The world of web development continues to change at a frantic pace. In 2025, teams face the eternal question: build a project on a classic server backend or choose a serverless architecture?

Classic server backend is a familiar model:
the application runs on a dedicated server (or cluster),
developers control the environment,
you can fine-tune performance and security.
Advantages:
Full control over the infrastructure.
Suitable for complex systems with many dependencies.
Stable performance under constant load.
It is easier to implement custom security solutions.
Cons:
Fixed costs for servers, even if they are idle.
A DevOps team or administrators are required.
Scaling takes time and resources.
Serverless: flexibility and speed
Serverless is an approach where code is run as functions in the cloud only when needed. AWS Lambda, Google Cloud Functions, Yandex Cloud Functions and other solutions are actively developing and becoming the standard.
Advantages:
Payment only for the time of performing the functions.
Automatic scaling under load.
Quick launch of MVP and prototypes.
Simple integration with other cloud services.
Cons:
Cold start: delay at the first start of the function.
Time and resource constraints.
It is more difficult to debug and monitor the system.
Dependence on the cloud provider (vendor lock-in).

What has changed by 2025?
Serverless has become cheaper and more reliable. Providers are actively lowering prices and raising SLAs.
Debugging tools have improved. Full-fledged APM systems for functions have appeared.
Hybrid approaches have become the norm. More and more often, they use not "either-or" but "and-and".
AI workloads have pushed the hybrid. Large models are more convenient on dedicated servers or GPUs, and serverless takes over fast API calls.
When to choose a classic backend?
You have constant high load (e.g. online games or streaming).
The system requires non-standard libraries and environment.
Full is important control over security and data.
When to choose serverless?
Need to start quickly MVP or startup.
Load unpredictable and jumps.
There are tasks automation, integrations, and event triggers.
You want to minimize infrastructure and DevOps costs.
In 2025, it is no longer possible to say that serverless will replace the classic backend or vice versa. hybrid approach: the core of the system runs on a classic server, and events, queues, and automation go to serverless.
Thus, the question of "what to choose" is increasingly replaced by "how to combine competently".
In Codice we make programming training fun and easy to understand: we have interesting courses with backend tasks that help you improve your skills step by step.
And we also have an active Telegram channel, where we discuss cool ideas, share experiences and analyze tasks together — learning becomes not only useful, but also fun.
