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Welcome to ServerlessToronto.org
“Home of Less IT Mess”
1
Introduce Yourself ☺
- Why are you here?
- Looking for work or Offering work?
Fill the survey to win prises:
- https://forms.gle/gystJ2rbT8TdzkhZ6
“Deliver Business Value Faster with AWS Step
Functions” will start at 5:10pm…
Serverless is not just about the Tech:
2
Serverless is New Agile & Mindset
#1 Serverless Dev
(Back-end FaaS dev, but
turned into gluing APIs
and Managed Services)
#2 We're obsessed to
creating business value
(meaningful MVPs,
Products), to empower
Business users
#3 We build bridges
between Serverless
Community (“Dev leg”),
and Front-end & Voice-
First developers & User
Experience designers
(“UX leg”)
#4 Achieve agility NOT
by “sprinting” faster
(like in Scrum), but
working smarter (by
using bigger building
blocks and less Ops)
What is the Serverless Mindset?
3
Way too often we – the IT folks, have obsession for “pimping up our cars”
(infrastructure/code) instead for “driving business” forward & taking them places ☺
Upcoming #ServerlessTO Online Meetups
4
1. Google Cloud Next ’20 Recap + Cloud Run where Serverless
meets Containers – Kelsey Hightower ** OCT 5 @ 6pm EST **
2. Your Presentation ☺
Serverless ≠ AWS, so practitioners from other clouds are welcome!
Knowledge Sponsor
1. Production-Ready Serverless
GOOD LUCK!
2. Serverless Architectures on AWS,
2nd Edition
Fill the survey to win ☺
Deliver Business Value Faster
with AWS Step Functions
Yan Cui – AWS Serverless Hero,
Consultant, Author, Trainer, Developer
Advocate at @Lumigo
6
The Feature Presentation
What is step functions?
How it works?
When to use it?
Orchestration vs Choreography
Real-world case studies
Design patterns
Agenda
@theburningmonk theburningmonk.com
Step Functions
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orchestration service that allows you to
model workflows as state machines
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design with JSON
https://states-language.net/spec.html
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Step Functions OOP
class
instanceexecution
input arguments
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start a state machine via..
StepFunctions
.startExecution(req)
.promise()
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start a state machine via..
API Gateway
StepFunctions
.startExecution(req)
.promise()
@theburningmonk theburningmonk.com
start a state machine via..
EventBridge
including cron
StepFunctions
.startExecution(req)
.promise()
API Gateway
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
state transitions
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
$25 PER MILLION
@theburningmonk theburningmonk.com
$25 PER MILLION
15X LAMBDA PRICING!
@theburningmonk theburningmonk.com
https://aws.amazon.com/about-aws/whats-new/2019/12/introducing-aws-step-functions-express-workflows
@theburningmonk theburningmonk.com
Yan Cui
http://theburningmonk.com
@theburningmonk
AWS user for 10 years
http://bit.ly/yubl-serverless
Yan Cui
http://theburningmonk.com
@theburningmonk
Developer Advocate @
Yan Cui
http://theburningmonk.com
@theburningmonk
Independent Consultant
advisetraining development
theburningmonk.com/courses
homeschool.dev
designing state machines
types of states
@theburningmonk theburningmonk.com
"TaskState": {
 "Type": "Task",
 "Resource": "arn:aws:lambda:us-east-1:1234556788:function:hello-world",
 "Next": "NextState",
 "TimeoutSeconds": 300
}
Task
Performs a task.
@theburningmonk theburningmonk.com
"TaskState": {
 "Type": "Task",
 "Resource": "arn:aws:lambda:us-east-1:1234556788:function:hello-world",
 "Next": "NextState",
 "TimeoutSeconds": 300
}
Task
Performs a task.
@theburningmonk theburningmonk.com
"TaskState": {
 "Type": "Task",
 "Resource": "arn:aws:lambda:us-east-1:1234556788:function:hello-world",
 "Next": "NextState",
 "TimeoutSeconds": 300
}
Task
Performs a task.
@theburningmonk theburningmonk.com
"TaskState": {
 "Type": "Task",
 "Resource": "arn:aws:lambda:us-east-1:1234556788:function:hello-world",
 "Next": "NextState",
 "TimeoutSeconds": 300
}
Task
Performs a task.
@theburningmonk theburningmonk.com
"TaskState": {
 "Type": "Task",
 "Resource": "arn:aws:lambda:us-east-1:1234556788:function:hello-world",
 "Next": "NextState",
 "TimeoutSeconds": 300
}
Task
Defaults to 60s, even if function has longer timeout
Performs a task.
@theburningmonk theburningmonk.com
"TaskState": {
 "Type": "Task",
 "Resource": "arn:aws:lambda:us-east-1:1234556788:function:hello-world",
 "Next": "NextState",
 "TimeoutSeconds": 300
}
Task
Defaults to 60s, even if function has longer timeout
Set this to match your function’s timeout
Performs a task.
@theburningmonk theburningmonk.com
"TaskState": {
 "Type": "Task",
 "Resource": "arn:aws:lambda:us-east-1:1234556788:function:hello-world",
 "Next": "NextState",
 "TimeoutSeconds": 300
}
Task
Doesn’t have to be Lambda function.
Performs a task.
@theburningmonk theburningmonk.com
"TaskState": {
 "Type": "Task",
 "Resource": "arn:aws:lambda:us-east-1:1234556788:function:hello-world",
 "Next": "NextState",
 "TimeoutSeconds": 300
}
Task
Doesn’t have to be Lambda function.
Performs a task.
Activity, AWS Batch, ECS task, DynamoDB,
SNS, SQS, AWS Glue, SageMaker
@theburningmonk theburningmonk.com
{ “x”: 42, “y”: 13 }
$ =>
{
“x”: 42,
“y”: 13
}
"choose": {
"Type": "Choice",
"Choices": [
{
"And": [
{
"Variable": "$.x",
"NumericGreaterThanEquals": 42
},
{
"Variable": "$.y",
"NumericLessThan": 42
}
],
"Next": "subtract"
}
],
"Default": "add"
},
@theburningmonk theburningmonk.com
{ “x”: 42, “y”: 13 }
$ =>
{
“x”: 42,
“y”: 13
}
"subtract": {
"Type": "Task",
“Resource": "arn:aws:lambda:…",
"Next": "double",
"ResultPath": "$.n"
},
@theburningmonk theburningmonk.com
{ “x”: 42, “y”: 13 }
$ =>
{
“x”: 42,
“y”: 13
}
module.exports.handler = async (input, context) => {
return input.x - input.y
}
$.n
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{ “x”: 42, “y”: 13 }
$ =>
{
“x”: 42,
“y”: 13,
“n”: 29
}
@theburningmonk theburningmonk.com
{ “x”: 42, “y”: 13 }
$ =>
{
“x”: 42,
“y”: 13,
“n”: 29
}
"double": {
“Type": "Task",
“Resource”: ”arn:aws:lambda:...",
“InputPath": "$.n",
“End": true
}
@theburningmonk theburningmonk.com
{ “x”: 42, “y”: 13 }
$ =>
{
“x”: 42,
“y”: 13,
“n”: 29
}
module.exports.handler = async (input, context) => {
return input * 2;
}
$.n
$
@theburningmonk theburningmonk.com
{ “x”: 42, “y”: 13 }
$ => 58
"double": {
“Type": "Task",
“Resource”: ”arn:aws:lambda:...",
“InputPath": "$.n",
“End": true
}
@theburningmonk theburningmonk.com
{ “x”: 42, “y”: 13 }
{ “output”: 58 }
@theburningmonk theburningmonk.com
"NoOp": {
 "Type": "Pass",  
 "Result": {
   "is": 42
 },
 "ResultPath": "$.the_answer_to_the_question_of_life_the_universe_and_everything",
 "Next": "NextState"
}
Pass
Passes input to output without doing any work.
@theburningmonk theburningmonk.com
"NoOp": {
 "Type": "Pass",  
 "Result": {
   "is": 42
 },
 "ResultPath": "$.the_answer_to_the_question_of_life_the_universe_and_everything",
 "Next": "NextState"
}
Pass
Passes input to output without doing any work.
@theburningmonk theburningmonk.com
Pass
Passes input to output without doing any work.
{ }
{
 “the_answer_to_the_question_of_life_the_universe_and_everything”: {
   “is”: 42
 }
}
@theburningmonk theburningmonk.com
"WaitTenSeconds" : {
 "Type" : "Wait",
 "Seconds" : 10,
 "Next": "NextState"
}
Wait
Wait before transitioning to next state.
"WaitTenSeconds" : {
 "Type" : "Wait",
“Timestamp": "2018-08-08T01:59:00Z",  
"Next": "NextState"
}
@theburningmonk theburningmonk.com
"WaitTenSeconds" : {
 "Type" : "Wait",
 "Seconds" : 10,
 "Next": "NextState"
}
Wait
Wait before transitioning to next state.
"WaitTenSeconds" : {
 "Type" : "Wait",
“Timestamp": "2018-08-08T01:59:00Z",  
"Next": "NextState"
}
@theburningmonk theburningmonk.com
"WaitTenSeconds" : {
 "Type" : "Wait",
 "SecondsPath" : "$.waitTime",
 "Next": "NextState"
}
Wait
Wait before transitioning to next state.
"WaitTenSeconds" : {
 "Type" : "Wait",
“TimestampPath": “$.waitUntil”,  
"Next": "NextState"
}
@theburningmonk theburningmonk.com
"ChoiceState": {
 "Type" : "Choice",
 "Choices": [
   {
      "Variable": "$.name",
     "StringEquals": "Neo"
     "Next": "RedPill"
   }
 ],
 "Default": "BluePill"
}
Choice
Adds branching logic to the state machine.
@theburningmonk theburningmonk.com
"ChoiceState": {
 "Type" : "Choice",
 "Choices": [
   {
      "Variable": "$.name",
     "StringEquals": "Neo"
     "Next": "RedPill"
   }
 ],
 "Default": "BluePill"
}
Choice
Adds branching logic to the state machine.
@theburningmonk theburningmonk.com
"ChoiceState": {
 "Type" : "Choice",
 "Choices": [
   {
      "Variable": "$.name",
     "StringEquals": "Neo"
     "Next": "RedPill"
   }
 ],
 "Default": "BluePill"
}
Choice
Adds branching logic to the state machine.
@theburningmonk theburningmonk.com
"ChoiceState": {
 "Type" : "Choice",
 "Choices": [
   {
      "Variable": "$.name",
     "StringEquals": "Neo"
     "Next": "RedPill"
   }
 ],
 "Default": "BluePill"
}
Choice
Adds branching logic to the state machine.
{
“And”: [
{
      "Variable": "$.name",
      "StringEquals": “Cypher"
    },
{
      "Variable": "$.afterNeoIsRescued",
      "BooleanEquals": true
    },
],
  "Next": "BluePill"
}
@theburningmonk theburningmonk.com
"FunWithMath": {
 "Type": "Parallel",
 "Branches": [
   {
     "StartAt": "Add",
     "States": {
       "Add": {
         "Type": "Task",
         "Resource": "arn:aws:lambda:us-east-1:1234556788:function:add",
         "End": true
       }
     }
   },
   …
 ],
 "Next": "NextState"
}
Parallel
Performs tasks in parallel.
@theburningmonk theburningmonk.com
"FunWithMath": {
 "Type": "Map",
 "Iterator": [
   {
     "StartAt": "DoSomething",
     "States": {
       "Add": {
         "Type": "Task",
         "Resource": “arn:aws:lambda:us-east-1:1234556788:function:doSomething",
         "End": true
       }
     }
   },
   …
 ],
 "Next": "NextState"
}
Map
Dynamic parallelism!
@theburningmonk theburningmonk.com
"FunWithMath": {
 "Type": "Map",
 "Iterator": [
   {
     "StartAt": "DoSomething",
     "States": {
       "Add": {
         "Type": "Task",
         "Resource": "arn:aws:lambda:us-east-1:1234556788:function:doSomething",
         "End": true
       }
     }
   },
   …
 ],
 "Next": "NextState"
}
Map
Dynamic parallelism!
e.g. [ { … }, { … }, { … } ]
@theburningmonk theburningmonk.com
"SuccessState" : {
 "Type" : "Succeed"
}
Succeed
Terminates the state machine successfully.
@theburningmonk theburningmonk.com
"FailState" : {
 "Type" : “Fail",
"Error" : "TypeA",
"Cause" : "Kaiju Attack",
}
Fail
Terminates the state machine and mark it as failure.
@theburningmonk theburningmonk.com
https://aws.amazon.com/about-aws/whats-new/2019/08/aws-step-function-adds-support-for-nested-workflows
WHEN TO USE STEP FUNCTIONS?
@theburningmonk theburningmonk.com
$25 PER MILLION
15X LAMBDA PRICING!
@theburningmonk theburningmonk.com
another moving part to manage
@theburningmonk theburningmonk.com
what’s the return-on-investment?
@theburningmonk theburningmonk.com
Pros Cons
$$$
@theburningmonk theburningmonk.com
https://aws.amazon.com/about-aws/whats-new/2019/12/introducing-aws-step-functions-express-workflows
@theburningmonk theburningmonk.com
Pros Cons
visual
$$$
@theburningmonk theburningmonk.com
Great for collaboration with team
members who are not engineers
@theburningmonk theburningmonk.com
Makes it easy for anyone to identify
and debug application errors.
@theburningmonk theburningmonk.com
Pros Cons
visual
$$$
error handling
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Makes deciding on timeout setting for Lambda
functions easier when you don’t have to consider
retry and exponential backoff, etc.
@theburningmonk theburningmonk.com
Surfaces error handling for everyone to see, makes it
easy for others to see without digging into the code.
@theburningmonk theburningmonk.com
Pros Cons
visual
$$$
error handling
audit
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@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
Pros Cons
visual
$$$
error handling
audit
@theburningmonk theburningmonk.com
business critical workflows
what: stuff that makes money, e.g. payment and
subscription flows.
why: more robust error handling worth the premium.
@theburningmonk theburningmonk.com
complex workflows
what: complex workflows that involves many states,
branching logic, etc.
why: visual workflow is a powerful design (for product)
and diagnostic tool (for customer support).
@theburningmonk theburningmonk.com
long running workflows
what: workflows that cannot complete in 15 minutes
(Lambda limit).
why: AWS discourages recursive Lambda functions,
Step Functions gives you explicit branching checks,
and can timeout at workflow level.
@theburningmonk theburningmonk.com
https://aws.amazon.com/about-aws/whats-new/2019/12/introducing-aws-step-functions-express-workflows
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
https://docs.aws.amazon.com/step-functions/latest/dg/concepts-standard-vs-express.html
@theburningmonk theburningmonk.com
https://docs.aws.amazon.com/step-functions/latest/dg/concepts-standard-vs-express.html
@theburningmonk theburningmonk.com
https://docs.aws.amazon.com/step-functions/latest/dg/concepts-standard-vs-express.html
@theburningmonk theburningmonk.com
https://docs.aws.amazon.com/step-functions/latest/dg/concepts-standard-vs-express.html
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
use Express Workflows for high-throughput,
short-lived workflows (OLTP)
@theburningmonk theburningmonk.com
Pros Cons
visual
$$$
error handling
audit
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@theburningmonk theburningmonk.com
Orchestration Choreography
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Orchestration Choreography
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orchestration within a bounded-context
choreography between bounded-contexts
Rule of Thumb
@theburningmonk theburningmonk.com
bounded context
fits within my head
high cohesion
same ownership
@theburningmonk theburningmonk.com
bounded context
the workflow doesn’t exist
as a standalone concept,
but as the sum of a series of
loosely connected parts
Lambda
Lambda
Lambda
SQS
SQS
API Gateway
@theburningmonk theburningmonk.com
bounded context A bounded context B bounded context C
EventBridge SNS
@theburningmonk theburningmonk.com
https://lumigo.io/blog/5-reasons-why-you-should-use-eventbridge-instead-of-sns
@theburningmonk theburningmonk.com
don’t forget to
emit events from
the workflow
@theburningmonk theburningmonk.com
orchestration within a bounded-context
choreography between bounded-contexts
Rule of Thumb
Step Functions in the wild
@theburningmonk theburningmonk.com
Backend system was slow and had
timing issue, so they needed to add a
90s delay before processing payment.
Step Functions was the most cost-
efficient and scalable way to
implement this wait.
@theburningmonk theburningmonk.com
Update nutritional info on over 100
brands to comply with FDA regulations.
Reduced processing time from 36 hours
to 10 seconds.
@theburningmonk theburningmonk.com
Transcode video segments in parallel.
Reduced processing time from ~20 mins
to ~2 mins.
@theburningmonk theburningmonk.com
Manages their food delivery experience.
@theburningmonk theburningmonk.com
Automates subscription fulfilments with
Step Functions.
@theburningmonk theburningmonk.com
Automates subscription billing system
with Step Functions.
@theburningmonk theburningmonk.com
Implements payment processing, and
subscription fulfillment systems with Step
Functions, and many more.
@theburningmonk theburningmonk.com
sagas
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managing failures in a distributed transaction
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@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
Success path!
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Failure paths…
@theburningmonk theburningmonk.com
"BookFlight": {
"Type": “Task",
"Resource": “arn:aws:lambda:…”,
"Catch": [
{
"ErrorEquals": [ “States.ALL" ],
"ResultPath": "$.BookFlightError",
"Next": “CancelFlight"
}
],
"ResultPath": "$.BookFlightResult",
"Next": "BookRental"
},
@theburningmonk theburningmonk.com
"BookFlight": {
"Type": “Task",
"Resource": “arn:aws:lambda:…”,
"Catch": [
{
"ErrorEquals": [ “States.ALL" ],
"ResultPath": "$.BookFlightError",
"Next": “CancelFlight"
}
],
"ResultPath": "$.BookFlightResult",
"Next": "BookRental"
},
@theburningmonk theburningmonk.com
"BookFlight": {
"Type": “Task",
"Resource": “arn:aws:lambda:…”,
"Catch": [
{
"ErrorEquals": [ “States.ALL" ],
"ResultPath": "$.BookFlightError",
"Next": “CancelFlight"
}
],
"ResultPath": "$.BookFlightResult",
"Next": "BookRental"
},
@theburningmonk theburningmonk.com
"CancelFlight": {
"Type": “Task",
"Resource": “arn:aws:lambda:…”,
"Catch": [
{
"ErrorEquals": [ “States.ALL" ],
"ResultPath": "$.CancelFlightError",
"Next": “CancelFlight"
}
],
"ResultPath": "$.CancelFlightResult",
"Next": “CancelHotel"
},
@theburningmonk theburningmonk.com
"CancelFlight": {
"Type": “Task",
"Resource": “arn:aws:lambda:…”,
"Catch": [
{
"ErrorEquals": [ “States.ALL" ],
"ResultPath": "$.CancelFlightError",
"Next": “CancelFlight"
}
],
"ResultPath": "$.CancelFlightResult",
"Next": “CancelHotel"
},
@theburningmonk theburningmonk.com
https://github.com/theburningmonk/lambda-saga-pattern
@theburningmonk theburningmonk.com
callbacks
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https://docs.aws.amazon.com/step-functions/latest/dg/connect-to-resource.html#connect-wait-token
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
TaskToken
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
TaskToken
?
@theburningmonk theburningmonk.com
?
@theburningmonk theburningmonk.com
sendTaskSuccess(TaskToken)
?
@theburningmonk theburningmonk.com
@theburningmonk theburningmonk.com
"Publish SQS message": {
 "Type": "Task",
 "Resource": "arn:aws:states:::sqs:sendMessage.waitForTaskToken",
 "Parameters": {
 "QueueUrl": !Ref MyQueue,
"MessageBody": {
"Token.$": "$$.Task.Token"
}
},
 "Next": "NextState"
}
@theburningmonk theburningmonk.com
"Publish SQS message": {
 "Type": "Task",
 "Resource": "arn:aws:states:::sqs:sendMessage.waitForTaskToken",
 "Parameters": {
 "QueueUrl": !Ref MyQueue,
"MessageBody": {
"Token.$": "$$.Task.Token"
}
},
 "Next": "NextState"
}
@theburningmonk theburningmonk.com
"Publish SQS message": {
 "Type": "Task",
 "Resource": "arn:aws:states:::sqs:sendMessage.waitForTaskToken",
 "Parameters": {
 "QueueUrl": !Ref MyQueue,
"MessageBody": {
"Token.$": "$$.Task.Token"
}
},
 "Next": "NextState"
}
@theburningmonk theburningmonk.com
"Publish SQS message": {
 "Type": "Task",
 "Resource": "arn:aws:states:::sqs:sendMessage.waitForTaskToken",
 "Parameters": {
 "QueueUrl": !Ref MyQueue,
"MessageBody": {
"Token.$": "$$.Task.Token"
}
},
 "Next": "NextState"
}
@theburningmonk theburningmonk.com
https://docs.aws.amazon.com/step-functions/latest/dg/input-output-contextobject.html
@theburningmonk theburningmonk.com
"Publish SQS message": {
 "Type": "Task",
 "Resource": "arn:aws:states:::sqs:sendMessage.waitForTaskToken",
 "Parameters": {
 "QueueUrl": !Ref MyQueue,
"MessageBody": {
"Token.$": "$$.Task.Token",
"ExecutionId.$": "$$.Execution.Id",
"StateMachineId.$": "$$.StateMachine.Id"
}
},
 "Next": "NextState"
}
@theburningmonk theburningmonk.com
sendTaskSuccess(TaskToken)
?
needs access to
Step Functions
@theburningmonk theburningmonk.com
HTTP POST
?
sendTaskSuccess
@theburningmonk theburningmonk.com
https://go.aws/38KynD1
@theburningmonk theburningmonk.com
TaskToken
@theburningmonk theburningmonk.com
map-reduce
@theburningmonk theburningmonk.com
Map
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large payloads
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