serveless Two years ago I shared my experience on building the AWS Lambda function for a python project of my own. And a few days ago I stumbled upon a nice opensource CLI tool that I immediately wanted to transform in a web service.

Naturally, a simple, single-purpose tool is a perfect candidate for function-as-a-service (FaaS), and since I had past experience with AWS Lambda, this time I decided to meet its Google’s sibling - Google Cloud Function.

In this post we’ll discover how to take a python package with 3rd party dependencies, make a GCP Function from it and deploy it without a single click in the UI - all without leaving the IDE.

[Project’s source code]

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Today I faced a task which required first to establish an SSH tunnel in a background process and later use this tunnel for SSH connection. What seemed like a child’s play first actually had some fun inside.

A problem were hidden right between the moment you spawned ssh process in the background and the next moment you tried to use this tunnel. In other words, it takes literally no time to spawn a process in the background, but without checking that tunnel is ready, you will quite likely receive an error, since your next instructions will be executed immediately after.

Consequently, I needed a way to ensure that the SSH service is ready before I try to consume it.


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While Amazon Linux AMI has yum as a package manager, it is not that all compatible with any RHEL or CentOS distributive. A lot of changes that AWS team brought into this image made it a separate distro, so no eyebrows should be given when battle-tested procedure to install python3 will fail on Amazon Linux. (Yeah, python3 does not come included yet in Amazon Linux)

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Cloud-native revolution pointed out the fact that the microservice is the new building block and your best friends now are Containers, AWS, GCE, Openshift, Kubernetes, you-name-it. But suddenly micro became not that granular enough and people started talking about serverless functions!

Brian Christner, Docker & Serverless: Brian Christner, Docker & Serverless:

When I decided to step in the serverless property I chose AWS Lambda as my instrument of choice. As for experimental subject, I picked up one of my existing projects - a script that tracks new documentation releases for Nokia IP/SDN products (which I aggregate at

Given that not so many posts are going deeper than onboarding a simplest function, I decided to write down the key pieces I needed to uncover to push a real code to the Lambda.

Buckle up, our agenda is fascinating:

  • testing basic Lambda onboarding process powered by Serverless framework
  • accessing files in AWS S3 from within our Lambda with boto3 package and custom AWS IAM role
  • packaging non-standard python modules for our Lambda
  • exploring ways to provision shared code for Lambdas
  • and using path variables to branch out the code in Lambda

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Recently I revived my relationship with Python in an effort to tackle the routine tasks appearing here and there. So I started to write some pocket scripts and, luckily, was not the only one on this battlefield - my colleagues also have a bunch of useful scripts. With all those code snippets sent in the emails, cloned from the repos, grabbed on the network shares… I started to wonder how much easier would it be if someone had them all aggregated and presented with a Web UI for a shared access?

Thus, I started to build web front-end to the python scripts we used daily with these goals in mind:

  • allow people with a zero knowledge of Python to use the scripts by interacting with them through a simple Web UI;
  • make script’s output more readable by leveraging CSS and HTML formatting;
  • aggregate all the scripts in one a single repo but in a separate sandboxed directories to maintain code manageability.

This short demo should give you some taste of what it is:

Disclaimer: I am nowhere near even a professional python or web developer. And what makes it even worse is that I used (a lot) a very dangerous coding paradigm - SDD - Stack Overflow Driven Development. So, hurt me plenty if you see some awful mistakes.

Project source code

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Author's picture

Roman Dodin

Eagerness to learn & passion to share

Netdevops @ Nuage Networks