Amazon Web Services introduced Serverless Application Model, or SAM, a couple of months ago. It defines simplified syntax for expressing
serverless resources. SAM extendsĀ AWS CloudFormationĀ to add support for API Gateway, AWS Lambda and Amazon DynamoDB.Ā This blog will show how to create a simple microservice using
SAM. Of course, we’ll use Couchbase instead of DynamoDB! This blog will also use the basic concepts explained in Microservice using AWS API Gateway,Ā AWS Lambda and Couchbase.Ā SAM
will show the ease with which the entire stack for microservice can beĀ deployed andĀ managed.
As a refresher, here are key components in the architecture:
- Client could be curl, AWS CLI/Console, Postman client or any other tool/API that can invoke a REST endpoint.
- AWS API Gateway is used to provision APIs. The top level resource is available at path
/books
.Ā HTTPGET
andPOST
methods areĀ published for the resource. - Each API triggers a Lambda function. Two Lambda functions are created,Ā
book-list
Ā function for listing all the books available andbook-create
Ā function to create a new book. - Couchbase is used as a persistence store in EC2. All theĀ JSON documents are stored and retrieved from this database.
Other blogs on serverless:
- Microservice using AWS API Gateway, AWS Lambda and Couchbase
- AWS IoT Button, Lambda and Couchbase
- Serverless FaaS with Lambda and Java
Let’s get started!
Serverless Application Model (SAM) Template
An AWS CloudFormation template with serverless resources conforming to the AWS SAM model is referred to as a SAM file or template. It is deployed
as a CloudFormation stack. Let’s take a look at our SAM template: This template is available atĀ github.com/arun-gupta/serverless/blob/master/aws/microservice/template.yml.
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AWSTemplateFormatVersion : '2010-09-09' Transform: AWS::Serverless-2016-10-31 Description: Microservice using API Gateway, Lambda and Couchbase Resources: MicroserviceGetAllGateway: Type: AWS::Serverless::Function Properties: Handler: org.sample.serverless.aws.couchbase.gateway.BucketGetAll Runtime: java8 CodeUri: s3://serverless-microservice/microservice-http-endpoint-1.0-SNAPSHOT.jar Timeout: 30 MemorySize: 1024 Environment: Variables: COUCHBASE_HOST: ec2-35-163-21-104.us-west-2.compute.amazonaws.com Role: arn:aws:iam::598307997273:role/microserviceRole Events: GetResource: Type: Api Properties: Path: /books Method: get MicroservicePostGateway: Type: AWS::Serverless::Function Properties: Handler: org.sample.serverless.aws.couchbase.gateway.BucketPost Runtime: java8 CodeUri: s3://serverless-microservice/microservice-http-endpoint-1.0-SNAPSHOT.jar Timeout: 30 MemorySize: 1024 Environment: Variables: COUCHBASE_HOST: ec2-35-163-21-104.us-west-2.compute.amazonaws.com Role: arn:aws:iam::598307997273:role/microserviceRole Events: GetResource: Type: Api Properties: Path: /books Method: post |
SAM template SpecificationĀ provide complete details about contents in the template. The key parts of the template are:
- Defines two resources, both ofĀ Lambda Function type identified by
AWS::Serverless::Function
attribute. Name of the Lambda function is defined byResources.
. - Class for each handler is defined by the value of
Resources..Properties.Handler
attribute - Java 8 runtime is used to run the Function defined by
Resources..Properties.Runtime
attribute - Code for the class is uploaded to an S3 bucket, in our case to
s3://serverless-microservice/microservice-http-endpoint-1.0-SNAPSHOT.jar
Resources..Properties.Environment.Variables.COUCHBASE_HOST
attribute value defines the host where Couchbase is running. This can be easily deployed on EC2 as explained at Setup Couchbase.- Each Lambda function is triggered by an API. It is deployed using AWS API Gateway. The path is defined by
Events.GetResource.Properties.Path
. HTTP method is defined usingEvents.GetResource.Properties.Method
attribute.
JavaĀ Application
The Java application that contains the Lambda functions is atĀ github.com/arun-gupta/serverless/tree/master/aws/microservice/microservice-http-endpoint.
Lambda function thatĀ is triggered by HTTP GET
Ā method is shown:
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public class BucketGetAll implements RequestHandler<GatewayRequest, GatewayResponse> { @Override public GatewayResponse handleRequest(GatewayRequest request, Context context) { try { N1qlQuery query = N1qlQuery .simple(select("*") .from(i(CouchbaseUtil.getBucketName())) .limit(10)); String result = CouchbaseUtil.getBucket().query(query).allRows().toString(); return new GatewayResponse(200, result, GatewayResponse.HEADERS_JSON); } catch (ConfigurationException e) { return new GatewayResponse(400, e.getMessage(), GatewayResponse.HEADERS_TEXT); } } } |
A little bit of explanation:
- Each Lambda function needs to implement the interfaceĀ
com.amazonaws.services.lambda.runtime.RequestHandler
. - API Gateway and LambdaĀ integrationĀ require a specific input format and output format.
These formats areĀ defined asGatewayRequest
andGatewayResponse
classes. - Function logic uses Couchbase Java SDKĀ to query the Couchbase database. N1QL query is used to query
the database. The results and exception are then wrapped inGatewayRequest
andGatewayResponse
.
Lambda function triggered by HTTP POST method is pretty straightforward as well:
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public class BucketPost implements RequestHandler<GatewayRequest, GatewayResponse> { @Override public GatewayResponse handleRequest(GatewayRequest request, Context context) { try { JsonDocument document = CouchbaseUtil.getBucket().upsert(Book.fromStringToJson(request.getBody())); return new GatewayResponse(200, document.content().toString(), GatewayResponse.HEADERS_JSON); } catch (Exception ex) { return new GatewayResponse(400, ex.getMessage(), GatewayResponse.HEADERS_TEXT); } } } |
A bit of explanation:
- Incoming request payload is retrieved from
GatewayRequest
- Document inserted in Couchbase is returned as response.
- Like the previous method,Ā Function logic uses Couchbase Java SDKĀ to query the Couchbase database. The results and exception are then
wrapped inGatewayRequest
andGatewayResponse
.
Build the Java application as:
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mvn -f microservice-http-endpoint/pom.xml clean package |
Upload Lambda Function to S3
SAM template reads the code from an S3 bucket. Let’s create a S3 bucket:
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aws s3 mb s3://serverless-microservice --region us-west-2 |
us-west-2
region is one of the supported regions for API Gateway. S3 bucket names are globally unique but their location is region specific. Upload
the code to S3 bucket:
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aws s3 cp microservice-http-endpoint/target/microservice-http-endpoint-1.0-SNAPSHOT.jar s3://serverless-microservice/microservice-http-endpoint-1.0-SNAPSHOT.jar |
The code is now uploaded to S3 bucket. SAM template is ready to be deployed!
Deploy SAM Template
Deploy the SAM template:
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aws cloudformation deploy --template-file template.yml --stack-name microservice-gateway --region us-west-2 |
It shows the output:
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Waiting for changeset to be created.. Waiting for stack create/update to complete Successfully created/updated stack - microservice-gateway |
ThisĀ one command deploys Lambda functionsĀ and REST Resource/APIs that trigger these Lambda functions.
Invoke the Microservice
API Gateway publishes a REST API that can be invoked by curl, wget, AWS CLI/Console, Postman or any other app that can call a REST API. This blog will use AWS Console to show the interaction. API Gateway home atĀ us-west-2.console.aws.amazon.com/apigateway/home?region=us-west-2#/apis shows:
Click on the API to see all the APIs in this resource:
Click on POST to see the default page for POST method execution:
Click on Test to test the API:
Add the payload in Request Body and click on Test
to invokeĀ the API. The results are shown as below:
NowĀ click on GET to see the default execution page:
Click on Test to testĀ the API:
No request body is needed, just click on Test the invoke the API.Ā The results are as shown:
Output from the Couchbase database is shown in the Response Body.