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© 2015, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Pahud Hsieh(謝洪恩), Solutions Architect
Serverless Application Development
with SAM
21st June 2017
Agenda
What is a Serverless Application?
What do we need to think about when building one?
• Building and Deploying
• Continuous Integration & Continuous Delivery
• Versioning, Stages, Variables
What are
Serverless Applications?
No servers to provision
or manage
Scales with usage
Never pay for idle Availability and fault
tolerance built in
Serverless means…
Serverless application
EVENT SOURCE SERVICES (ANYTHING)
Changes in
data state
Requests to
endpoints
Changes in
resource state
FUNCTION
Node.js
Python
Java
C#
API Gateway
Internet
Mobile Apps
Websites
Services
AWS Lambda
functions
AWS
API Gateway
Cache
Endpoints on
Amazon EC2
All publicly
accessible
endpoints
Amazon
CloudWatch
Monitoring
Amazon
CloudFront
Any other
AWS service
Common use cases
Web
Applications
• Static
websites
• Complex web
apps
• Packages for
Flask and
Express
Data
Processing
• Real time
• MapReduce
• Batch
Chatbots
• Powering
chatbot logic
Backends
• Apps &
services
• Mobile
• IoT
</></>
Amazon
Alexa
• Powering
voice-enabled
apps
• Alexa Skills
Kit
IT
Automation
• Policy engines
• Extending
AWS services
• Infrastructure
management
Building and Deploying
Serverless Applications
Building a deployment package
Node.js & Python
• .zip file consisting of
your code and any
dependencies
• Use npm/pip to
install libraries
• All dependencies
must be at root level
Java
• Either .zip file with all
code/dependencies,
or standalone .jar
• Use Maven / Eclipse
IDE plugins
• Compiled class &
resource files at root
level, required jars in
/lib directory
C# (.NET Core)
• Either .zip file with all
code/dependencies,
or a standalone .dll
• Use NuGet /
VisualStudio plugins
• All assemblies (.dll)
at root level
Create templates of your infrastructure
CloudFormation provisions AWS resources
based on dependency needs
Version control/replicate/update templates like
code
Integrates with development, CI/CD,
management tools
JSON and YAML supported
AWS CloudFormation
AWSTemplateFormatVersion: '2010-09-09'
Resources:
GetHtmlFunctionGetHtmlPermissionProd:
Type: AWS::Lambda::Permission
Properties:
Action: lambda:invokeFunction
Principal: apigateway.amazonaws.com
FunctionName:
Ref: GetHtmlFunction
SourceArn:
Fn::Sub: arn:aws:execute-api:${AWS::Region}:${AWS::AccountId}:${ServerlessRestApi}/Prod/ANY/*
ServerlessRestApiProdStage:
Type: AWS::ApiGateway::Stage
Properties:
DeploymentId:
Ref: ServerlessRestApiDeployment
RestApiId:
Ref: ServerlessRestApi
StageName: Prod
ListTable:
Type: AWS::DynamoDB::Table
Properties:
ProvisionedThroughput:
WriteCapacityUnits: 5
ReadCapacityUnits: 5
AttributeDefinitions:
- AttributeName: id
AttributeType: S
KeySchema:
- KeyType: HASH
AttributeName: id
GetHtmlFunction:
Type: AWS::Lambda::Function
Properties:
Handler: index.gethtml
Code:
S3Bucket: flourish-demo-bucket
S3Key: todo_list.zip
Role:
Fn::GetAtt:
- GetHtmlFunctionRole
- Arn
Runtime: nodejs4.3
GetHtmlFunctionRole:
Type: AWS::IAM::Role
Properties:
ManagedPolicyArns:
- arn:aws:iam::aws:policy/AmazonDynamoDBReadOnlyAccess
- arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole
AssumeRolePolicyDocument:
Version: '2012-10-17'
Statement:
- Action:
- sts:AssumeRole
Effect: Allow
Principal:
Service:
- lambda.amazonaws.com
ServerlessRestApiDeployment:
Type: AWS::ApiGateway::Deployment
Properties:
RestApiId:
Ref: ServerlessRestApi
Description: 'RestApi deployment id: 127e3fb91142ab1ddc5f5446adb094442581a90d'
StageName: Stage
GetHtmlFunctionGetHtmlPermissionTest:
Type: AWS::Lambda::Permission
Properties:
Action: lambda:invokeFunction
Principal: apigateway.amazonaws.com
FunctionName:
Ref: GetHtmlFunction
SourceArn:
Fn::Sub: arn:aws:execute-api:${AWS::Region}:${AWS::AccountId}:${ServerlessRestApi}/*/ANY/*
ServerlessRestApi:
Type: AWS::ApiGateway::RestApi
Properties:
Body:
info:
version: '1.0'
title:
Ref: AWS::StackName
paths:
"/{proxy+}":
x-amazon-apigateway-any-method:
x-amazon-apigateway-integration:
httpMethod: ANY
type: aws_proxy
uri:
Fn::Sub: arn:aws:apigateway:${AWS::Region}:lambda:path/2015-03-
31/functions/${GetHtmlFunction.Arn}/invocations
responses: {}
swagger: '2.0'
CloudFormation template
AWS Serverless Application Model (SAM)
CloudFormation extension optimized for
serverless
New serverless resource types: functions,
APIs, and tables
Supports anything CloudFormation supports
Open specification (Apache 2.0)
AWSTemplateFormatVersion: '2010-09-09'
Resources:
GetHtmlFunctionGetHtmlPermissionProd:
Type: AWS::Lambda::Permission
Properties:
Action: lambda:invokeFunction
Principal: apigateway.amazonaws.com
FunctionName:
Ref: GetHtmlFunction
SourceArn:
Fn::Sub: arn:aws:execute-api:${AWS::Region}:${AWS::AccountId}:${ServerlessRestApi}/Prod/ANY/*
ServerlessRestApiProdStage:
Type: AWS::ApiGateway::Stage
Properties:
DeploymentId:
Ref: ServerlessRestApiDeployment
RestApiId:
Ref: ServerlessRestApi
StageName: Prod
ListTable:
Type: AWS::DynamoDB::Table
Properties:
ProvisionedThroughput:
WriteCapacityUnits: 5
ReadCapacityUnits: 5
AttributeDefinitions:
- AttributeName: id
AttributeType: S
KeySchema:
- KeyType: HASH
AttributeName: id
GetHtmlFunction:
Type: AWS::Lambda::Function
Properties:
Handler: index.gethtml
Code:
S3Bucket: flourish-demo-bucket
S3Key: todo_list.zip
Role:
Fn::GetAtt:
- GetHtmlFunctionRole
- Arn
Runtime: nodejs4.3
GetHtmlFunctionRole:
Type: AWS::IAM::Role
Properties:
ManagedPolicyArns:
- arn:aws:iam::aws:policy/AmazonDynamoDBReadOnlyAccess
- arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole
AssumeRolePolicyDocument:
Version: '2012-10-17'
Statement:
- Action:
- sts:AssumeRole
Effect: Allow
Principal:
Service:
- lambda.amazonaws.com
ServerlessRestApiDeployment:
Type: AWS::ApiGateway::Deployment
Properties:
RestApiId:
Ref: ServerlessRestApi
Description: 'RestApi deployment id: 127e3fb91142ab1ddc5f5446adb094442581a90d'
StageName: Stage
GetHtmlFunctionGetHtmlPermissionTest:
Type: AWS::Lambda::Permission
Properties:
Action: lambda:invokeFunction
Principal: apigateway.amazonaws.com
FunctionName:
Ref: GetHtmlFunction
SourceArn:
Fn::Sub: arn:aws:execute-api:${AWS::Region}:${AWS::AccountId}:${ServerlessRestApi}/*/ANY/*
ServerlessRestApi:
Type: AWS::ApiGateway::RestApi
Properties:
Body:
info:
version: '1.0'
title:
Ref: AWS::StackName
paths:
"/{proxy+}":
x-amazon-apigateway-any-method:
x-amazon-apigateway-integration:
httpMethod: ANY
type: aws_proxy
uri:
Fn::Sub: arn:aws:apigateway:${AWS::Region}:lambda:path/2015-03-
31/functions/${GetHtmlFunction.Arn}/invocations
responses: {}
swagger: '2.0'
CloudFormation template
SAM template
AWSTemplateFormatVersion: '2010-09-09’
Transform: AWS::Serverless-2016-10-31
Resources:
GetHtmlFunction:
Type: AWS::Serverless::Function
Properties:
CodeUri: s3://flourish-demo-bucket/todo_list.zip
Handler: index.gethtml
Runtime: nodejs4.3
Policies: AmazonDynamoDBReadOnlyAccess
Events:
GetHtml:
Type: Api
Properties:
Path: /{proxy+}
Method: ANY
ListTable:
Type: AWS::Serverless::SimpleTable
AWS commands – Package & Deploy
Package
•Creates a deployment package (.zip file)
•Uploads deployment package to an Amazon S3 bucket
•Adds a CodeUri property with S3 URI
Deploy
•Calls CloudFormation ‘CreateChangeSet’ API
•Calls CloudFormation ‘ExecuteChangeSet’ API
Stage variables and Lambda alias for stages
Using Stage Variables in API Gateway together with Lambda function Aliases
helps you manage a single API configuration and Lambda function for multiple
stages
myLambdaFunction
1
2
3 = prod
4
5
6 = beta
7
8 = dev
My First API
Stage variable = lambdaAlias
Prod
lambdaAlias = prod
Beta
lambdaAlias = beta
Dev
lambdaAlias = dev
Manage Multiple Versions and Stages of your APIs
Works like a source repository – clone your API to create a new version:
API 1
(v1) Stage (dev)
Stage (prod)
API 2
(v2)
Stage (dev)
Continuous Integration &
Continuous Delivery for
Serverless Applications
Fully managed build service that compiles source code,
runs tests, and produces software packages
Scales continuously and processes multiple builds
concurrently
You can provide custom build environments suited to
your needs via Docker images
Only pay by the minute for the compute resources you
use
Launched with CodePipeline and Jenkins integration
AWS CodeBuild
version: 0.1
environment_variables:
plaintext:
"INPUT_FILE": "saml.yaml”
"S3_BUCKET": "”
phases:
install:
commands:
- npm install
pre_build:
commands:
- eslint *.js
build:
commands:
- npm test
post_build:
commands:
- aws cloudformation package --template $INPUT_FILE --s3-
bucket $S3_BUCKET --output-template post-saml.yaml
artifacts:
type: zip
files:
- post-saml.yaml
- beta.json
buildspec.yml Example
version: 0.1
environment_variables:
plaintext:
"INPUT_FILE": "saml.yaml”
"S3_BUCKET": "”
phases:
install:
commands:
- npm install
pre_build:
commands:
- eslint *.js
build:
commands:
- npm test
post_build:
commands:
- aws cloudformation package --template $INPUT_FILE --s3-
bucket $S3_BUCKET --output-template post-saml.yaml
artifacts:
type: zip
files:
- post-saml.yaml
- beta.json
• Variables to be used by phases of
build
• Examples for what you can do in
the phases of a build:
• You can install packages or run
commands to prepare your
environment in ”install”.
• Run syntax checking,
commands in “pre_build”.
• Execute your build
tool/command in “build”
• Test your app further or ship a
container image to a repository
in post_build
• Create and store an artifact in S3
buildspec.yml Example
Continuous delivery service for fast and
reliable application updates
Model and visualize your software release
process
Builds, tests, and deploys your code every time
there is a code change
Integrates with third-party tools and AWS
AWS CodePipeline
Source
Source
GitHub
Build
CodeBuild
AWS CodeBuild
Deploy
JavaApp
Elastic Beanstalk
Pipeline
Stage
Action
Transition
AWS CodePipeline
MyApplication
Build
CodeBuild
AWS CodeBuild
NotifyDevelopers
Lambda
Parallel actions
Source
Source
GitHub
Deploy
JavaApp
Elastic Beanstalk
AWS CodePipeline
MyApplication
Build
CodeBuild
AWS CodeBuild
NotifyDevelopers
Lambda
TestAPI
Runscope
Sequential actions
Deploy
JavaApp
Elastic Beanstalk
Source
Source
GitHub
AWS CodePipeline
MyApplication
Build
CodeBuild
AWS CodeBuild
Staging-Deploy
JavaApp
Elastic Beanstalk
Prod-Deploy
JavaApp
Elastic Beanstalk
QATeamReview
Manual Approval
Manual Approvals
Review
AWS CodePipeline
MyApplication
Deploy via CodePipeline
Pipeline flow:
1. Commit your code to a source code repository
2. Package in CodeBuild
3. Use CloudFormation actions in CodePipeline to
create or update stacks via SAM templates
Optional: Make use of ChangeSets
4. Make use of specific stage/environment
parameter files to pass in Lambda variables
5. Test our application between stages/environments
Optional: Make use of Manual Approvals
Putting it all together!
• Building and Deploying
• Continuous Integration & Continuous Delivery
• Versioning, Stages, Variables
Next steps
• See https://aws.amazon.com/serverless for reference
architectures, samples, and links to more content!
• Explore the AWS SAM specification on GitHub
• Visit the Lambda console, download a blueprint, and get
started building your own Serverless Applications
• Send us your questions, comments, and feedback on the
AWS Lambda Forums.
Thank you!

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Serverless Application Development with SAM

  • 1. © 2015, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Pahud Hsieh(謝洪恩), Solutions Architect Serverless Application Development with SAM 21st June 2017
  • 2. Agenda What is a Serverless Application? What do we need to think about when building one? • Building and Deploying • Continuous Integration & Continuous Delivery • Versioning, Stages, Variables
  • 4. No servers to provision or manage Scales with usage Never pay for idle Availability and fault tolerance built in Serverless means…
  • 5. Serverless application EVENT SOURCE SERVICES (ANYTHING) Changes in data state Requests to endpoints Changes in resource state FUNCTION Node.js Python Java C#
  • 6. API Gateway Internet Mobile Apps Websites Services AWS Lambda functions AWS API Gateway Cache Endpoints on Amazon EC2 All publicly accessible endpoints Amazon CloudWatch Monitoring Amazon CloudFront Any other AWS service
  • 7. Common use cases Web Applications • Static websites • Complex web apps • Packages for Flask and Express Data Processing • Real time • MapReduce • Batch Chatbots • Powering chatbot logic Backends • Apps & services • Mobile • IoT </></> Amazon Alexa • Powering voice-enabled apps • Alexa Skills Kit IT Automation • Policy engines • Extending AWS services • Infrastructure management
  • 9. Building a deployment package Node.js & Python • .zip file consisting of your code and any dependencies • Use npm/pip to install libraries • All dependencies must be at root level Java • Either .zip file with all code/dependencies, or standalone .jar • Use Maven / Eclipse IDE plugins • Compiled class & resource files at root level, required jars in /lib directory C# (.NET Core) • Either .zip file with all code/dependencies, or a standalone .dll • Use NuGet / VisualStudio plugins • All assemblies (.dll) at root level
  • 10. Create templates of your infrastructure CloudFormation provisions AWS resources based on dependency needs Version control/replicate/update templates like code Integrates with development, CI/CD, management tools JSON and YAML supported AWS CloudFormation
  • 11. AWSTemplateFormatVersion: '2010-09-09' Resources: GetHtmlFunctionGetHtmlPermissionProd: Type: AWS::Lambda::Permission Properties: Action: lambda:invokeFunction Principal: apigateway.amazonaws.com FunctionName: Ref: GetHtmlFunction SourceArn: Fn::Sub: arn:aws:execute-api:${AWS::Region}:${AWS::AccountId}:${ServerlessRestApi}/Prod/ANY/* ServerlessRestApiProdStage: Type: AWS::ApiGateway::Stage Properties: DeploymentId: Ref: ServerlessRestApiDeployment RestApiId: Ref: ServerlessRestApi StageName: Prod ListTable: Type: AWS::DynamoDB::Table Properties: ProvisionedThroughput: WriteCapacityUnits: 5 ReadCapacityUnits: 5 AttributeDefinitions: - AttributeName: id AttributeType: S KeySchema: - KeyType: HASH AttributeName: id GetHtmlFunction: Type: AWS::Lambda::Function Properties: Handler: index.gethtml Code: S3Bucket: flourish-demo-bucket S3Key: todo_list.zip Role: Fn::GetAtt: - GetHtmlFunctionRole - Arn Runtime: nodejs4.3 GetHtmlFunctionRole: Type: AWS::IAM::Role Properties: ManagedPolicyArns: - arn:aws:iam::aws:policy/AmazonDynamoDBReadOnlyAccess - arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole AssumeRolePolicyDocument: Version: '2012-10-17' Statement: - Action: - sts:AssumeRole Effect: Allow Principal: Service: - lambda.amazonaws.com ServerlessRestApiDeployment: Type: AWS::ApiGateway::Deployment Properties: RestApiId: Ref: ServerlessRestApi Description: 'RestApi deployment id: 127e3fb91142ab1ddc5f5446adb094442581a90d' StageName: Stage GetHtmlFunctionGetHtmlPermissionTest: Type: AWS::Lambda::Permission Properties: Action: lambda:invokeFunction Principal: apigateway.amazonaws.com FunctionName: Ref: GetHtmlFunction SourceArn: Fn::Sub: arn:aws:execute-api:${AWS::Region}:${AWS::AccountId}:${ServerlessRestApi}/*/ANY/* ServerlessRestApi: Type: AWS::ApiGateway::RestApi Properties: Body: info: version: '1.0' title: Ref: AWS::StackName paths: "/{proxy+}": x-amazon-apigateway-any-method: x-amazon-apigateway-integration: httpMethod: ANY type: aws_proxy uri: Fn::Sub: arn:aws:apigateway:${AWS::Region}:lambda:path/2015-03- 31/functions/${GetHtmlFunction.Arn}/invocations responses: {} swagger: '2.0' CloudFormation template
  • 12. AWS Serverless Application Model (SAM) CloudFormation extension optimized for serverless New serverless resource types: functions, APIs, and tables Supports anything CloudFormation supports Open specification (Apache 2.0)
  • 13. AWSTemplateFormatVersion: '2010-09-09' Resources: GetHtmlFunctionGetHtmlPermissionProd: Type: AWS::Lambda::Permission Properties: Action: lambda:invokeFunction Principal: apigateway.amazonaws.com FunctionName: Ref: GetHtmlFunction SourceArn: Fn::Sub: arn:aws:execute-api:${AWS::Region}:${AWS::AccountId}:${ServerlessRestApi}/Prod/ANY/* ServerlessRestApiProdStage: Type: AWS::ApiGateway::Stage Properties: DeploymentId: Ref: ServerlessRestApiDeployment RestApiId: Ref: ServerlessRestApi StageName: Prod ListTable: Type: AWS::DynamoDB::Table Properties: ProvisionedThroughput: WriteCapacityUnits: 5 ReadCapacityUnits: 5 AttributeDefinitions: - AttributeName: id AttributeType: S KeySchema: - KeyType: HASH AttributeName: id GetHtmlFunction: Type: AWS::Lambda::Function Properties: Handler: index.gethtml Code: S3Bucket: flourish-demo-bucket S3Key: todo_list.zip Role: Fn::GetAtt: - GetHtmlFunctionRole - Arn Runtime: nodejs4.3 GetHtmlFunctionRole: Type: AWS::IAM::Role Properties: ManagedPolicyArns: - arn:aws:iam::aws:policy/AmazonDynamoDBReadOnlyAccess - arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole AssumeRolePolicyDocument: Version: '2012-10-17' Statement: - Action: - sts:AssumeRole Effect: Allow Principal: Service: - lambda.amazonaws.com ServerlessRestApiDeployment: Type: AWS::ApiGateway::Deployment Properties: RestApiId: Ref: ServerlessRestApi Description: 'RestApi deployment id: 127e3fb91142ab1ddc5f5446adb094442581a90d' StageName: Stage GetHtmlFunctionGetHtmlPermissionTest: Type: AWS::Lambda::Permission Properties: Action: lambda:invokeFunction Principal: apigateway.amazonaws.com FunctionName: Ref: GetHtmlFunction SourceArn: Fn::Sub: arn:aws:execute-api:${AWS::Region}:${AWS::AccountId}:${ServerlessRestApi}/*/ANY/* ServerlessRestApi: Type: AWS::ApiGateway::RestApi Properties: Body: info: version: '1.0' title: Ref: AWS::StackName paths: "/{proxy+}": x-amazon-apigateway-any-method: x-amazon-apigateway-integration: httpMethod: ANY type: aws_proxy uri: Fn::Sub: arn:aws:apigateway:${AWS::Region}:lambda:path/2015-03- 31/functions/${GetHtmlFunction.Arn}/invocations responses: {} swagger: '2.0' CloudFormation template
  • 14. SAM template AWSTemplateFormatVersion: '2010-09-09’ Transform: AWS::Serverless-2016-10-31 Resources: GetHtmlFunction: Type: AWS::Serverless::Function Properties: CodeUri: s3://flourish-demo-bucket/todo_list.zip Handler: index.gethtml Runtime: nodejs4.3 Policies: AmazonDynamoDBReadOnlyAccess Events: GetHtml: Type: Api Properties: Path: /{proxy+} Method: ANY ListTable: Type: AWS::Serverless::SimpleTable
  • 15. AWS commands – Package & Deploy Package •Creates a deployment package (.zip file) •Uploads deployment package to an Amazon S3 bucket •Adds a CodeUri property with S3 URI Deploy •Calls CloudFormation ‘CreateChangeSet’ API •Calls CloudFormation ‘ExecuteChangeSet’ API
  • 16. Stage variables and Lambda alias for stages Using Stage Variables in API Gateway together with Lambda function Aliases helps you manage a single API configuration and Lambda function for multiple stages myLambdaFunction 1 2 3 = prod 4 5 6 = beta 7 8 = dev My First API Stage variable = lambdaAlias Prod lambdaAlias = prod Beta lambdaAlias = beta Dev lambdaAlias = dev
  • 17. Manage Multiple Versions and Stages of your APIs Works like a source repository – clone your API to create a new version: API 1 (v1) Stage (dev) Stage (prod) API 2 (v2) Stage (dev)
  • 18. Continuous Integration & Continuous Delivery for Serverless Applications
  • 19. Fully managed build service that compiles source code, runs tests, and produces software packages Scales continuously and processes multiple builds concurrently You can provide custom build environments suited to your needs via Docker images Only pay by the minute for the compute resources you use Launched with CodePipeline and Jenkins integration AWS CodeBuild
  • 20. version: 0.1 environment_variables: plaintext: "INPUT_FILE": "saml.yaml” "S3_BUCKET": "” phases: install: commands: - npm install pre_build: commands: - eslint *.js build: commands: - npm test post_build: commands: - aws cloudformation package --template $INPUT_FILE --s3- bucket $S3_BUCKET --output-template post-saml.yaml artifacts: type: zip files: - post-saml.yaml - beta.json buildspec.yml Example
  • 21. version: 0.1 environment_variables: plaintext: "INPUT_FILE": "saml.yaml” "S3_BUCKET": "” phases: install: commands: - npm install pre_build: commands: - eslint *.js build: commands: - npm test post_build: commands: - aws cloudformation package --template $INPUT_FILE --s3- bucket $S3_BUCKET --output-template post-saml.yaml artifacts: type: zip files: - post-saml.yaml - beta.json • Variables to be used by phases of build • Examples for what you can do in the phases of a build: • You can install packages or run commands to prepare your environment in ”install”. • Run syntax checking, commands in “pre_build”. • Execute your build tool/command in “build” • Test your app further or ship a container image to a repository in post_build • Create and store an artifact in S3 buildspec.yml Example
  • 22. Continuous delivery service for fast and reliable application updates Model and visualize your software release process Builds, tests, and deploys your code every time there is a code change Integrates with third-party tools and AWS AWS CodePipeline
  • 26. Build CodeBuild AWS CodeBuild Staging-Deploy JavaApp Elastic Beanstalk Prod-Deploy JavaApp Elastic Beanstalk QATeamReview Manual Approval Manual Approvals Review AWS CodePipeline MyApplication
  • 27. Deploy via CodePipeline Pipeline flow: 1. Commit your code to a source code repository 2. Package in CodeBuild 3. Use CloudFormation actions in CodePipeline to create or update stacks via SAM templates Optional: Make use of ChangeSets 4. Make use of specific stage/environment parameter files to pass in Lambda variables 5. Test our application between stages/environments Optional: Make use of Manual Approvals
  • 28. Putting it all together! • Building and Deploying • Continuous Integration & Continuous Delivery • Versioning, Stages, Variables
  • 29. Next steps • See https://aws.amazon.com/serverless for reference architectures, samples, and links to more content! • Explore the AWS SAM specification on GitHub • Visit the Lambda console, download a blueprint, and get started building your own Serverless Applications • Send us your questions, comments, and feedback on the AWS Lambda Forums.