SlideShare a Scribd company logo
@SigNarvaez | @MongoDB | @BigDataDayLA
On-Prem, IaaS, etc.
Serverless
Serverless Architectures
with AWS Lambda and
MongoDB Atlas
Sig Narváez
Sr. Solutions Architect
sig@mongodb.com
@SigNarvaez
Serverless
Big Iron Commodity
Hardware
Virtualized Containers Functions
Where will my code run?
@SigNarvaez | @MongoDB | @BigDataDayLA
1. Cloud services have matured
2. BaaS à “SaaS-ification”
3. API’s are the glue
4. Containers – now per function
5. SysOps à DevOps à NoOps
Less Ops, More Engineering
Forbes: 5 factors fuelling Serverless Computing
https://www.forbes.com/sites/janakirammsv/2016/02/28/five-factors-that-are-fueling-serverless-computing-part-1
@SigNarvaez | @MongoDB | @BigDataDayLA
EVERYCOMPANYISASOFTWARECOMPANY
DEVELOPERSAREVALUABLERESOURCE
BUILDVALUE-NOTOPERATIONS
@SigNarvaez | @MongoDB | @BigDataDayLA
WE LIVE IN A SOFTWARE DEFINED ECONOMY
Thoughtworks
Technology Radar
AWS re:Invent 2016: The State of Serverless Computing (SVR311)
AWS re:Invent 2016: The State of Serverless Computing (SVR311)
https://www.slideshare.net/AmazonWebServices/aws-reinvent-2016-how-thermo-
fisher-is-reducing-mass-spectrometry-experiment-times-from-days-to-minutes-with-
mongodb-aws-dat204
@SigNarvaez | @MongoDB | @BigDataDayLA
Microservices
Serverless Microservice
@SigNarvaez | @MongoDB | @BigDataDayLA
Shape
• Person
• Insurance Policies
• Shape changes per policy type
• Addresses
Operations via API
• GET Customers with soon-to-expire policies,
within a geo radius
• GET Customers / by SSN, id, etc.
• PATCH Update basic contact info (cell, email, …)
Customer Single View - Insurance Industry (hypothetical)
High-level architecture of a
single view platform
@SigNarvaez | @MongoDB | @BigDataDayLA
CQRS on Serverless Microservices
COMMAND
Update basic
info
QUERY
Soon to Expire
GEO
By SSN, ID, …
CUD API Key
Read API Key
Lambda Function(s)
Majority
Writes
Secondary
Reads
Lambda Function(s)
VPC
Peering
@SigNarvaez | @MongoDB | @BigDataDayLA
MongoDB Atlas
& AWS
Build it!
Automated Service On-demand DBaaS
Secure Highly Available Disaster Recovery
Elastic Scalability
MongoDB Atlas
Setup MongoDB Atlas - M10+ Need assigned AWS region
@SigNarvaez | @MongoDB | @BigDataDayLA
mgeneratejs
• https://github.com/rueckstiess/mgeneratejs
• npm install -g mgeneratejs
• Create template – generate data
• Upload to Atlas via mongoimport
• Hint: get connection string from Atlas UI!
• Browse with Compass
Generate dataset (optional)
Template (CustomerSingleView.json)
mgeneratejs -n 100 CustomerSingleView.json | mongoimport --host ”YOUR
ATLAS CLUSTER" --numInsertionWorkers 4
--db SingleView--collection Customers --authenticationDatabase admin --
ssl --username YOURUSER --password YOURPASSWORD
@SigNarvaez | @MongoDB | @BigDataDayLA
IAM
• Role with Lambda execute policies
VPC
• VPC Peering Connection
• Security Group
Required AWS Services
Lambda
• Set VPC, Security Group and IAM role
• Upload deployment package (.zip)
API Gateway
• API definition (Resources & HTTP Methods)
• Map Routes to Lambda functions
• API Keys & Usage Plans
@SigNarvaez | @MongoDB | @BigDataDayLA
VPC Peering
VPC Peering
Atlas
VPC Peering
Atlas AWS
VPC Peering
Atlas AWS
VPC Peering
Atlas AWS
VPC Peering
Atlas AWS
VPC Peering
Atlas AWS
Lambda
Connections & Containers
http://docs.aws.amazon.com/lambda/latest/dg/lambda-introduction.html
… AWS Lambda maintains the container for some time in anticipation of another Lambda
function invocation. … the service freezes the container after a function completes, and
thaws the container for reuse. If AWS Lambda chooses to reuse the container, this has the
following implications:
- Any declarations in your Lambda function code (outside the handler code, see Programming
Model) remains initialized, providing additional optimization when the function is invoked
again. For example, if your Lambda function establishes a database connection, instead of
reestablishing the connection, the original connection is used in subsequent invocations. You
can add logic in your code to check if a connection already exists before creating one.
@SigNarvaez | @MongoDB | @BigDataDayLA
Python lambda function skeleton
@SigNarvaez | @MongoDB | @BigDataDayLA
Node.js lambda function skeleton
@SigNarvaez | @MongoDB | @BigDataDayLA
Local Emulators : Test on EC2 instance against Atlas
python-lambda-local at https://pypi.python.org/pypi/python-lambda-local
lambda-local (node.js) at https://www.npmjs.com/package/lambda-local
Code packaging
http://docs.aws.amazon.com/lambd
a/latest/dg/deployment-package-
v2.html
@SigNarvaez | @MongoDB | @BigDataDayLA
Lambda functions
@SigNarvaez | @MongoDB | @BigDataDayLA
Upload &
configure function The handler function
The role with lambda permissions
The VPC (peered with Atlas)
The security group that allows traffic
At least 2 subnets
API Gateway
Read API – GET /api/v1/customers
CUD API - PATCH /api/v1/customers
Deploying the API
Access and throttling via API Keys
Test!
Test with Postman
@SigNarvaez | @MongoDB | @BigDataDayLA
Load test too!
AWS CloudWatch
@SigNarvaez | @MongoDB | @BigDataDayLA
MongoDB Atlas Monitoring and Alerts
@SigNarvaez | @MongoDB | @BigDataDayLA
MongoDB Compass
@SigNarvaez | @MongoDB | @BigDataDayLA
Serverless Web
too!!
RetroPie – Old-school games, killer tiny hardware
@SigNarvaez | @MongoDB | @BigDataDayLA
Retro Web App based on aws-serverless-express
https://github.com/snarvaez/bddla17/t
ree/master/singleViewWebApp
https://github.com/awslabs/aws-
serverless-express
@SigNarvaez | @MongoDB | @BigDataDayLA
Done!
…
But what about?
Scaling?
Scaling Lambda
No user intervention required - Default safety throttle of
100 concurrent executions per account per region.
Functions invoked synchronously throw 429 error code.
Functions invoked asynchronously can absorb reasonable
bursts for approx. 15-30 minutes. If exhausted, consider
using Simple Queue Service (SQS) or Simple Notification
Service (SNS) as the Dead Letter Queue (DLQ).
Read more at https://aws.amazon.com/lambda/faqs/
Scaling MongoDB Atlas
On-Demand
Zero downtime
Upscale/Downscale:
• Instance size
• Storage size
• IOPS
• Replication factor.
@SigNarvaez | @MongoDB | @BigDataDayLA
Serverless Architectures
with AWS Lambda and
MongoDB Atlas
Sig Narváez
Sr. Solutions Architect
sig@mongodb.com
@SigNarvaez
Q & A
https://github.com/snarvaez/bddla17
https://resources.mongodb.com/serverles
s-architectures
@SigNarvaez | @MongoDB | @BigDataDayLA
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