Michael Blum

Developer from Chicago

Deploying AWS Lambda functions


One would imagine that we could compile our Python, Node, or Java projects into a ZIP file and upload them to AWSm Lambda without issue. Unfortunantly AWS Lambda’s execution environment stipulates everything should be compiled in the runtime environment. Makes sense - compile under the same criteria you’re running under.

When I did this manually my workflow was:

  • Create an Amazon Linux instance
  • Install git
  • Commit code
  • SSH into EC2 instance and do a git pull master
  • Run a shell script to package my Python code and deploy it to AWS Lambda

Pretty manual process - and I totally forgot to turn off my ‘build’ EC2 instance - accruing some charges for idling. This process looks ripe for automation!

Getting Started

If you haven’t already, install VirtualBox and Vagrant.

Vagrant plugins

vagrant plugin install vagrant-aws [<i class="fa fa-github"></i> vagrant-aws](https://github.com/mitchellh/vagrant-aws)
vagrant plugin install vagrant-env [<i class="fa fa-github"></i> vagrant-env](https://github.com/gosuri/vagrant-env)
vagrant plugin update vagrant-omnibus [<i class="fa fa-github"></i> vagrant-omnibus](https://github.com/gosuri/vagrant-env)

Chef & Private Repositories

By default, Chef will try to clone the specified git URL as a public user. That won’t work when we’re trying to checkout form a private repository over SSH:

aws_lambda recipe

git_client 'default' do
  action :install

directory '/etc/git' do
  owner 'vagrant'
  group 'vagrant'
  mode '0755'
  action :create

git '/etc/git/__ repo name __' do
  repository "git@github.com:__ github username __/__ private repo__.git"
  reference "master"
  action :sync

We’ll need to give Chef read access to our repository over SSH by forwarding our SSH keypair over to Chef. First lets enable SSH forwarding so Chef and Vagrant can borrow our host SSH keys with

SSH forwarding fails during provisioning

==> default: ================================================================================
==> default:
==> default: Error executing action `sync` on resource 'git[/etc/git/magicka.io]'
==> default:
==> default:     ================================================================================
==> default:
==> default:     Mixlib::ShellOut::ShellCommandFailed
==> default:     ------------------------------------
==> default:     Expected process to exit with [0], but received '128'
==> default:     ---- Begin output of git ls-remote "git@github.com:__ github user __/__ git repo __.git" "master*" ----
==> default:     STDOUT:
==> default:     STDERR: Host key verification failed.
==> default:     fatal: Could not read from remote repository.
==> default:
==> default:     Please make sure you have the correct access rights
==> default:     and the repository exists.
==> default:     ---- End output of git ls-remote "git@github.com:__ github user __/__ git repo __.git" "master*" ----
==> default:     Ran git ls-remote "git@github.com:__ github user __/__ git repo __.git" "master*" returned 128
==> default:
==> default:     Cookbook Trace:
==> default:     ---------------
==> default:     /var/chef/cache/cookbooks/compat_resource/files/lib/chef_compat/monkeypatches/chef/runner.rb:41:in `run_action'

This is because Chef doesn’t acknowledge the passed over SSH keys. We can fix this by allowing github.com as a trusted host (it’s an active issue):


  # SSH configuration
  config.ssh.insert_key = false
  config.ssh.private_key_path = ["~/.ssh/id_rsa", ".vagrant/machines/default/virtualbox/private_key"]

  # prefer AWS over virtualbox
  # config.vm.provider "aws"
  config.vm.provider "virtualbox"

  config.omnibus.chef_version = :latest

  # SSH forward doesn't work while we're provisioning
  # https://github.com/mitchellh/vagrant/issues/1303
  config.vm.provision :shell do |shell|
    shell.inline = 'echo -e "Host github.com\n\tStrictHostKeyChecking no\n" >> ~/.ssh/config'

Make sure your id_rsa is a known key to Github so it’ll allow Chef to checkout our repo.

Rerun vagrant reload && vagrant provision and you should see your private git repository checked out to your Chef’d environment.

From here it’s up to our Chef recipies to do the rest of building our code, running tests, etc.

Deploy Python code to AWS Lambda

As of this writing, AWS Lambda has a primitive deployment pipeline involving either in-line code or tarballed code drops uploaded to S3. To automate this, we’ll create a zip of all the installed dependencies and source code and upload that deployment artifact directly to AWS Lambda.


# based off of Amazon's official documentation:
# http://docs.aws.amazon.com/lambda/latest/dg/with-s3-example-deployment-pkg.html#with-s3-example-deployment-pkg-python
# get the lambda function
# exit if no file specified
[[ -z "$1" ]] && { echo "Lambda function is empty" ; exit 1; }
# generate a deployment timestamp
timestamp=$(date +%Y-%m-%d-%H:%M:%S)
# create a deployments directory if one doesn't already exist
mkdir -p ${PWD}/deployments
# ignore folder path to site-packages but preserve the structure inside of site-packages
pushd $VIRTUAL_ENV/lib/python2.7/site-packages/
zip -r9 $zip_path .
pushd $VIRTUAL_ENV/lib64/python2.7/site-packages/
zip -r9 $zip_path .
# add Python Utils sub-modules
pushd $VIRTUAL_ENV/utils/
zip -r9 $zip_path .
# add Python code
zip -9 $zip_path $lambda_func_file
# echo back the deployment ZIP for further processing
echo 'deployment ZIP: ' $zip_path
# deploy to AWS Lambda
aws lambda update-function-code --function-name $lambda_func --zip-file fileb://$zip_path --publish

A deployment would look like this:

./package_and_deploy_lambda_function.sh __ .py file __

such as

./package_and_deploy_lambda_function.sh hello-world.py

and the python file corrsponds with the AWS lambda function of the same name.