Backend & AI

What is Python (FastAPI, Django)

What it is

One of the most widespread programming languages โ€” used for simple scripts and large backends alike (the server side: the part users don't see directly, but which handles data and logic).

How we use it

Our main language for bots and backends. FastAPI is a fast, modern framework (a ready-made toolkit so nothing is written from scratch) for APIs; Django is the "heavier" option for complex admin panels and business logic.

Where Python helps a business

  • A Telegram bot with a database, payments and roles.
  • The back end of a website or customer account: orders, catalogue, dashboard.
  • An integration with no ready-made n8n node: polling an API, parsing files.
  • A one-off data move: an old website, exports, documents.

How we use it

Common problems

  • Abandoned libraries. The voice transcription bot dropped pydub: it has not been updated since 2021 and imports the audioop module, which was removed from Python 3.13.
  • Conflicting dependencies. In ToshaMusic, streamrip is installed separately because of incompatible aiofiles version ranges.
  • Blocking code in an async bot delays answers for every user, so heavy work goes to a thread or a process.

When you do not need it

Where every millisecond counts or direct hardware access is needed, we use Go or C++: the Peregovorka chat is written in Go, and the box die-line calculation in C++.

โ† All terms

Need a website, a bot or automation?

Terms explained โ€” now let's get to work: tell us about the task and we'll turn it into a clear work plan.