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Serverless Microservice
Patterns for AWS
Jeremy Daly
CTO, AlertMe.news
@jeremy_daly
Jeremy Daly
• CTO at AlertMe.news
• Consultant that works with companies building in the cloud
• 20+ year veteran of technology startups
• Started migrating workloads to the cloud in 2009
• Blogger, open-source contributor, speaker
• Publish Off-by-none, a weekly newsletter about serverless
@jeremy_daly
Agenda
• Serverless Microservices ⚡
• Communication Types ☎
• Serverless Microservice Patterns 🌀
• Serverless Microservice Best Practices 🏅
• Next steps 🤔
@jeremy_daly
Serverless Microservices ⚡
• Multiple functions and managed components per service
• Functions are independently configurable and scalable
• Functions can have separate IAM roles
• Functions can use different runtimes
• Functions are stateless ⚠
@jeremy_daly
Communication Types ☎
• Synchronous Communication ⏳
Services can be invoked by other services and must wait for a reply.
This is considered a blocking request, because the invoking service
cannot finish executing until a response is received.
• Asynchronous Communication 🚀
This is a non-blocking request. A service can invoke (or trigger)
another service directly or it can use another type of communication
channel to queue information.The service typically only needs to
wait for confirmation (ack) that the request was received.
@jeremy_daly
Serverless Microservice Patterns
WARNING: Poorly named patterns ahead
The SimpleWeb Service
Client
API Gateway Lambda DynamoDB
@jeremy_daly
The Gatekeeper
Client API Gateway DynamoDB
IAM Policy
DynamoDBCognito
Authorization Service
Lambda
Lambda
Authorizer
@jeremy_daly
RDS
The ScalableWebhook
Client API Gateway
SQS
Queue
SQS
(DLQ)
Lambda Lambda
(throttled)
ack
“Asynchronous”
Request
Synchronous
Request
@jeremy_daly
The Internal API
Client
w/ AWS-SDK
DynamoDBLambda
SQS
(DLQ)
Client
w/ AWS-SDK
DynamoDBLambda
“Asynchronous”
Request
ack
The Internal Handoff
Lambda invoke()
InvocationType: “RequestResponse”
Lambda invoke()
InvocationType: “Event”
Synchronous
Request Serverless Microservice
Avoid API Gateway with internal invocations
Beware of synchronous chaining
@jeremy_daly
The FIFOer
Client
w/ AWS-SDK
DynamoDB
SQS Queue
(FIFO)
SQS
(DLQ)
Lambda
(concurrency of 1)
ack
“Asynchronous”
Request
CloudWatch Rule
(trigger every minute)
InvocationType: “Event”
Be sure to avoid cascading effects (this is an exception)
@jeremy_daly
The Strangler
Client API Gateway
DynamoDBLambda
ELB
Serverless Microservice
Legacy App
API Gateway adds latency and can be expensive
HTTP_PROXY
IntegrationType
@jeremy_daly
ALB
The (Better) Strangler
Client
DynamoDBLambda
Serverless Microservice
Legacy App
ALBs don’t support Custom Authorizers, Usage Plans, API Keys, etc.
Lambda
TargetType
@jeremy_daly
Advanced Request Routing
• HTTP headers and methods
• Query parameters
• Source IP
hit
The Read Heavy Reporting Engine
Client API Gateway RDSLambda
Elasticache
Key Points:
• Make sureTTLs are set appropriately
• Include the ability to invalidate cache
• Create new RDS connections ONLY on misses
@jeremy_daly
Lambda
The Fan-Out / Fan-In
Client DynamoDB
LambdaWorker
LambdaWorker
LambdaWorker
S3 Bucket
OR
Collect Results (Fan-In)
Concurrent Executions
of the SAME function
“Asynchronous”
Request
SQS
(DLQ)
ack
SQS
(DLQ)
@jeremy_daly
The Eventually Consistent
Client API
Gateway
DynamoDB
SQS
(DLQ)
Lambda Lambda
(throttled)
RDS
DynamoDB
Stream
Serverless Microservice
Key Points:
• DynamoDB Streams work like Kinesis, batches are retried
• You must manage your own Dead Letter Queue (DLQ)
• Include a last_updated field to limit your SQL query
Synchronous
Request
@jeremy_daly
Twilio API
The Circuit Breaker
Client API Gateway Lambda
ElasticacheKey Points:
• Cache your cache with warm functions
• Use a reasonable failure count
• Cost (and frustration) saver for synchronous requests
Status
Check CLOSED
OPEN
Increment Failure Count
HALF OPEN
“Everything fails all the time.”
~WernerVogels
@jeremy_daly
The Notifier
Key Points:
• SNS has a “well-defined API”
• Decouples downstream processes
• Allows multiple subscribers with message filters
Client
SNS
“Asynchronous”
Request
ack
Serverless Microservice
@jeremy_daly
HTTP
SMS
Lambda
SQS
Email
@jeremy_daly
The Event Fork
“Asynchronous”
Request
ack
SQS
Queue LambdaSNS
Topic
DynamoDBClient API
Gateway
Lambda
Event processing pipeline
SQS
Queue Lambda Kinesis Firehose
Event Search & Analytics pipeline
Elasticsearch
S3 Dead Letter Bucket
SQS
Queue Lambda Kinesis Firehose
Event Storage & Backup pipeline
S3 Backup
Bucket
amount > $100
Key Points:
• Common patterns that can be reused
• Filters allow you to control pipeline data
• SNS to SQS is “guaranteed” (100,010 retries)
Serverless Microservice Best Practices🏅
• Services should have their own private data
• Services should be independently deployable
• Utilize eventual consistency
• Use asynchronous processes whenever possible
• Keep services small, but valuable
@jeremy_daly
Where do we go from here? 🤔
• Loose Coupling and High Cohesion
• Function Composition
• Orchestration versus Choreography
• State Machines (AWS Step Functions)
• Lambda Layers & Nested Applications
@jeremy_daly
Things I’m working on…
Blog: jeremydaly.com
Newsletter: Offbynone.io
Lambda API: LambdaAPI.com
Podcast: ServerlessChats.com
GitHub: github.com/jeremydaly
Twitter: @jeremy_daly
@jeremy_daly
ThankYou!
Jeremy Daly
jeremy@jeremydaly.com
@jeremy_daly

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Serverless Microservice Patterns for AWS

  • 1. Serverless Microservice Patterns for AWS Jeremy Daly CTO, AlertMe.news @jeremy_daly
  • 2. Jeremy Daly • CTO at AlertMe.news • Consultant that works with companies building in the cloud • 20+ year veteran of technology startups • Started migrating workloads to the cloud in 2009 • Blogger, open-source contributor, speaker • Publish Off-by-none, a weekly newsletter about serverless @jeremy_daly
  • 3. Agenda • Serverless Microservices ⚡ • Communication Types ☎ • Serverless Microservice Patterns 🌀 • Serverless Microservice Best Practices 🏅 • Next steps 🤔 @jeremy_daly
  • 4. Serverless Microservices ⚡ • Multiple functions and managed components per service • Functions are independently configurable and scalable • Functions can have separate IAM roles • Functions can use different runtimes • Functions are stateless ⚠ @jeremy_daly
  • 5. Communication Types ☎ • Synchronous Communication ⏳ Services can be invoked by other services and must wait for a reply. This is considered a blocking request, because the invoking service cannot finish executing until a response is received. • Asynchronous Communication 🚀 This is a non-blocking request. A service can invoke (or trigger) another service directly or it can use another type of communication channel to queue information.The service typically only needs to wait for confirmation (ack) that the request was received. @jeremy_daly
  • 6. Serverless Microservice Patterns WARNING: Poorly named patterns ahead
  • 7. The SimpleWeb Service Client API Gateway Lambda DynamoDB @jeremy_daly
  • 8. The Gatekeeper Client API Gateway DynamoDB IAM Policy DynamoDBCognito Authorization Service Lambda Lambda Authorizer @jeremy_daly
  • 9. RDS The ScalableWebhook Client API Gateway SQS Queue SQS (DLQ) Lambda Lambda (throttled) ack “Asynchronous” Request Synchronous Request @jeremy_daly
  • 10. The Internal API Client w/ AWS-SDK DynamoDBLambda SQS (DLQ) Client w/ AWS-SDK DynamoDBLambda “Asynchronous” Request ack The Internal Handoff Lambda invoke() InvocationType: “RequestResponse” Lambda invoke() InvocationType: “Event” Synchronous Request Serverless Microservice Avoid API Gateway with internal invocations Beware of synchronous chaining @jeremy_daly
  • 11. The FIFOer Client w/ AWS-SDK DynamoDB SQS Queue (FIFO) SQS (DLQ) Lambda (concurrency of 1) ack “Asynchronous” Request CloudWatch Rule (trigger every minute) InvocationType: “Event” Be sure to avoid cascading effects (this is an exception) @jeremy_daly
  • 12. The Strangler Client API Gateway DynamoDBLambda ELB Serverless Microservice Legacy App API Gateway adds latency and can be expensive HTTP_PROXY IntegrationType @jeremy_daly
  • 13. ALB The (Better) Strangler Client DynamoDBLambda Serverless Microservice Legacy App ALBs don’t support Custom Authorizers, Usage Plans, API Keys, etc. Lambda TargetType @jeremy_daly Advanced Request Routing • HTTP headers and methods • Query parameters • Source IP
  • 14. hit The Read Heavy Reporting Engine Client API Gateway RDSLambda Elasticache Key Points: • Make sureTTLs are set appropriately • Include the ability to invalidate cache • Create new RDS connections ONLY on misses @jeremy_daly
  • 15. Lambda The Fan-Out / Fan-In Client DynamoDB LambdaWorker LambdaWorker LambdaWorker S3 Bucket OR Collect Results (Fan-In) Concurrent Executions of the SAME function “Asynchronous” Request SQS (DLQ) ack SQS (DLQ) @jeremy_daly
  • 16. The Eventually Consistent Client API Gateway DynamoDB SQS (DLQ) Lambda Lambda (throttled) RDS DynamoDB Stream Serverless Microservice Key Points: • DynamoDB Streams work like Kinesis, batches are retried • You must manage your own Dead Letter Queue (DLQ) • Include a last_updated field to limit your SQL query Synchronous Request @jeremy_daly
  • 17. Twilio API The Circuit Breaker Client API Gateway Lambda ElasticacheKey Points: • Cache your cache with warm functions • Use a reasonable failure count • Cost (and frustration) saver for synchronous requests Status Check CLOSED OPEN Increment Failure Count HALF OPEN “Everything fails all the time.” ~WernerVogels @jeremy_daly
  • 18. The Notifier Key Points: • SNS has a “well-defined API” • Decouples downstream processes • Allows multiple subscribers with message filters Client SNS “Asynchronous” Request ack Serverless Microservice @jeremy_daly HTTP SMS Lambda SQS Email
  • 19. @jeremy_daly The Event Fork “Asynchronous” Request ack SQS Queue LambdaSNS Topic DynamoDBClient API Gateway Lambda Event processing pipeline SQS Queue Lambda Kinesis Firehose Event Search & Analytics pipeline Elasticsearch S3 Dead Letter Bucket SQS Queue Lambda Kinesis Firehose Event Storage & Backup pipeline S3 Backup Bucket amount > $100 Key Points: • Common patterns that can be reused • Filters allow you to control pipeline data • SNS to SQS is “guaranteed” (100,010 retries)
  • 20. Serverless Microservice Best Practices🏅 • Services should have their own private data • Services should be independently deployable • Utilize eventual consistency • Use asynchronous processes whenever possible • Keep services small, but valuable @jeremy_daly
  • 21. Where do we go from here? 🤔 • Loose Coupling and High Cohesion • Function Composition • Orchestration versus Choreography • State Machines (AWS Step Functions) • Lambda Layers & Nested Applications @jeremy_daly
  • 22. Things I’m working on… Blog: jeremydaly.com Newsletter: Offbynone.io Lambda API: LambdaAPI.com Podcast: ServerlessChats.com GitHub: github.com/jeremydaly Twitter: @jeremy_daly @jeremy_daly