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Media	Supply	Chains	in	AWS	Terms
Usman	Shakeel |	Amazon	Web	Services
Playout	&	Distribution
Visual	Effects	&	Editing Analytics
DAM	&	Archive
Digital	Supply	Chain
Publishing
OTT
Acquisition
AWS	Media	Segments
Playout	&	Distribution
Elemental,	EC2,	S3/Glacier	
EFS,	CloudFront
Visual	Effects	&	Editing
EC2,	S3,	EFS,	EBS,	GPU,	DX
Analytics
Kinesis,	DynamoDB
AML,	RedShift,	EMR
DAM	&	Archive
Snowball,	S3,	Glacier
EC2,	DX,	Lambda	
DynamoDB,	RDS
Digital	Supply	Chain
Elemental,	EC2,	S3/Glacier
CloudFront,	EFS,	Snowball
GPU,	DX
Publishing
EC2,	S3,	Glacier,
ELB,	CloudFront
OTT
Elemental
EC2,	S3
CloudFront
Acquisition
Elemental,	EC2,
S3/Glacier
CloudFront,	
Snowball,	DX
AWS	Media	Segments
Media	Supply	Chains
Playout	&	Distribution
Production/Post	Production B2B/Cinematic	Delivery
DAM	&	Archive
Digital	Supply	Chain
Publishing
OTT
Content	Acquisition
Ingestion
Manual	QC
Auto-QC
Metadata	Extraction
Transcoding
Delivery	
Packaging
Clips/Edits
Complex	workflow/State	management
Bursty sub-workflow	tasks	(transcoding/auto-QC,	Packaging)
Elastic	Licensing
Content	movement	between	workflow	tasks	(a	common	repository)
Different	delivery	formats	for	each	affiliate	and	downstream
Manual	tasks	– (content	movement	or	interactivity)
CMS/DAM
Normalization
Normalization
All-In	Cloud-Enabled	Domino	Effect
Playout	&	Distribution
Live	TV
Production/Post	
Production
Editorial
Dailies
Post
Social	Media
Marketing/Promo
B2B/Cinematic	
Delivery
DPP,	IMF,	NABA
DAM	&	Archive
Active	Archive
Golden	Copy
Preservation
Digital	Supply	Chain
Publishing
OTT
Live-To-VOD
AVOD,	SVOD,	TVOD
Catchup	TV
Cloud	PVR
Content	Acquisition
Live
File
Ingestion
Manual	QC
Auto-QC
Metadata	Extraction
Transcoding
Delivery	
Packaging
Clips/Edits
CMS/DAM
Ingest Store Edit/Manual	Tasks Process
PUSH	OR	PULL
CONTENT	&	ARTIFACTS
ACCESS	SOURCE	FILES
LOCATED	IN	S3
CREATE,	EDIT,	QC	&	
COLLABORATE	IN	THE	CLOUD
SCALE	OUT	ON	ELASTIC	
CAPACITY	FOR	PROCESSING
(Transcoding,	QC,	Packaging	and	distribution)
Media	production	and	delivery	companies	are	leveraging	AWS	to	accelerate	their	media	supply	chains,	ingestion,	
storage,	editing/manual	QC	of	content	and	processing	with	highly	scalable	cloud	computing	and	storage.
Using	Cloud	for	Media	Supply	Chains
Ingest
PUSH	OR	PULL
CONTENT	&	ARTIFACTS
AWS Services
• Amazon S3 Transfer Acceleration: Fast data transfers
• AWS Direct Connect: Dedicated network connectivity
• AWS Snowball: Petabyte scale data transfer
• Amazon Cloudfront: Global content delivery network
• Amazon Storage Gateway: On-prem to cloud storage connectivity
• Amazon Marketplace: One-click partner software deployments
• Elemental: Content contribution from on-premises encoders
Partners
Media	Supply	Chains
AWS Services
• Amazon S3/SIA: Highly scalable, durable object storage
• AWS Storage Gateway: On-prem to cloud storage connectivity
• Amazon Glacier: Secure, durable, petabyte-scale data archival
• Amazon EFS: Simple, elastic, scalable file system
• Amazon EBS: Persistent block storage
Partners
Store
ACCESS	SOURCE	FILES
LOCATED	IN	S3
Media	Supply	Chains
Edit/Manual	Tasks
CREATE,	EDIT,	Clips,	Manual	QC	&	
COLLABORATE	IN	THE	CLOUD
AWS Services
• Amazon EC2: Scalable CPU/GPU computing capacity
• Amazon Workspaces: Virtual desktops in the cloud
• Amazon Appstream: Remote Application Streaming
• Amazon EFS: Simple, elastic, scalable file system
• Amazon EBS: Persistent block storage
• Amazon S3: Highly scalable, durable object storage
Partners
Media	Supply	Chains
Process
SCALE	OUT	ON	ELASTIC	
CAPACITY	FOR	PROCESSING
AWS Services
• Amazon EC2: Scalable CPU/GPU/Spot computing capacity
• Amazon EFS: Simple, elastic, scalable file system
• Amazon EBS: Persistent block storage
• Amazon S3: Highly scalable, durable object storage
• Elemental Cloud: On-demand, scalable video processing
Partners
Media	Supply	Chains
AWS Services
• Amazon S3/SIA: Highly scalable, durable object storage
• AWS Storage Gateway: On-prem to cloud storage connectivity
• Amazon Glacier: Secure, durable, petabyte-scale data archival
• Amazon EFS: Simple, elastic, scalable file system
• Amazon EBS: Persistent block storage
Partners
Asset	Management
Metadata	for	Assets
and	supply	chain	workflow
Media	Supply	Chains
INFRASTRUCTURE
Task	Specific	Compute	Instances
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
Amazon	S3
SQS	Queues	(orchestrated	by	Amazon	SWF)
M4
M3
C4
C3 I3G2
R4
P2 D2
R3
X1
Reserved
Make a low, one-time
payment and receive
a significant discount
on the hourly charge
For committed
utilization
On-Demand
Pay for compute
capacity by the hour
with no long-term
commitments
For spiky workloads,
or to define needs
Spot
Bid for unused capacity
at a Spot Price -
fluctuates based on
supply & demand
For time-insensitive or
transient workloads
Consumption	Models
AWS Storage Services Maturity
Amazon	EFS
File
Amazon	EBS
Amazon	EC2
Instance	Store
Block
Amazon	S3
Amazon	
Glacier
Object
Data	Transfer	(Ingest/Egress)
AWS	Direct	Connect AWS	Snowball ISV	Connectors Amazon	Kinesis	Firehose S3	VPC	
EndPoint
AWS	Storage
Gateway
S3	– Infrequent	
Access
Events
S3	Event	
Notifications
S3	Transfer
Acceleration
Post	Production	tasks
NLE/Review	&	Approve/VFX
(Hybrid,	on	premises	or	in	cloud)
Raw	Assets
Secondary	Copy
Amazon	Glacier	in	another	Region
Raw	Assets
Primary	Copy
Amazon	Glacier
Finished	(Golden	Copy)	Archive
Primary	Copy
Amazon	Glacier
Asset	Management	(DAM/MAM)
(Hybrid,	on	premises	or	in	cloud)
Active	Archive
Amazon	S3
(Standard)
Active	Archive
Amazon	S3
(Infrequent	Acccess)
Secondary	&	Tertiary	Copies
Amazon	Glacier	in	another	Region
A	secondary	offsite	copy	of	the	active	archive	– usually	cold
Used	for	DR	purposes
Media	Supply	Chain
(Hybrid,	on	premises	or	in	cloud)
B2B	Delivery	over	DX	or	Internet
Amazon	Glacier
ingest
Affiliates/Third	Party	Vendors
ingest
AWS	Direct	Connect
AWS	Snowball
S3	Transfer
Acceleration
(Primary	Copy)	AWS	Region	1
(Secondary	&	Tertiary	Copies	– optional)	
AWS	Region	2	or	on-premises
Glacier
S3	
Infrequent
Access
S3	
Standard
Lifecycle	Mgmt
Production	Archive
Availability Zone A
Private subnet Private subnet
AWS
region
Virtual	Private	
Gateway
Content	Value-add
Service
Content	Value-add
Service
Availability Zone B
Amazon
S3
VPC
VPN	
connection
VPC	Endpoints
No	IGW
No	NAT
No	public	IPs
Free	
Robust	access	control
Customer	
network
Access Control with S3 VPC Endpoint
corporate data center AWS cloud
users
Content
Servers
disk
tape storage
Processing
Layer
Amazon S3
Amazon EBS
Amazon
Glacier
KMS/
HSMClient side
encryption
role
IAM
Encrypted
Content
role
Direct	Connect
S3	VPC	Endpoint
Hybrid	Media	Network
STORAGE	PERFORMANCE
EBS	Volumes
SSD	Based HDD	Based
gp2
General	Purpose	SSD
io1
Provisioned	IOPS	SSD
st1
Throughput	Optimized	HDD
sc1
Cold	HDD
Baseline: 3IOPS	per	GB	up	to	10,000
Burst:	3000	IOPS	(for	volumes	up	to	1TB)
Throughput:	160	MB/s
Latency:	Single	digit	ms
Capacity:	1GB	to	16TB
Usage
Boot	Volumes
Bursty workloads	(Rendering)
Databases	(Transactional)
Low	latency	operations	(Streaming)
Baseline: 100IOPS	up	to	20,000
Throughput:	320	MB/s
Latency:	Single	digit	ms
Capacity:	4GB	to	16TB
Usage
Sustained	IOPS	
Critical	Applications	with	IOPS
Guarantee	(no	burst)
Baseline:	40MB/s	per	TB	up	to	500MB/s
Burst:	250MB/s	per	TB	up	to	500MB.s
Capacity:	500GB	to	16TB
Usage
Large	Block,	high	throughput	sequential
Transcoding,	QC,	Packaging
Rendering
Baseline:	12MB/s	per	TB	up	to	192MB/s
Burst:	80MB/s	per	TB	up	to	250MB.s
Capacity:	500GB	to	16TB
Usage
Sequential
Logging,	Active	Archive/Backup
Object	store	as	Processing	tier
Partition	
1
Partition	2
Partition	
n
An	S3	Backend	Storage
Auto-scaled/HA	Front-end
TCP
Distributed	Key-map
Optimizations
Replication	across	multiple	Availability	Zones
No	FS	– everything	GET/PUT/DELETE
• Write	once	– Read	many
• Globally	unique	namespaces	(object	names	unique	within	a	bucket)
Requests	Per	Second	(>300)
• Partitioning
• Random	Prefix
Puts	vs.	Gets
• CDN	– GET	heavy	workloads
Network	Throughput
• TCP	Window	Scaling
• TCP	Selective	Acknowledgements
• S3	Session	Usage
• Multi-part	Uploads
• Buffered	Writes
• Range	GETs
Consistency/Commit	Latency
• Read	after	Write
• Objects	replicated	across	multiple	AZs	
• Not	suitable	today	for	workloads	with	<MS	latency/IO	requirement
Client(s)
Client-side	bandwidth
Elastic File System (EFS)
• Designed	to	support	Peta-Byte	scale	file	systems
• Throughput	scales	linearly	to	storage	
– Burst:	100MB/sec	per	TB	of	storage	for	12	hours	each	day	
– Baseline:	50MB/sec	per	TB	of	storage	continuously	
A	10	TB	filesystem	can	burst	up	to	1GB/s	for	12	hours	each	day	
and	drive500MB/sec	aggregate	read	/	write	throughput	continuously.
• Same	latency	spec	across	each	AZ
• Thousands	of	concurrent	NFS	connections
• Works	great	for	Large	I/O	sizes
• Pay	for	only	what	you	use	not	what	you	provision
• Managed	with	multi-copy	durability
Render	Farms
Big	data	analytics
Transcode	Farms
Home	directories
Content	management
Web	serving
Metadata-
intensive	
jobs
High	throughput	and	parallel	I/O
Low	latency	and	serial	I/O
Workload	Specific	Storage
Object Store
(Amazon	S3)
Block	Store
(Amazon EBS)
Shared	FS
(Amazon EFS)
Performance
Per Operation	Latency Variable Lowest,	Consistent Low	Consistent
Throughput	Scale Multiple GBs	per	sec Single GBs	per	sec Multiple	GBs	per sec
Data
Availability/Durability
Across	Multi-AZ Redundant	within an	AZ Across	Multi-AZ
Characteristics
Access 1-1000’s	of	Clients A	single	EC2 instance 1-1000’s	of	Clients
Use	Cases
Active Archive	and	
lifecycle	to	Cold	Archive
Media Processing	
(Transcoding,	rendering,	
QC,	Farms)	depending	on	
Application	conformity
Databases
Boot Volumes
Media Processing	
(Transcoding,	rendering,	
QC,	Farms)	Singleton
Streaming
Data	Analytics
Media Processing	
(Transcoding,	rendering,	
QC,	Farms)	Distributed
Content	Management
Web	Serving/Publishing
SOLUTIONS
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/Renditions
Generation
Processing
Metadata Workers
EC2	ASG
Simple	Media	Supply	Chain
AWS Import/ Export
S3 multi-part API
S3 as backend storage for Content Files
accessible to other processing tasks
Amazon Elastic
Transcoder
S3 Notification
Trigger a Lambda Function
to Start a transcoding job
Ingest
S3 Notification
Lambda function to
generate a signed
URL to share the file
Update CMS or
Metadata
Serverless Media	Supply	Chain	(concept)
§ Expand compute
capacity of Manager
node(s)
§ 100ms billing & short
run-time
§ Ideal for chunk
storage, pre- & post-
processing
§ Don’t forget binary
encapsulation!
https://github.com/binoculars/aws-lambda-ffmpeg
Lambda	Pre	and	Post	Processing
A	high-level	Media	Supply	Chain	in	the	cloud	(concept)
EC2,	ETS	can	request	the	data-key	on	behalf	of	customer	
Provide	CPK	for	S3	encryption	at	rest
AWS	Import/	Export
S3	multi-part	API
Amazon	S3	For	Source,	Renditions,	Metadata,	Sidecar	Files
Ingest
AWS	Elastic
Beanstalk
CloudFront
Distribution
DynamoDB CloudSearch
S3	Notification
Content Processing
Amazon	SWF,	SQS,	SNS	and	AWS	
Lambda	can	be	used	to	orchestrate	
the	processing	workflow	tasks
CloudFront
Distribution
User	Logs
Amazon	DynamoDB
Amazon	Redshift
Users Connected Devices
Analytics and Recommendations Engine
Amazon	EMR
Amazon	DataPipeline
Elastic	Transcoder
EC2	ASG
Rendition Workers
EC2	ASG
Metadata Workers
Metadata	Proc queueRenditions	Queue
Amazon Elastic
Transcoder
Rights Management
EC2	ASGELB
DRM Wrap
Encrypt
Package
Watermark
QC
EC2	ASG
Amazon	SNS	Topic
DAM Web Service
Personalization	Recommendations
EC2	ASG
RDS
Front End Web Application
DAM Catalog
Content
Archive
Amazon
Glacier
Key Management Service
Content owner provides
the master key
BI & Reporting
Users Web Browser
Content Owner
IMF	PACKAGING
Stack:	s3-ta	/	snowball	/	?
Partners:	teradek /	nuke	(vr/360)	/	?
Cloud Based Editing
• NVIDIA	GPU	based	EC2	instances
• Teradici PCoIP
• Amazon	AppStream/Nice	DCV
• Amazon	Workspaces
Artist	applications
Artist workstation
(Dumb Client)
Remote Application
running on a G2 instance
G2
Thank	You!

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