Lesson from Deploying an ML Model with Kubernetes to GCP

Article mostly focuses on overcoming certain pain points in deploying a machine learning model and web application to GCP. Uses Kubernetes to deploy a containerized Flask API with a persistent volume for hosting the large model assets (.pkl files). Also, includes a short overview on machine type / pricing optimization for handling the high-memory utilization of the model.

[https://medium.com/@pat\_migliaccio/lessons-from-deploying-a-machine-learning-model-with-kubernetes-to-google-cloud-platform-ab84f71ab311](https://medium.com/@pat_migliaccio/lessons-from-deploying-a-machine-learning-model-with-kubernetes-to-google-cloud-platform-ab84f71ab311)

https://redd.it/dpp0iv
@r_devops

DevOps Projects / Practice?

Is there a service or resource that provides example projects for developing devops related skills? Something like LeetCode except geared towards providing example projects/problems focused around devops?

As an external learner (not currently in the field), I'm itching to test drive some of the knowledge I've gathered over the last few months but am struggling to find ways to practice it. Open to any suggestions and ideas!

https://redd.it/dpvhmv
@r_devops

I'm using ansible tower to provision VMs, blow away, and then recreate. What other tools to integrate or use to make my life easier?

New to automation, CI/CD, pipelining, etc. but am making good progress learning (i think). I create a bunch of VMs with specific IP addresses from a VMWare template using vmware\_guest module in ansible. I configure the new VMs with some additional playbooks, do some work, and then blow them away. Some times I want to tweak the VM names and IP addresses and start over. How do I get ansible to watch my inventory file for changes and automatically run my playbook? Do I need something like jenkins, or is that overkill?

https://redd.it/dptch6
@r_devops

Looking for best service such as sendgrid, ses, Postmark etc for outgoing mail from multiple apps with suppression list

Hi all,

I have decided to use a service to help the delivery of emails from all my apps and websites.

Can someone recommend a service that has a good API, has dedicated IPs ( that is not ridiculously priced ) that will work with office365, and others that mark new IPs as spam, to receive our emails. Has the ability to add email addresses to suppression lists that get bounced automatically. The suppression list would be great if configurable. such as any hard bounce will add it to the list for 30 days. If another bounce happens after 30 days it will add it again for 60 days, and so on.

we dont send many emails, maybe 300 a day at most. But we do require them to get delivered and past spam filters.

https://redd.it/dpxsct
@r_devops

Tutorial: Deploy a Docker Swarm Cluster on DigitalOcean (with Traefik, Let's Encrypt and Swarmpit)

I put together a lengthy tutorial on how to deploy a Docker Swarm cluster on DigitalOcean, together with Traefik (and Let's Encrypt certificates for services) and Swarmpit as a web interface. I realize Docker Swarm might be out of fashion in these Kubernetes times, but still!

I learned a lot by writing it, so see it as a learning exercise rather than a blueprint for production deployments. :)

Let me know if I can improve the tutorial! I really appreciate feedback! :)

[https://lunar.computer/posts/docker-swarm-digitalocean/](https://lunar.computer/posts/docker-swarm-digitalocean/)

https://redd.it/dq2hdv
@r_devops

Hey SREs: What are your favorite metrics to monitor?

I'm going out for an interview as an SRE, and I was thinking about which metrics were most important and why. Which ones do you find the most helpful in preventing and identifying issues?

* Response time, especially for database queries
* CPU and memory utilization per container, VM, and host (as appropriate) to spawn additional nodes
* Minimum available disk space
* Number of (GET) requests to monitor for spikes in traffic and DDOS attacks

Assuming a decent monitoring infrastructure, what else am I missing?

https://redd.it/dq54ur
@r_devops

Monthly 'Getting into DevOps' thread - 2019/11

**What is DevOps?**

* [AWS has a great article](https://aws.amazon.com/devops/what-is-devops/) that outlines DevOps as a work environment where development and operations teams are no longer "siloed", but instead work together across the entire application lifecycle -- from development and test to deployment to operations -- and automate processes that historically have been manual and slow.

**Books to Read**

* [The Phoenix Project](https://www.amazon.com/Phoenix-Project-DevOps-Helping-Business/dp/1942788290) - one of the original books to delve into DevOps culture, explained through the story of a fictional company on the brink of failure.
* [The DevOps Handbook](https://www.amazon.com/dp/1942788002) - a practical "sequel" to The Phoenix Project.
* [Google's Site Reliability Engineering](https://landing.google.com/sre/books/) - Google engineers explain how they build, deploy, monitor, and maintain their systems.
* [The Site Reliability Workbook](https://landing.google.com/sre/workbook/toc/) - The practical companion to the Google's Site Reliability Engineering Book

**What Should I Learn?**

* [Emily Wood's essay](https://crate.io/a/infrastructure-as-code-part-one/) - why infrastructure as code is so important into today's world.
* [2019 DevOps Roadmap](https://github.com/kamranahmedse/developer-roadmap#devops-roadmap) - one developer's ideas for which skills are needed in the DevOps world. This roadmap is controversial, as it may be too use-case specific, but serves as a good starting point for what tools are currently in use by companies.
* [This comment by /u/mdaffin](https://www.reddit.com/r/devops/comments/abcyl2/sorry_having_a_midlife_tech_crisis/eczhsu1/) - just remember, DevOps is a mindset to solving problems. It's less about the specific tools you know or the certificates you have, as it is the way you approach problem solving.
* [This comment by /u/jpswade](https://gist.github.com/jpswade/4135841363e72ece8086146bd7bb5d91) - what is DevOps and associated terminology.

Remember: DevOps as a term and as a practice is still in flux, and is more about culture change than it is specific tooling. As such, specific skills and tool-sets are not universal, and recommendations for them should be taken only as suggestions.

**Previous Threads**

https://www.reddit.com/r/devops/comments/dbusbr/monthly_getting_into_devops_thread_201910/

https://www.reddit.com/r/devops/comments/cydrpv/monthly_getting_into_devops_thread_201909/

https://www.reddit.com/r/devops/comments/ckqdpv/monthly_getting_into_devops_thread_201908/

https://www.reddit.com/r/devops/comments/c7ti5p/monthly_getting_into_devops_thread_201907/

https://www.reddit.com/r/devops/comments/bvqyrw/monthly_getting_into_devops_thread_201906/

https://www.reddit.com/r/devops/comments/blu4oh/monthly_getting_into_devops_thread_201905/

https://www.reddit.com/r/devops/comments/b7yj4m/monthly_getting_into_devops_thread_201904/

https://www.reddit.com/r/devops/comments/axcebk/monthly_getting_into_devops_thread/

**Please keep this on topic (as a reference for those new to devops).**

https://redd.it/dq6nrc
@r_devops

Joel Test for Devops or "How to find out if you want to work for a company"

Hopefully you've heard of the Joel Test for programmers. In case you haven't, they go like this:


1) Do you use source control?

2) Can you make a build in one step?

3) Do you make daily builds?

4) Do you have a bug database?

5) Do you fix bugs before writing new code?

6) Do you have an up-to-date schedule?

7) Do you have a spec?

8) Do programmers have quiet working conditions?

9) Do you use the best tools money can buy?

10) Do you have testers?

11) Do new candidates write code during their interview?

12) Do you do hallway usability testing?



I think that's a pretty good start, but I wanted to start a conversation about the equivalent for DevOps, maybe call it the Humble Test or something lol. Clearly a healthy dev environment will make for a healthier DevOps experience. What do you think? What's your 12 questions a company should answer about their DevOps culture before you should work there?

https://redd.it/dq67ob
@r_devops

Setting up Netflix Bless for your enterprise

I just spent a lot of hours setting up the Netflix Bless for my enterprise using terraform and ansible.

[https://medium.com/@ikshitijsharma/blessing-away-ssh-worries-ultimate-practical-guide-to-setup-netflix-bless-in-under-60-minutes-d6880f2a8e23](https://medium.com/@ikshitijsharma/blessing-away-ssh-worries-ultimate-practical-guide-to-setup-netflix-bless-in-under-60-minutes-d6880f2a8e23)

Thought this will help to setup Bless in less than an hour for anyone :)

https://redd.it/dq28vd
@r_devops

Cheapest cloud compute resources with GPU

I'm looking for the cheapest possible cloud compute instance with an NVIDIA GPU. My only other requirements are minimum 2GB RAM and some storage. I need a complete VM (or bare metal server), not the ability to run playbooks, etc.

What provider should I go with?

https://redd.it/dqh09n
@r_devops

Adding Static Image Scanning to the DevOps Pipeline
https://www.reddit.com/user/weighanchore/comments/dq8ux3/adding_static_image_scanning_to_the_devops/

https://redd.it/dq8x0k
@r_devops

Where I can find some projects about applications of devOps / Kubernetes / Docker?

I want to know some project ideas which includes devops concepts. Basically a final year project on the concept. what can we do to contribute the community ....stuff like that ....

https://redd.it/dqbe4j
@r_devops

How to open a reverse tunnel into any pod or container with tcpserver and netcat

I wrote an article on how to use open-source tools to open a TCP tunnel into any container or pod that can have netcat installed on it.

[The article is here](https://layerci.com/blog/container-tcp-tunnel/)

[Inspired by discussion in this post in /r/kubernetes](https://www.reddit.com/r/kubernetes/comments/dq4st1/github_omrikieiktunnel_a_cli_that_exposes_your/)

https://redd.it/dq897q
@r_devops

MinIO image suited for Development

Hello Folks,

I'd like to share a simple project that supports minIo as an S3 Server/implementation with an initial bucket and permission configuration using environment variables:

[https://github.com/gcavalcante8808/minio-dev](https://github.com/gcavalcante8808/minio-dev)

I use it mainly to reduce drift on dev teams that relies on s3, retiring that approach of 'tests that use filesystem on dev phase' but the CI or production relies on S3 to serve files.

Suggests and PRs welcome.

https://redd.it/dq7pwd
@r_devops

Creating a CLI in Python vs Go

Hi all, I need to build a CLI and expect this to be used significantly throughout my company. I'm an experience python dev and absolutely love the language. At the same time, I do understand that the python package management is a nightmare.

For my CLI, I would like to:

* Install on mac through brew (and whatever the equivalent is on windows/linux)
* Should not need a venv
* Should not be affected by other software running on the users system

Personally, I've always built my python applications in isolation using a venv but since this new CLI would be used by 1000+ users, I'm second guessing if python is the right language for this.

I don't know Go (yet) but have been eager to get my hands dirty and this seems like a good place to start - at the same time writing a large tool in a new language is a recipe for disaster.

Could someone provide their experience with large CLI tools written in Python? As far as I can tell awscli and azure cli are also written in Python so maybe i'm just overthinking this and should stick to what I know.

Thoughts?

https://redd.it/dq6kiy
@r_devops

How to do ssh forwarding in compass(mongodb) client.

Folks, I need some help/advice on who to connect document db via Compass client. using ssh forwarding.

My scenario is I have an ec2-A(public) instance which uses ec2-B(private)instance to connect to MongoDB. I know how to do it on Windows via putty but how to do it on a **Mac**??

Using this to connect jump server

ssh -i ~/B.pem -o "ProxyCommand ssh -W %h:%p -i ~/A.pem [email protected]" [email protected]

and then mongo connection command.

`mongo --ssl --host <mongodb_endpoint>:27017 --sslCAFile rds-combined-ca-bundle.pem --username usernam --password password`

&#x200B;

I read this link: [https://docs.mongodb.com/compass/master/connect/](https://docs.mongodb.com/compass/master/connect/)

but it was not helpfull.

https://redd.it/dq6ay0
@r_devops

Nameing conventions to seperate tools QA and production and application environment

Our company is developing a CI/CD solution. We are having trouble differentiating between our tools environments from our application environments to management. I am having a lot of trouble coming up with a naming scheme that clearly separates them without needing a few sentences to explain.

So, we Have our Git Repo on-prem, Build Server (CI), Deploy Server/tool(CD). All of those tools have a QA environment, QA meaning we test patches and new configurations there before we push to the production ones that are in active use.

&#x200B;

We also have a normal setup of Acceptance, Staging, and Production application development environments.

The issue is everyone associates QA with the application staging environment.

&#x200B;

So my question is, what would be a clear way to separate these two different ideas?

&#x200B;

Thanks

https://redd.it/dq3kue
@r_devops

Advice needed on an open-source cloud devops tool.

Hey,

I am currently planning to develop a Cloud DevOps open-source tool. But I am not sure whether it is gonna be helpful and how helpful it is. So want to hear from tech pros first.

Here is a short description of the tool idea.

&#x200B;

>*A Cloud DevOps Orchestration tool that enables you to build and manage Cloud DevOps solutions, including infra templates, code pipeline YAML, SRE tasks and etc, in a single package stored in Git. The tool could connect with required DevOps tools to provision resources and run the tasks.*
>
>*For example, you could put CloudFormation templates in the package, and write some Ops Tasks to do some operational work on the resources provisioned by CFN. With the tool, it calls AWS-CFN to start provision and runs the tasks on your command.*
>
> *The tool tries to automate Cloud DevOps itself. It simplifies the toolchain integration, provides a way to organize your DevOps work, automates the provisioning and runs the Ops tasks in a consistent and centralized way.*

My description may not be quite clear. Please let me know if I need to clarify.

Just want to know:

1. Is it helpful?
2. If NO, a little on why and any improvement room?
3. If YES, how do you plan to use it?

Your feedback and advice are much appreciated. Any random thoughts may help here.

&#x200B;

Thanks a lot!

https://redd.it/dqmw13
@r_devops

CI/CD for containers? Kubernetes/version control?

What is the typical process behind deploying containers, and also deploying containers in kubernetes, including how the source code is managed, source code/container security, etc?

https://redd.it/dqnzbe
@r_devops

I inherited management of a junior/entry level DevOps engineer, how to train them?

So, another manager in my company was building an ops team, but then left the company and that team was folded into my DevOps/SRE/platform team.

We've always had high-level hiring standards (apart from me, lol), so everybody on my team is a heavy hitter. This one guy coming from the ops team, had just transitioned to that area from doing Windows desktop support. He's a smart guy, hardworking, really eager to learn... but he knows nothing about the tools or technology we use. I've gotten where I am because people gave me chances, so I want to give him the same.

However, I've never really trained/mentored anybody that junior before. I'm thinking that he needs to focus on fundamentals:

* Linux OS concepts
* TCP/IP networking stack
* Bash scripting
* Python programming
* Git

He's eager to get stuck in to working with AWS and k8s, but I think it's more important to understand the basics before getting too deep into the specifics of a cloud provider.

Does anybody have any advice on how to help train somebody in DevOps? Are there any areas that it seems I might be missing out on?

https://redd.it/dqmmza
@r_devops