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When to Use Active Record

Written by Oleksandr Sydorenko

Updated at May 5th, 2025

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Because an active record is essentially a transaction script that optimizes access to databases, this pattern can only support relatively simple business logic, such as CRUD operations, which, at most, validate the user’s input.

Accordingly, as in the case of the transaction script pattern, the active record pattern lends itself to supporting subdomains, integration of external solutions for generic subdomains, or model transformation tasks. The difference between the patterns is that active record addresses the complexity of mapping complicated data structures to a database’s schema.

The active record pattern is also known as an anemic domain model antipattern; in other words, an improperly designed domain model. I prefer to restrain from the negative connotation of the words anemic and antipattern. This pattern is a tool. Like any tool, it can solve problems, but it can potentially introduce more harm than good when applied in the wrong context. There is nothing wrong with using active records when the business logic is simple. Furthermore, using a more elaborate pattern when implementing simple business logic will also result in harm by introducing accidental complexity. In the next chapter, you will learn what a domain model is and how it differs from an active record pattern.

It’s important to stress that in this context, active record refers to the design pattern, not the Active Record framework. The pattern name was coined in Patterns of Enterprise Application Architecture by Martin Fowler. The framework came later as one way to imple‐ ment the pattern. In our context, we are talking about the design pattern and the concepts behind it, not a specific implementation.

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