0x4447_product_secure301 VS DevOps-Roadmap

```

So you can have a stack that is actually doing something very useful that costs not even a $1 a month.

It is possible to pay $0 to AWS, but you need to first understand AWS to be able to do it, another trivial example of a tiny project that is useful and cost $0 to run: https://github.com/0x4447/0x4447_product_secure301

The last point would be: don't listen to the marketing material - they are there to sell you AWS, marketing never cares about reality.

I also recommend this website https://awsvideocatalog.com - pick a service and watch all the keynotes AWS has on that service, if you'd spend 1h a day, in 6 months you'll know more about AWS then anyone else complaining here.

— https://github.com/milanm/DevOps-Roadmap

In DevOps tools I've worked with GitHub + Jenkins, GitLab + k8s, and I'm now primarily working in the Argo Stack. Depending on where you're at technically, you might use something different. IaC is a ust as well, maybe some config management. Generally I've found that as a Data Engineer with a lot of infra/CICD knowledge, I generally get pigeonholed into those positions on a team, so be prepared for that. I really like this roadmap for DevOps , so you can see where your tech skills are at currently, and what you may need to learn. On top of that, you'll need to learn some data tools. Airflow + dbt is hot right now, Argo is sometimes used in MLOps, Azure Data Stack (I'm not familiar with it) seems common, and probably Spark in almost all cases. You can also checkout in visualization tools probably further down the line, I generally stick to something free when learning on my own, Superset or Google Data Studio (Might be Looker Studio now? Not sure, it's been a while). Here's a roadmap for DE too. I love these roadmaps for getting started, but don't let them distract you from exploring a path more appropriate to what you want to achieve. Generally I've found that as a Data Enigneer with a lot of infra/CICD knowledge, I generally get pigeonholed into those positions on a team

DevOps Engineer. Keeping the internet bits flowing is stressful sometimes but there are a lot of perks like working from home and flexible hours. If you’re interested check this out https://github.com/milanm/DevOps-Roadmap

Here is a useful roadmap with relevant links to learning resources: https://github.com/milanm/DevOps-Roadmap.

5. DevOps Roadmap