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Migrating GoPro Plus to ECS
August 22, 2017
ABOUT US
Zaven Boni, DevOps Manager
Lawrence Chin, Technical Lead
INTRODUCTION
The GoPro
Platform
Choosing
ECS
Migration
Process
Lessons
learned
GoPro Plus
PLATFORM COMPONENTS
• Media upload
• Photo and video processing
• User and subscription
management
• Device management
• Web front-ends
PLATFORM ARCHITECTURE
MEDIA SERVICE ARCHITECTURE
Media	
Processed
webservice
browser
internet
Queue
media	worker
media	worker
media	worker
mobile	app
desktop	app
Apps	Query	for	Done
webservicewebservice
AWS	S3
Choosing ECS
BEFORE ECS
• Less Transparency
• Container Orchestration Issues
• Monitoring and Alerting - built
our own with Cloudwatch
custom metrics
3RD-PARTY WORKER SOLUTION
BEFORE ECS
• Custom AMIs + ASGs
• One container per EC2 instance!
• Long, error-prone deployments
APPS & MICROSERVICES
EVALUATING ECS
EVALUATING ECS
• IAM Roles specific to each service running
on the cluster - principle of least privilege
• Familiarity for DevOps team
• Integration with AWS services like
Cloudwatch
• Enterprise support
• Less cluster maintenance
The Migration
INFRASTRUCTURE AS CODE
We Terraformed (almost) everything
• VPCs
• ECS Clusters
• SQS Queues
• ECS Task Definitions
• Docker image (tag)
• Resource reservations
• IAM Role
• Env vars
• Cloudwatch alarms
INFRASTRUCTURE AS CODE
TF config and module structure
• DevOps developed base
modules
• Development teams imported
(tf init) modules and tweaked
them for each worker or service
• Terraform definitions for each
worker or service are checked in
with the app code
Project-specific variables
• Service name
• ECS Task definition
• CPU Allocation
• Hard/Soft memory limits
• Cloudwatch alarm thresholds
• SQS max queue length
MIGRATION: VPC DESIGN
•For ECS, we introduced new VPCs in each environment
• qa, staging, prod
•
We transitioned to new Application ELBs when bringing up an ECS service.
• Service discovery is achieved through well-known ELB DNS names
MIGRATION: PORTING WORKER CODE
• Long running workers that process multiple tasks
• Support for container draining using a SIGINT signal
• Feature flip between 3rd party queue and SNS/SQS
MIGRATION: PORTING WORKER CODE
MIGRATION: IAM ROLES
• Each ECS Task Definition has an attached IAM Role
• We started from our existing IAM Roles, consolidated them
• Tightened policies toward principle of least privilege
CONTAINER TAGGING
“Master image was deployed to production!”
“...but was it today’s master?!”
• Semantic versioning provides container tagging
• ex: v1.0.33
• Matches git tag of the release
• Provides easy roll-back
• Ops gets visibility into the version of every service running
DEPLOYMENTS
AUTOSCALING
1. Cluster scaling (EC2)
• Standard CPU metrics
2. Task scaling (ECS)
• Workers - SQS queue length (ApproximateNumberOfMessagesVisible)
• Services – CPUUtilization
3. Scaling in (without interrupting tasks)
• Container Instance draining
DRAINING
ECS	Cluster
EC2
Queue	reached	
a	threshold	size
ECS	Tasks	Autoscale
EC2 Checks	if	any	container	running
If	none,	kills	EC2	instance
Signals	
Shutdown
Lifecycle	
Event Lifecycle	event	triggers	
lambda
SQS
CloudWatch
Alarm
AWS	Lambda
Lessons Learned
MIGRATION PROCESS
browser
internet webservicemobile	app
desktop	app
Old	3rd	Party	Solution
worker
worker
worker
SNS	+	SQS ECS	Workers
AWS	S3
LESSONS: SCALING
1. Start scaling at 80% capacity
• Container startup time
2. Use CPU Reservation (not Utilization)
3. Scaling is more than resource
• Threshold Queue size
LESSONS: NAMING
• Consistency across many projects
• Concise for DevOps, QA, Release Team and Developers
• Ease of identifying, searching and associating
• AWS resources :: code :: docker images
LESSONS: TERRAFORM
• Executing Terraform apply requires privileges across many AWS
services
• We added a check to ensure the image tag was the latest
• Decouple unrelated modules to avoid unintended consequences
• This separates the remote state
Realized Benefits
COST SAVINGS: EXAMPLE
Old architecture, ASG-based worker service:
>=2 instances spread across AZs, per environment.
9 EC2 instances minimum for this service (many more during peak).
We traded efficient utilization for HA.
COST SAVINGS: EXAMPLE
Old architecture, ASG-based worker service:
Vs. an ECS cluster today:
CLUSTER UTILIZATION
METRICS & MONITORING
• Pro’s:
• Benchmarking each service’s resource requirements
• ECS event stream is helpful for diagnosing errors
• Con’s:
• Lack of container-level monitoring
• Basic Cloudwatch metrics only come at 5-minute intervals
In summary…
• ECS is the foundation of the GoPro cloud platform
• In under a quarter, we migrated all of our worker
services
• We’re realizing:
• Big cost savings, better deploys, stability
• Ops and developer happiness :-)
Thank you!
Container Instance Draining Ref.
THANK YOU!!

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