Serverless on AWS

Yes, you can run Machine Learning models on serverless, directly with AWS Lambda. I know because I built and productionized such solutions. It's not complicated, but there are a few things to be aware of. I explain them in this in-depth tutorial, where we build a serverless ML pipeline.

Security is not convenient. That's probably why the CDK, by default, uses AdministratorAccess Policy to deploy resources. But we can easily change it and increase the security of our AWS account, following the least privilege principle with a minimal additional burden.

Until recently, I was skeptical about the AWS CDK. I believe in Infrastructure as Code (IaC), but with the "code" being YAML. But after using CDK in real projects, the amount of heavy lifting it does and the vast reduction of a boilerplate code changed my view.

After some time, I accumulated enough articles to share. They are about cloud, tech, programming, and work, and also include two games, a petition, and a survey.

Have you ever been stuck deciding between SQS, SNS, Kinesis Streams, and EventBridge? Struggled to pick the right one for your use case? If the answer is "yes", I've got you covered with a simple decision tree to help you make the right decision.

In need to backup my personal files in the cloud, I wrote a script that archives the data into the Amazon S3 bucket. After some fine-tuning and solving a bunch of edge-cases, it's limited mainly by the disk read and my internet upload speed. And it costs me only $3.70 per TiB per month.

The simplicity of setting up a Kinesis trigger for a Lambda function may be deceptive. There are pitfalls that can cause problems we will spot only later, in the production environment. I learned about some of them the hard way, so let's say I speak from the experience.

Two articles about the Blockchain on today's list. Both are not in favor, I'm afraid. Apart from this, some tools, work thoughts and advice, and again an article so weird I couldn't categorize it.

Can you have a website with a CMS on AWS and not pay just for its existence? I looked at Amazon Lightsail, headless WordPress, and Webiny CMS but found none of those suitable. So I choose Prismic – a SaaS headless CMS, and Gatsby to create the site. Yes, I needed to make a pipeline to build my website after content changes. But when I did it, I got a website with CMS hosted at no cost.

AWS can overwhelm with the number of services. Especially if multiple services seem to do a very similar job. Let's look at the cloud-native AWS messaging services – the SQS, SNS, Kinesis, and EventBridge. What are the differences and when to use which one?