Integration tests are a crucial part of the software development process, ensuring that different components of your application work seamlessly together. The faster the feedback, the faster the release.

So how can we reduce the test runtime to give the engineers faster feedback and improve the CI pipeline when using MySQL or MariaDB?

When you have a set of data, there is a high chance that it is incomplete. Not only does the data, outside the given range not exist, but also values between known ones are missing. But what if your work relies on that missing data?
You can use interpolation and extrapolation to fill the missing gaps in your data set.

GraphQL is a query language for APIs. It was developed by Facebook and is often used as an alternative to REST APIs - but you can define the specific data you want to retrieve from the API. But how to test GraphQL with Codeception in PHP?

Spoiler: You do not need an extension.

Since air pollution is the single largest environmental health risk in Europe, I have decided to join the Sensor.Community by adding an outdoor particular sensor.
The API for sending the data directly from the sensor works perfect but the community integration for Home Assistant does not, so I have added the sensor locally with the help of the Scrape Integration which absolutely makes more sense.