
Amazon Glacier (Life Cycle Policies)
Amazon S3
Near-term Storage
Long Term Archive
Both tiers
accessible through
a single API
Oldest content
trickles down to
glacier
automatically to
save cost
Consuming the Content Lake
Amazon S3
Amazon S3 (range-gets)
Direct Connect
N x 1G | 10G
Massively Scalable S3 Front-end
EBS
Instance
Store
c
Massively Scalable
Compute on AWS Cloud
On-Prem Apps
Consuming the Content Lake
Compute Intensive
Intel ES-2666 v3 (Haswell)
optimized specifically for EC2
Memory Intensive
Lowest price point per GiB of RAM
GPUs
1,536 CUDA cores
4GB of video memory
Enhanced Networking
Higher PPS, Lower network jitter, low latency
IO Intensive
SSD Storage, EBS Optimized
High Storage
24 x 2000 GiB per instance
Massively Scalable Compute Layer
Amazon S3
c4g2
m3
HVEC Encode
GPU Transcode
HD
i2
Package
Queues (orchestrated by Amazon SWF)
Content Lake
Task Specific
• Spot Instances
(no charge if spot is terminated)
• Reserved Instances
• Pay for only what you use
• Buy for your need
– Short term/Long term
– Real-time/Batch workloads
• AWS Marketplace
– Pay for what licenses you use
Cost Effective Compute
VS. $2.80/hr
Launch a CloudFormation stack
with all the infrastructure
resources for a specific project
Autoscale the stack as
appropriate
AMI
CloudFormation
Template
CloudFormation
Terminate
Template
Automated Infrastructure Layers based
on Project Scope
AWS Ecosystem (License included in hourly* pricing)
INGEST STORE MANAGE SECUREPROCESS
CREATE
MONETIZE
INTEGRATEDELIVER
Scalable Affiliate delivery on AWS
Traditional multi-hop satellite distribution
First HopSecond Hop
Field Source / EncoderHeadend / ProcessingAffiliate Spoke / Decoder
Multi-hop Affiliate distribution with AWS
First Hop
Field Source / EncoderHeadend / ProcessingAffiliate Spoke
Ingest
Fan Out
Egress
Scale Out
Multi-Region, Multi-AZ
Cellular
Internet
Amazon
Direct Connect
Secure VPN
Internet
Amazon S3
Amazon Glacier
Amazon Route53
c4
g2m3
High Capacity Egress
GPU Transcode
Ingest
Multi-path distribution
Encoder
Broadcast
Decode
Low Bitrate
Proxy
 Fan out / fan in
 Size workflow to compute
 Flexible multi-format
HLS w/ Cloudfront CDN
MPEG-UDP w/FEC
Amazon
Direct Connect
Content Lake
AWS Import/ Export
S3 multi-part API
For Source, Renditions, Metadata Sidecar Files
Ingest
AWS Elastic
Beanstalk
DAM
Web Service
CloudFront
Distribution
Amazon
DynamoDB
Amazon
CloudSearch
DAM Catalog
Rendition Workers
EC2 ASG
Amazon SNS Topic
Amazon SQS Queue
Rendition Jobs
Amazon SQS Queue
Metadata Processing Jobs
S3 Notification
Elastic Transcoder
Proxy / Thumbnail
Generation
Processing
Metadata Workers
EC2 ASG
A Simple DAM at AWS
AWS Import/ Export
S3 multi-part API
For Source, Renditions, Metadata Sidecar Files
Ingest
AWS Elastic
Beanstalk
DAM
Web Service
CloudFront
Distribution
Amazon
DynamoDB
Amazon
CloudSearch
DAM Catalog
Rendition Workers
EC2 ASG
Amazon SNS Topic
Amazon SQS Queue
Rendition Jobs
Amazon SQS Queue
Metadata Processing Jobs
S3 Notification
Elastic Transcoder
Proxy / Thumbnail
Generation
Processing
Metadata Workers
EC2 ASG
A Simple DAM at AWS (Cost)
$
$
AWS Import/ Export
S3 multi-part API
For Source, Renditions, Metadata Sidecar Files
Ingest
AWS Elastic
Beanstalk
DAM
Web Service
CloudFront
Distribution
Amazon
DynamoDB
Amazon
CloudSearch
DAM Catalog
Rendition Workers
EC2 ASG
Amazon SNS Topic
Amazon SQS Queue
Rendition Jobs
Amazon SQS Queue
Metadata Processing Jobs
S3 Notification
Elastic Transcoder
Proxy / Thumbnail
Generation
Processing
Metadata Workers
EC2 ASG
A Simple DAM at AWS (Using Spot)
0.$
0.$
AWS Import/ Export
S3 multi-part API
For Source, Renditions, Metadata Sidecar Files
Ingest
AWS Elastic
Beanstalk
DAM
Web Service
CloudFront
Distribution
S3 Notification
Elastic Transcoder
Proxy / Thumbnail
Generation
Processing
Lambda
Metadata
Extract & Persist
Amazon
DynamoDB
Amazon
CloudSearch
DAM Catalog
Server-less Applications using AWS Lambda
0.0$
yeah more science…
Remote application visualization for
production tools, VFX modeling
Content stays in the Cloud
Powerful workstations in the cloud when needed
Amazon S3
GPU
Content Lake
Amazon
Appstream
Remote
Dumb Terminal
Amazon EC2
The Content Lake on AWS
Process
User Delivery/ConsumptionVFX/Production
On-Prem Apps
Archive
Content Lake
Partner/Affiliate/
Service Provider
The Content Lake on AWS
EBS
Instance
Store
Amazon Glacier (Life Cycle Policies)
Amazon S3
Amazon EBS/EC2 Instance Store
Process
User Delivery/ConsumptionVFX/Production
On-Prem Apps
Archive
Partner/Affiliate/
Service Provider
Content Access
Transfer
The Content Lake on AWS
EBS
Instance
Store
Amazon Glacier (Life Cycle Policies) Amazon EBS/EC2 Instance Store
Process
Partner/Affiliate/
Service Provider
User Delivery/ConsumptionVFX/Production
On-Prem Apps
Archive
Amazon Glacier (Life Cycle Policies) Amazon EBS/EC2 Instance Store
c
c
Direct Connect
Content Access
Transfer
Disposable Infrastructure
Autoscaling
Workload specific
Amazon S3
South Lower Hall: SL9016
http://aws.amazon.com/digital-media/
Come check out…
Presentation Theater, Meet the AWS experts, cool demos
and Solutions Ecosystem
Thank you

More Related Content

What's hot

VFX Rendering on AWS
VFX Rendering on AWSVFX Rendering on AWS
VFX Rendering on AWS
Amazon Web Services
 
GPU Renderfarm with Integrated Asset Management & Production System (AMPS)
GPU Renderfarm with Integrated Asset Management & Production System (AMPS)GPU Renderfarm with Integrated Asset Management & Production System (AMPS)
GPU Renderfarm with Integrated Asset Management & Production System (AMPS)
Budianto Tandianus
 
Automated Media Workflows in the Cloud (MED304) | AWS re:Invent 2013
Automated Media Workflows in the Cloud (MED304) | AWS re:Invent 2013Automated Media Workflows in the Cloud (MED304) | AWS re:Invent 2013
Automated Media Workflows in the Cloud (MED304) | AWS re:Invent 2013
Amazon Web Services
 
4K Media Workflows on AWS
4K Media Workflows on AWS4K Media Workflows on AWS
4K Media Workflows on AWS
Amazon Web Services
 
Introduction to Amazon EC2
Introduction to Amazon EC2Introduction to Amazon EC2
Introduction to Amazon EC2
Amazon Web Services
 
AWS Compute Services
AWS Compute ServicesAWS Compute Services
AWS Compute Services
Sabir Mustafa
 
Introduction to EC2 (AWS)
Introduction to EC2 (AWS)Introduction to EC2 (AWS)
Introduction to EC2 (AWS)
NodeXperts
 
Cloud Computing: AWS for Lean Startups
Cloud Computing: AWS for Lean StartupsCloud Computing: AWS for Lean Startups
Cloud Computing: AWS for Lean StartupsZvi Avraham
 
Advanced Scheduling with Amazon ECS (September 2017)
Advanced Scheduling with Amazon ECS (September 2017)Advanced Scheduling with Amazon ECS (September 2017)
Advanced Scheduling with Amazon ECS (September 2017)
Julien SIMON
 
Amazon Ec2 Application Design
Amazon Ec2 Application DesignAmazon Ec2 Application Design
Amazon Ec2 Application Design
guestd0b61e
 
Scaling the cloud for UHD and HEVC
Scaling the cloud for UHD and HEVCScaling the cloud for UHD and HEVC
Scaling the cloud for UHD and HEVC
Amazon Web Services
 
AWS EC2
AWS EC2AWS EC2
AWS EC2
whiskybar
 
AWS Summit London 2014 | Scaling on AWS for the First 10 Million Users (200)
AWS Summit London 2014 | Scaling on AWS for the First 10 Million Users (200)AWS Summit London 2014 | Scaling on AWS for the First 10 Million Users (200)
AWS Summit London 2014 | Scaling on AWS for the First 10 Million Users (200)
Amazon Web Services
 
Running BSD on AWS
Running BSD on AWSRunning BSD on AWS
Running BSD on AWS
Julien SIMON
 
This One Weird API Request Will Save You Thousands
This One Weird API Request Will Save You ThousandsThis One Weird API Request Will Save You Thousands
This One Weird API Request Will Save You Thousands
Amazon Web Services
 
Understanding VMware Cloud on AWS
Understanding VMware Cloud on AWSUnderstanding VMware Cloud on AWS
Understanding VMware Cloud on AWS
RightScale
 
Cloud Transcoding with Amazon Web Services
Cloud Transcoding with Amazon Web ServicesCloud Transcoding with Amazon Web Services
Cloud Transcoding with Amazon Web ServicesPaolo latella
 
Backing up Amazon EC2 with Amazon EBS Snapshots - June 2017 AWS Online Tech T...
Backing up Amazon EC2 with Amazon EBS Snapshots - June 2017 AWS Online Tech T...Backing up Amazon EC2 with Amazon EBS Snapshots - June 2017 AWS Online Tech T...
Backing up Amazon EC2 with Amazon EBS Snapshots - June 2017 AWS Online Tech T...
Amazon Web Services
 
AWS Webcast - Webinar Series for State and Local Government #2: Discover the ...
AWS Webcast - Webinar Series for State and Local Government #2: Discover the ...AWS Webcast - Webinar Series for State and Local Government #2: Discover the ...
AWS Webcast - Webinar Series for State and Local Government #2: Discover the ...
Amazon Web Services
 
Workshop: Deploy a Deep Learning Framework on Amazon ECS
Workshop: Deploy a Deep Learning Framework on Amazon ECSWorkshop: Deploy a Deep Learning Framework on Amazon ECS
Workshop: Deploy a Deep Learning Framework on Amazon ECS
Amazon Web Services
 

What's hot (20)

VFX Rendering on AWS
VFX Rendering on AWSVFX Rendering on AWS
VFX Rendering on AWS
 
GPU Renderfarm with Integrated Asset Management & Production System (AMPS)
GPU Renderfarm with Integrated Asset Management & Production System (AMPS)GPU Renderfarm with Integrated Asset Management & Production System (AMPS)
GPU Renderfarm with Integrated Asset Management & Production System (AMPS)
 
Automated Media Workflows in the Cloud (MED304) | AWS re:Invent 2013
Automated Media Workflows in the Cloud (MED304) | AWS re:Invent 2013Automated Media Workflows in the Cloud (MED304) | AWS re:Invent 2013
Automated Media Workflows in the Cloud (MED304) | AWS re:Invent 2013
 
4K Media Workflows on AWS
4K Media Workflows on AWS4K Media Workflows on AWS
4K Media Workflows on AWS
 
Introduction to Amazon EC2
Introduction to Amazon EC2Introduction to Amazon EC2
Introduction to Amazon EC2
 
AWS Compute Services
AWS Compute ServicesAWS Compute Services
AWS Compute Services
 
Introduction to EC2 (AWS)
Introduction to EC2 (AWS)Introduction to EC2 (AWS)
Introduction to EC2 (AWS)
 
Cloud Computing: AWS for Lean Startups
Cloud Computing: AWS for Lean StartupsCloud Computing: AWS for Lean Startups
Cloud Computing: AWS for Lean Startups
 
Advanced Scheduling with Amazon ECS (September 2017)
Advanced Scheduling with Amazon ECS (September 2017)Advanced Scheduling with Amazon ECS (September 2017)
Advanced Scheduling with Amazon ECS (September 2017)
 
Amazon Ec2 Application Design
Amazon Ec2 Application DesignAmazon Ec2 Application Design
Amazon Ec2 Application Design
 
Scaling the cloud for UHD and HEVC
Scaling the cloud for UHD and HEVCScaling the cloud for UHD and HEVC
Scaling the cloud for UHD and HEVC
 
AWS EC2
AWS EC2AWS EC2
AWS EC2
 
AWS Summit London 2014 | Scaling on AWS for the First 10 Million Users (200)
AWS Summit London 2014 | Scaling on AWS for the First 10 Million Users (200)AWS Summit London 2014 | Scaling on AWS for the First 10 Million Users (200)
AWS Summit London 2014 | Scaling on AWS for the First 10 Million Users (200)
 
Running BSD on AWS
Running BSD on AWSRunning BSD on AWS
Running BSD on AWS
 
This One Weird API Request Will Save You Thousands
This One Weird API Request Will Save You ThousandsThis One Weird API Request Will Save You Thousands
This One Weird API Request Will Save You Thousands
 
Understanding VMware Cloud on AWS
Understanding VMware Cloud on AWSUnderstanding VMware Cloud on AWS
Understanding VMware Cloud on AWS
 
Cloud Transcoding with Amazon Web Services
Cloud Transcoding with Amazon Web ServicesCloud Transcoding with Amazon Web Services
Cloud Transcoding with Amazon Web Services
 
Backing up Amazon EC2 with Amazon EBS Snapshots - June 2017 AWS Online Tech T...
Backing up Amazon EC2 with Amazon EBS Snapshots - June 2017 AWS Online Tech T...Backing up Amazon EC2 with Amazon EBS Snapshots - June 2017 AWS Online Tech T...
Backing up Amazon EC2 with Amazon EBS Snapshots - June 2017 AWS Online Tech T...
 
AWS Webcast - Webinar Series for State and Local Government #2: Discover the ...
AWS Webcast - Webinar Series for State and Local Government #2: Discover the ...AWS Webcast - Webinar Series for State and Local Government #2: Discover the ...
AWS Webcast - Webinar Series for State and Local Government #2: Discover the ...
 
Workshop: Deploy a Deep Learning Framework on Amazon ECS
Workshop: Deploy a Deep Learning Framework on Amazon ECSWorkshop: Deploy a Deep Learning Framework on Amazon ECS
Workshop: Deploy a Deep Learning Framework on Amazon ECS
 

Similar to 4K Media Workflows on AWS By Usman Shakeel of Amzaon AWS

Choosing the Right Cloud Storage for Media and Entertainment Workloads - Apri...
Choosing the Right Cloud Storage for Media and Entertainment Workloads - Apri...Choosing the Right Cloud Storage for Media and Entertainment Workloads - Apri...
Choosing the Right Cloud Storage for Media and Entertainment Workloads - Apri...
Amazon Web Services
 
Creative content storage in the AWS Cloud
Creative content storage in the AWS CloudCreative content storage in the AWS Cloud
Creative content storage in the AWS Cloud
Amazon Web Services
 
Your First 10 million Users on the AWS Cloud
Your First 10 million Users on the AWS CloudYour First 10 million Users on the AWS Cloud
Your First 10 million Users on the AWS Cloud
Amazon Web Services
 
AWS Services for Content Production
AWS Services for Content ProductionAWS Services for Content Production
AWS Services for Content Production
Amazon Web Services
 
Scalable Media Workflows in the Cloud
Scalable Media Workflows in the CloudScalable Media Workflows in the Cloud
Scalable Media Workflows in the Cloud
Amazon Web Services
 
AWS Digital Media Storage Options
AWS Digital Media Storage OptionsAWS Digital Media Storage Options
AWS Digital Media Storage Options
Amazon Web Services
 
Your First 10 Million Users with Amazon Web Services
Your First 10 Million Users with Amazon Web ServicesYour First 10 Million Users with Amazon Web Services
Your First 10 Million Users with Amazon Web Services
Amazon Web Services
 
Building Highly Scalable Immersive Media Solutions on AWS
Building Highly Scalable Immersive Media Solutions on AWSBuilding Highly Scalable Immersive Media Solutions on AWS
Building Highly Scalable Immersive Media Solutions on AWS
ETCenter
 
AWS Cloud Kata 2014 | Jakarta - 2-1 AWS Intro and Scale 2014
AWS Cloud Kata 2014 | Jakarta - 2-1 AWS Intro and Scale 2014AWS Cloud Kata 2014 | Jakarta - 2-1 AWS Intro and Scale 2014
AWS Cloud Kata 2014 | Jakarta - 2-1 AWS Intro and Scale 2014
Amazon Web Services
 
AWS re:Invent 2016: High Performance Cinematic Production in the Cloud (MAE304)
AWS re:Invent 2016: High Performance Cinematic Production in the Cloud (MAE304)AWS re:Invent 2016: High Performance Cinematic Production in the Cloud (MAE304)
AWS re:Invent 2016: High Performance Cinematic Production in the Cloud (MAE304)
Amazon Web Services
 
(BDT308) Using Amazon Elastic MapReduce as Your Scalable Data Warehouse | AWS...
(BDT308) Using Amazon Elastic MapReduce as Your Scalable Data Warehouse | AWS...(BDT308) Using Amazon Elastic MapReduce as Your Scalable Data Warehouse | AWS...
(BDT308) Using Amazon Elastic MapReduce as Your Scalable Data Warehouse | AWS...
Amazon Web Services
 
Moving Your Media Supply Chain to the AWS Cloud
Moving Your Media Supply Chain to the AWS CloudMoving Your Media Supply Chain to the AWS Cloud
Moving Your Media Supply Chain to the AWS Cloud
Amazon Web Services
 
Real world High Performance & High Throughput Computing on AWS
Real world High Performance & High Throughput Computing on AWSReal world High Performance & High Throughput Computing on AWS
Real world High Performance & High Throughput Computing on AWS
Amazon Web Services
 
Day of Cloud: Amazon EC2
Day of Cloud: Amazon EC2Day of Cloud: Amazon EC2
Day of Cloud: Amazon EC2
cmcavoy
 
Building Scalable Immersive Media Solutions on AWS
Building Scalable Immersive Media Solutions on AWSBuilding Scalable Immersive Media Solutions on AWS
Building Scalable Immersive Media Solutions on AWS
Amazon Web Services
 
Ingest and storage options
Ingest and storage optionsIngest and storage options
Ingest and storage options
Amazon Web Services
 
Big Data Architectural Patterns and Best Practices on AWS
Big Data Architectural Patterns and Best Practices on AWSBig Data Architectural Patterns and Best Practices on AWS
Big Data Architectural Patterns and Best Practices on AWS
Amazon Web Services
 
AWS Welcome to re:Invent recap - 20161214
AWS Welcome to re:Invent recap - 20161214AWS Welcome to re:Invent recap - 20161214
AWS Welcome to re:Invent recap - 20161214
Amazon Web Services
 
AWS Data Transfer Services: Data Ingest Strategies Into the AWS Cloud
AWS Data Transfer Services: Data Ingest Strategies Into the AWS CloudAWS Data Transfer Services: Data Ingest Strategies Into the AWS Cloud
AWS Data Transfer Services: Data Ingest Strategies Into the AWS Cloud
Amazon Web Services
 
ENT306 Migrating Large Scale Data Sets to the Cloud
ENT306 Migrating Large Scale Data Sets to the CloudENT306 Migrating Large Scale Data Sets to the Cloud
ENT306 Migrating Large Scale Data Sets to the Cloud
Amazon Web Services
 

Similar to 4K Media Workflows on AWS By Usman Shakeel of Amzaon AWS (20)

Choosing the Right Cloud Storage for Media and Entertainment Workloads - Apri...
Choosing the Right Cloud Storage for Media and Entertainment Workloads - Apri...Choosing the Right Cloud Storage for Media and Entertainment Workloads - Apri...
Choosing the Right Cloud Storage for Media and Entertainment Workloads - Apri...
 
Creative content storage in the AWS Cloud
Creative content storage in the AWS CloudCreative content storage in the AWS Cloud
Creative content storage in the AWS Cloud
 
Your First 10 million Users on the AWS Cloud
Your First 10 million Users on the AWS CloudYour First 10 million Users on the AWS Cloud
Your First 10 million Users on the AWS Cloud
 
AWS Services for Content Production
AWS Services for Content ProductionAWS Services for Content Production
AWS Services for Content Production
 
Scalable Media Workflows in the Cloud
Scalable Media Workflows in the CloudScalable Media Workflows in the Cloud
Scalable Media Workflows in the Cloud
 
AWS Digital Media Storage Options
AWS Digital Media Storage OptionsAWS Digital Media Storage Options
AWS Digital Media Storage Options
 
Your First 10 Million Users with Amazon Web Services
Your First 10 Million Users with Amazon Web ServicesYour First 10 Million Users with Amazon Web Services
Your First 10 Million Users with Amazon Web Services
 
Building Highly Scalable Immersive Media Solutions on AWS
Building Highly Scalable Immersive Media Solutions on AWSBuilding Highly Scalable Immersive Media Solutions on AWS
Building Highly Scalable Immersive Media Solutions on AWS
 
AWS Cloud Kata 2014 | Jakarta - 2-1 AWS Intro and Scale 2014
AWS Cloud Kata 2014 | Jakarta - 2-1 AWS Intro and Scale 2014AWS Cloud Kata 2014 | Jakarta - 2-1 AWS Intro and Scale 2014
AWS Cloud Kata 2014 | Jakarta - 2-1 AWS Intro and Scale 2014
 
AWS re:Invent 2016: High Performance Cinematic Production in the Cloud (MAE304)
AWS re:Invent 2016: High Performance Cinematic Production in the Cloud (MAE304)AWS re:Invent 2016: High Performance Cinematic Production in the Cloud (MAE304)
AWS re:Invent 2016: High Performance Cinematic Production in the Cloud (MAE304)
 
(BDT308) Using Amazon Elastic MapReduce as Your Scalable Data Warehouse | AWS...
(BDT308) Using Amazon Elastic MapReduce as Your Scalable Data Warehouse | AWS...(BDT308) Using Amazon Elastic MapReduce as Your Scalable Data Warehouse | AWS...
(BDT308) Using Amazon Elastic MapReduce as Your Scalable Data Warehouse | AWS...
 
Moving Your Media Supply Chain to the AWS Cloud
Moving Your Media Supply Chain to the AWS CloudMoving Your Media Supply Chain to the AWS Cloud
Moving Your Media Supply Chain to the AWS Cloud
 
Real world High Performance & High Throughput Computing on AWS
Real world High Performance & High Throughput Computing on AWSReal world High Performance & High Throughput Computing on AWS
Real world High Performance & High Throughput Computing on AWS
 
Day of Cloud: Amazon EC2
Day of Cloud: Amazon EC2Day of Cloud: Amazon EC2
Day of Cloud: Amazon EC2
 
Building Scalable Immersive Media Solutions on AWS
Building Scalable Immersive Media Solutions on AWSBuilding Scalable Immersive Media Solutions on AWS
Building Scalable Immersive Media Solutions on AWS
 
Ingest and storage options
Ingest and storage optionsIngest and storage options
Ingest and storage options
 
Big Data Architectural Patterns and Best Practices on AWS
Big Data Architectural Patterns and Best Practices on AWSBig Data Architectural Patterns and Best Practices on AWS
Big Data Architectural Patterns and Best Practices on AWS
 
AWS Welcome to re:Invent recap - 20161214
AWS Welcome to re:Invent recap - 20161214AWS Welcome to re:Invent recap - 20161214
AWS Welcome to re:Invent recap - 20161214
 
AWS Data Transfer Services: Data Ingest Strategies Into the AWS Cloud
AWS Data Transfer Services: Data Ingest Strategies Into the AWS CloudAWS Data Transfer Services: Data Ingest Strategies Into the AWS Cloud
AWS Data Transfer Services: Data Ingest Strategies Into the AWS Cloud
 
ENT306 Migrating Large Scale Data Sets to the Cloud
ENT306 Migrating Large Scale Data Sets to the CloudENT306 Migrating Large Scale Data Sets to the Cloud
ENT306 Migrating Large Scale Data Sets to the Cloud
 

More from ETCenter

Securing Content in the Cloud
Securing Content in the CloudSecuring Content in the Cloud
Securing Content in the Cloud
ETCenter
 
How broadcasters can get in the VR game with sports
How broadcasters can get in the VR game with sportsHow broadcasters can get in the VR game with sports
How broadcasters can get in the VR game with sports
ETCenter
 
Improve Efficiency by Double Digits – Leveraging Artificial Intelligence and ...
Improve Efficiency by Double Digits – Leveraging Artificial Intelligence and ...Improve Efficiency by Double Digits – Leveraging Artificial Intelligence and ...
Improve Efficiency by Double Digits – Leveraging Artificial Intelligence and ...
ETCenter
 
Looking beyond the script
Looking beyond the scriptLooking beyond the script
Looking beyond the script
ETCenter
 
Cloud Apps for Media Processing: IMF Packaging-on-Demand
Cloud Apps for Media Processing: IMF Packaging-on-DemandCloud Apps for Media Processing: IMF Packaging-on-Demand
Cloud Apps for Media Processing: IMF Packaging-on-Demand
ETCenter
 
IP for Sports broadcast
IP for Sports broadcast IP for Sports broadcast
IP for Sports broadcast
ETCenter
 
The distributive aspect of cloud on the digital world
The distributive aspect of cloud on the digital worldThe distributive aspect of cloud on the digital world
The distributive aspect of cloud on the digital world
ETCenter
 
Cloud Transition Patterns for Media Enterprises
Cloud Transition Patterns for Media EnterprisesCloud Transition Patterns for Media Enterprises
Cloud Transition Patterns for Media Enterprises
ETCenter
 
Hacking IoT: the new threat for content assets
Hacking IoT: the new threat for content assetsHacking IoT: the new threat for content assets
Hacking IoT: the new threat for content assets
ETCenter
 
BLOCKCHAIN & THE HOLLYWOOD SUPPLY CHAIN
BLOCKCHAIN & THE HOLLYWOOD SUPPLY CHAINBLOCKCHAIN & THE HOLLYWOOD SUPPLY CHAIN
BLOCKCHAIN & THE HOLLYWOOD SUPPLY CHAIN
ETCenter
 
Graymeta C4 use case, Deduplication
Graymeta C4 use case, DeduplicationGraymeta C4 use case, Deduplication
Graymeta C4 use case, Deduplication
ETCenter
 
WRAST, Worldwide Repository for Assets. Project Cloud QTR meeting @ Disney/ABC
WRAST, Worldwide Repository for Assets. Project Cloud QTR meeting @ Disney/ABC  WRAST, Worldwide Repository for Assets. Project Cloud QTR meeting @ Disney/ABC
WRAST, Worldwide Repository for Assets. Project Cloud QTR meeting @ Disney/ABC
ETCenter
 
Object storage is awesome.. ETC "Project Cloud" QTR meeting @ Disney/ABC
Object storage is awesome..  ETC "Project Cloud" QTR meeting @ Disney/ABC Object storage is awesome..  ETC "Project Cloud" QTR meeting @ Disney/ABC
Object storage is awesome.. ETC "Project Cloud" QTR meeting @ Disney/ABC
ETCenter
 
Federated identity, Project Cloud QTR meeting @ Disney/ABC
Federated identity, Project Cloud QTR meeting @ Disney/ABC Federated identity, Project Cloud QTR meeting @ Disney/ABC
Federated identity, Project Cloud QTR meeting @ Disney/ABC
ETCenter
 
Security + Cloud: What studios and vendors need to consider when adopting clo...
Security + Cloud: What studios and vendors need to consider when adopting clo...Security + Cloud: What studios and vendors need to consider when adopting clo...
Security + Cloud: What studios and vendors need to consider when adopting clo...
ETCenter
 
"The Suitcase" Project Cloud QTR meeting presentation @ Disney/ABC
"The Suitcase"  Project Cloud QTR meeting presentation @ Disney/ABC"The Suitcase"  Project Cloud QTR meeting presentation @ Disney/ABC
"The Suitcase" Project Cloud QTR meeting presentation @ Disney/ABC
ETCenter
 
Open Source Framework for Deploying Data Science Models and Cloud Based Appli...
Open Source Framework for Deploying Data Science Models and Cloud Based Appli...Open Source Framework for Deploying Data Science Models and Cloud Based Appli...
Open Source Framework for Deploying Data Science Models and Cloud Based Appli...
ETCenter
 
Big Data/DIG: Domain-Specific Insight Graphs by Pedro Szekely of ISI/USC
Big Data/DIG: Domain-Specific Insight Graphs by Pedro Szekely of ISI/USCBig Data/DIG: Domain-Specific Insight Graphs by Pedro Szekely of ISI/USC
Big Data/DIG: Domain-Specific Insight Graphs by Pedro Szekely of ISI/USC
ETCenter
 
An Introduction to Data Gravity by John Tkaczewski of FileCatalyst
An Introduction to Data Gravity by John Tkaczewski of FileCatalystAn Introduction to Data Gravity by John Tkaczewski of FileCatalyst
An Introduction to Data Gravity by John Tkaczewski of FileCatalyst
ETCenter
 
This Is Not Your Parent’s Storage: Transitioning to Cloud Object Storage by I...
This Is Not Your Parent’s Storage: Transitioning to Cloud Object Storage by I...This Is Not Your Parent’s Storage: Transitioning to Cloud Object Storage by I...
This Is Not Your Parent’s Storage: Transitioning to Cloud Object Storage by I...
ETCenter
 

More from ETCenter (20)

Securing Content in the Cloud
Securing Content in the CloudSecuring Content in the Cloud
Securing Content in the Cloud
 
How broadcasters can get in the VR game with sports
How broadcasters can get in the VR game with sportsHow broadcasters can get in the VR game with sports
How broadcasters can get in the VR game with sports
 
Improve Efficiency by Double Digits – Leveraging Artificial Intelligence and ...
Improve Efficiency by Double Digits – Leveraging Artificial Intelligence and ...Improve Efficiency by Double Digits – Leveraging Artificial Intelligence and ...
Improve Efficiency by Double Digits – Leveraging Artificial Intelligence and ...
 
Looking beyond the script
Looking beyond the scriptLooking beyond the script
Looking beyond the script
 
Cloud Apps for Media Processing: IMF Packaging-on-Demand
Cloud Apps for Media Processing: IMF Packaging-on-DemandCloud Apps for Media Processing: IMF Packaging-on-Demand
Cloud Apps for Media Processing: IMF Packaging-on-Demand
 
IP for Sports broadcast
IP for Sports broadcast IP for Sports broadcast
IP for Sports broadcast
 
The distributive aspect of cloud on the digital world
The distributive aspect of cloud on the digital worldThe distributive aspect of cloud on the digital world
The distributive aspect of cloud on the digital world
 
Cloud Transition Patterns for Media Enterprises
Cloud Transition Patterns for Media EnterprisesCloud Transition Patterns for Media Enterprises
Cloud Transition Patterns for Media Enterprises
 
Hacking IoT: the new threat for content assets
Hacking IoT: the new threat for content assetsHacking IoT: the new threat for content assets
Hacking IoT: the new threat for content assets
 
BLOCKCHAIN & THE HOLLYWOOD SUPPLY CHAIN
BLOCKCHAIN & THE HOLLYWOOD SUPPLY CHAINBLOCKCHAIN & THE HOLLYWOOD SUPPLY CHAIN
BLOCKCHAIN & THE HOLLYWOOD SUPPLY CHAIN
 
Graymeta C4 use case, Deduplication
Graymeta C4 use case, DeduplicationGraymeta C4 use case, Deduplication
Graymeta C4 use case, Deduplication
 
WRAST, Worldwide Repository for Assets. Project Cloud QTR meeting @ Disney/ABC
WRAST, Worldwide Repository for Assets. Project Cloud QTR meeting @ Disney/ABC  WRAST, Worldwide Repository for Assets. Project Cloud QTR meeting @ Disney/ABC
WRAST, Worldwide Repository for Assets. Project Cloud QTR meeting @ Disney/ABC
 
Object storage is awesome.. ETC "Project Cloud" QTR meeting @ Disney/ABC
Object storage is awesome..  ETC "Project Cloud" QTR meeting @ Disney/ABC Object storage is awesome..  ETC "Project Cloud" QTR meeting @ Disney/ABC
Object storage is awesome.. ETC "Project Cloud" QTR meeting @ Disney/ABC
 
Federated identity, Project Cloud QTR meeting @ Disney/ABC
Federated identity, Project Cloud QTR meeting @ Disney/ABC Federated identity, Project Cloud QTR meeting @ Disney/ABC
Federated identity, Project Cloud QTR meeting @ Disney/ABC
 
Security + Cloud: What studios and vendors need to consider when adopting clo...
Security + Cloud: What studios and vendors need to consider when adopting clo...Security + Cloud: What studios and vendors need to consider when adopting clo...
Security + Cloud: What studios and vendors need to consider when adopting clo...
 
"The Suitcase" Project Cloud QTR meeting presentation @ Disney/ABC
"The Suitcase"  Project Cloud QTR meeting presentation @ Disney/ABC"The Suitcase"  Project Cloud QTR meeting presentation @ Disney/ABC
"The Suitcase" Project Cloud QTR meeting presentation @ Disney/ABC
 
Open Source Framework for Deploying Data Science Models and Cloud Based Appli...
Open Source Framework for Deploying Data Science Models and Cloud Based Appli...Open Source Framework for Deploying Data Science Models and Cloud Based Appli...
Open Source Framework for Deploying Data Science Models and Cloud Based Appli...
 
Big Data/DIG: Domain-Specific Insight Graphs by Pedro Szekely of ISI/USC
Big Data/DIG: Domain-Specific Insight Graphs by Pedro Szekely of ISI/USCBig Data/DIG: Domain-Specific Insight Graphs by Pedro Szekely of ISI/USC
Big Data/DIG: Domain-Specific Insight Graphs by Pedro Szekely of ISI/USC
 
An Introduction to Data Gravity by John Tkaczewski of FileCatalyst
An Introduction to Data Gravity by John Tkaczewski of FileCatalystAn Introduction to Data Gravity by John Tkaczewski of FileCatalyst
An Introduction to Data Gravity by John Tkaczewski of FileCatalyst
 
This Is Not Your Parent’s Storage: Transitioning to Cloud Object Storage by I...
This Is Not Your Parent’s Storage: Transitioning to Cloud Object Storage by I...This Is Not Your Parent’s Storage: Transitioning to Cloud Object Storage by I...
This Is Not Your Parent’s Storage: Transitioning to Cloud Object Storage by I...
 

Recently uploaded

Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*
Frank van Harmelen
 
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
BookNet Canada
 
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdfFIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
James Anderson
 
Essentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with ParametersEssentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with Parameters
Safe Software
 
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 previewState of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
Prayukth K V
 
Assuring Contact Center Experiences for Your Customers With ThousandEyes
Assuring Contact Center Experiences for Your Customers With ThousandEyesAssuring Contact Center Experiences for Your Customers With ThousandEyes
Assuring Contact Center Experiences for Your Customers With ThousandEyes
ThousandEyes
 
Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........
Alison B. Lowndes
 
UiPath Test Automation using UiPath Test Suite series, part 4
UiPath Test Automation using UiPath Test Suite series, part 4UiPath Test Automation using UiPath Test Suite series, part 4
UiPath Test Automation using UiPath Test Suite series, part 4
DianaGray10
 
Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !
KatiaHIMEUR1
 
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Ramesh Iyer
 
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualitySoftware Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Inflectra
 
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdfSmart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
91mobiles
 
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdfFIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance
 
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
UiPathCommunity
 
Accelerate your Kubernetes clusters with Varnish Caching
Accelerate your Kubernetes clusters with Varnish CachingAccelerate your Kubernetes clusters with Varnish Caching
Accelerate your Kubernetes clusters with Varnish Caching
Thijs Feryn
 
Epistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI supportEpistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI support
Alan Dix
 
How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...
Product School
 
Knowledge engineering: from people to machines and back
Knowledge engineering: from people to machines and backKnowledge engineering: from people to machines and back
Knowledge engineering: from people to machines and back
Elena Simperl
 
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Product School
 

Recently uploaded (20)

Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*Neuro-symbolic is not enough, we need neuro-*semantic*
Neuro-symbolic is not enough, we need neuro-*semantic*
 
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
 
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdfFIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
 
Essentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with ParametersEssentials of Automations: Optimizing FME Workflows with Parameters
Essentials of Automations: Optimizing FME Workflows with Parameters
 
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 previewState of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
 
Assuring Contact Center Experiences for Your Customers With ThousandEyes
Assuring Contact Center Experiences for Your Customers With ThousandEyesAssuring Contact Center Experiences for Your Customers With ThousandEyes
Assuring Contact Center Experiences for Your Customers With ThousandEyes
 
Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........
 
UiPath Test Automation using UiPath Test Suite series, part 4
UiPath Test Automation using UiPath Test Suite series, part 4UiPath Test Automation using UiPath Test Suite series, part 4
UiPath Test Automation using UiPath Test Suite series, part 4
 
Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !
 
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...
 
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualitySoftware Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
 
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdfSmart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
 
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdfFIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf
 
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
 
Accelerate your Kubernetes clusters with Varnish Caching
Accelerate your Kubernetes clusters with Varnish CachingAccelerate your Kubernetes clusters with Varnish Caching
Accelerate your Kubernetes clusters with Varnish Caching
 
Epistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI supportEpistemic Interaction - tuning interfaces to provide information for AI support
Epistemic Interaction - tuning interfaces to provide information for AI support
 
How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...
 
Knowledge engineering: from people to machines and back
Knowledge engineering: from people to machines and backKnowledge engineering: from people to machines and back
Knowledge engineering: from people to machines and back
 
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
 

4K Media Workflows on AWS By Usman Shakeel of Amzaon AWS

  • 1. 4K Media Workflows on AWS Usman Shakeel Principal Solutions Architect Lead (M&E) Amazon Web Services
  • 2. Content has gravity – and getting heavier… 4K at pro-res 4444 over a TB HD at 422HQ ~ 80 GB (A 60 min length) What does this mean for … Near term storage Archive storage Content
  • 3. Content has gravity – and getting heavier… Affiliate Delivery Consumer Delivery 10X of normal bandwidth usage today ! Can networks handle the peak usage 4K streaming? Media Average Bit Rate 1080P 4K Blu-Ray 24 Mbps iTunes 5 Mbps YouTube 3 Mbps 6 Mbps Netflix 6 Mbps 16 Mbps Content
  • 4. and carries weight over to processing … Limits of physical Infrastructure How many 4K titles per server? • Max Storage per server • Max Bandwidth per server HVEC, VP9 Encoding • Require more processing cores Content
  • 5. Where is the problem? More Bandwidth $$$$$ More Powerful Compute $$$$$ Way more Storage $$$$$ Some Progress (ABR, HVEC, VP10)
  • 6. Does it matter? Screen Size Limited number of 4K mobile devices Viewing Distance HDMI 2.0
  • 7. and there is more …
  • 8. Where is the sliding scale on my Infrastructure?
  • 9. A Concept - The Content Lake Inspired from Data Lake (Coined by James Dixon in 2010) A single store of all of digital content that you create and acquire in any form or factor •Don’t assume any resolutions/formats (for now or future) •It is up to the consumer (application consuming the content) to use the appropriate infrastructure for processing
  • 10. Amazon S3 : the Content Lake • Durable, cost-effective and fast • Highly scalable front-end – Multi-part uploads (parallel writes) – Range-gets (parallel reads) • Use Amazon S3 with on-premises storage in a hybrid model • No Storage capacity Upper-bounds • Secure
  • 11. Hydrating the Content Lake Amazon S3 AWS Import/ ExportAmazon S3 (multi-part Upload) AWS Storage Gateway Direct Connect N x 1G | 10G Massively Scalable Front-end
  • 12. Edge Locations Availability Zone Region Dallas (2) St.Louis Miami JacksonvilleLos Angeles (2) Seattle Ashburn (3) Newark New York (3) Dublin London (2) Amsterdam (2) Stockholm Frankfurt (2)Paris (2) Singapore(2) Hong Kong (2) Tokyo (2) Sao Paulo South Bend San Jose Palo Alto Hayward Osaka Milan Sydney Madrid Seoul Mumbai Chennai Regional Lakes …
  • 13. Content Life-Cycle Amazon Glacier (Life Cycle Policies) Amazon S3 Near-term Storage Long Term Archive Both tiers accessible through a single API Oldest content trickles down to glacier automatically to save cost
  • 15. Amazon S3 Amazon S3 (range-gets) Direct Connect N x 1G | 10G Massively Scalable S3 Front-end EBS Instance Store c Massively Scalable Compute on AWS Cloud On-Prem Apps Consuming the Content Lake
  • 16. Compute Intensive Intel ES-2666 v3 (Haswell) optimized specifically for EC2 Memory Intensive Lowest price point per GiB of RAM GPUs 1,536 CUDA cores 4GB of video memory Enhanced Networking Higher PPS, Lower network jitter, low latency IO Intensive SSD Storage, EBS Optimized High Storage 24 x 2000 GiB per instance Massively Scalable Compute Layer Amazon S3 c4g2 m3 HVEC Encode GPU Transcode HD i2 Package Queues (orchestrated by Amazon SWF) Content Lake Task Specific
  • 17. • Spot Instances (no charge if spot is terminated) • Reserved Instances • Pay for only what you use • Buy for your need – Short term/Long term – Real-time/Batch workloads • AWS Marketplace – Pay for what licenses you use Cost Effective Compute VS. $2.80/hr
  • 18. Launch a CloudFormation stack with all the infrastructure resources for a specific project Autoscale the stack as appropriate AMI CloudFormation Template CloudFormation Terminate Template Automated Infrastructure Layers based on Project Scope
  • 19. AWS Ecosystem (License included in hourly* pricing) INGEST STORE MANAGE SECUREPROCESS CREATE MONETIZE INTEGRATEDELIVER
  • 21. Traditional multi-hop satellite distribution First HopSecond Hop Field Source / EncoderHeadend / ProcessingAffiliate Spoke / Decoder
  • 22. Multi-hop Affiliate distribution with AWS First Hop Field Source / EncoderHeadend / ProcessingAffiliate Spoke Ingest Fan Out Egress Scale Out Multi-Region, Multi-AZ Cellular Internet Amazon Direct Connect Secure VPN Internet Amazon S3 Amazon Glacier Amazon Route53
  • 23. c4 g2m3 High Capacity Egress GPU Transcode Ingest Multi-path distribution Encoder Broadcast Decode Low Bitrate Proxy  Fan out / fan in  Size workflow to compute  Flexible multi-format HLS w/ Cloudfront CDN MPEG-UDP w/FEC Amazon Direct Connect Content Lake
  • 24.
  • 25. AWS Import/ Export S3 multi-part API For Source, Renditions, Metadata Sidecar Files Ingest AWS Elastic Beanstalk DAM Web Service CloudFront Distribution Amazon DynamoDB Amazon CloudSearch DAM Catalog Rendition Workers EC2 ASG Amazon SNS Topic Amazon SQS Queue Rendition Jobs Amazon SQS Queue Metadata Processing Jobs S3 Notification Elastic Transcoder Proxy / Thumbnail Generation Processing Metadata Workers EC2 ASG A Simple DAM at AWS
  • 26. AWS Import/ Export S3 multi-part API For Source, Renditions, Metadata Sidecar Files Ingest AWS Elastic Beanstalk DAM Web Service CloudFront Distribution Amazon DynamoDB Amazon CloudSearch DAM Catalog Rendition Workers EC2 ASG Amazon SNS Topic Amazon SQS Queue Rendition Jobs Amazon SQS Queue Metadata Processing Jobs S3 Notification Elastic Transcoder Proxy / Thumbnail Generation Processing Metadata Workers EC2 ASG A Simple DAM at AWS (Cost) $ $
  • 27. AWS Import/ Export S3 multi-part API For Source, Renditions, Metadata Sidecar Files Ingest AWS Elastic Beanstalk DAM Web Service CloudFront Distribution Amazon DynamoDB Amazon CloudSearch DAM Catalog Rendition Workers EC2 ASG Amazon SNS Topic Amazon SQS Queue Rendition Jobs Amazon SQS Queue Metadata Processing Jobs S3 Notification Elastic Transcoder Proxy / Thumbnail Generation Processing Metadata Workers EC2 ASG A Simple DAM at AWS (Using Spot) 0.$ 0.$
  • 28. AWS Import/ Export S3 multi-part API For Source, Renditions, Metadata Sidecar Files Ingest AWS Elastic Beanstalk DAM Web Service CloudFront Distribution S3 Notification Elastic Transcoder Proxy / Thumbnail Generation Processing Lambda Metadata Extract & Persist Amazon DynamoDB Amazon CloudSearch DAM Catalog Server-less Applications using AWS Lambda 0.0$
  • 29. yeah more science… Remote application visualization for production tools, VFX modeling Content stays in the Cloud Powerful workstations in the cloud when needed Amazon S3 GPU Content Lake Amazon Appstream Remote Dumb Terminal Amazon EC2
  • 30.
  • 31. The Content Lake on AWS Process User Delivery/ConsumptionVFX/Production On-Prem Apps Archive Content Lake Partner/Affiliate/ Service Provider
  • 32. The Content Lake on AWS EBS Instance Store Amazon Glacier (Life Cycle Policies) Amazon S3 Amazon EBS/EC2 Instance Store Process User Delivery/ConsumptionVFX/Production On-Prem Apps Archive Partner/Affiliate/ Service Provider Content Access Transfer
  • 33. The Content Lake on AWS EBS Instance Store Amazon Glacier (Life Cycle Policies) Amazon EBS/EC2 Instance Store Process Partner/Affiliate/ Service Provider User Delivery/ConsumptionVFX/Production On-Prem Apps Archive Amazon Glacier (Life Cycle Policies) Amazon EBS/EC2 Instance Store c c Direct Connect Content Access Transfer Disposable Infrastructure Autoscaling Workload specific Amazon S3
  • 34. South Lower Hall: SL9016 http://aws.amazon.com/digital-media/ Come check out… Presentation Theater, Meet the AWS experts, cool demos and Solutions Ecosystem Thank you