If you follow this blog, you might have noticed that I’m mainly interested in #infosec, #hacking and so on. The main reason for writing this post was to encourage people to look behind the plate and make their life more enjoyable (and still stay inside their comfort zone :). Ok, “WTF?” you’re probably asking yourself. Let me first start with a more detailed motivation behind this writing.


Being involved in data analysis on a daily basis, I have to read and modify data in a quick and easy way. Since I’m the only person accessing the data I don’t have to concern about multi-user, concurrency and such stuff. Even if it’s a simple SQLite DB, I just have my client - I recommend sqlitestudio - and there you go. Well this works if you don’t really want to share your data with your team, allow them to modify it or even allow reports to be generated. This approach is a more single-user one.

Well in the past few months (functional) requirements have changed. Among these:

At the first moment this sounded very challenging and for somebody (like /me) who mainly just uses some tools sth was clear: I have to do it on myself. Why reinvent the wheel? For me it was clear that my ambitious plan had to be finished in reasonable amount of time. I didn’t want to reinvent the wheel. I just wanted to “form” it in such way to fullfil my very specific needs and requirements.


If you open your data analysis bibel you’ll read: “[…] and at the beginning the was a lot of data!” And when I’m talking about data think of sth very complex that has to be first re-structured in order to understand it. And because I use RDBMS I like to structure my data in:

This way to you should be able to get a more high-level overview on your data. Try to think of useful entities which should reflect the nature of your data. Besides that try to look for connections/relationships between your data and define meaningful and deductive relations between your data entities. Once you have that you can model your DB schema using a more high-level approach. I’ve found SQLAlchemy to be a very powerful framework to build SQL DB in a Pythonic way.

Define your models

Define your models

this is has to be written! :)