Production Software Code
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A Production Software Code is a software code item designed for deployment in a production system, ensuring reliability and performance under real-world operating conditions.
- Context:
- It can (typically) be Well-Tested Code such as unit tested code, expected to handle edge cases and failure modes gracefully.
- It can (often) developed and maintained by professional Software Engineers who ensure that the code meets stringent quality standards.
- It can (often) adheres to Software Engineering Practices that include comprehensive testing, documentation, and adherence to coding standards.
- It can range from being a Custom Production Code to being ____ Production Code (e.g. bought professional code).
- It can range from being a Front-End Production Code to being a Backend Production Code.
- It can range from being a Simple Production Code to a Complex Production Code.
- It can be designed with attention to Scalability, Security, and Maintainability.
- ...
- Example(s):
- A Production ML Code used in financial services to process transactions and perform fraud detection.
- A backend system for an e-commerce platform that manages orders, inventory, and user data.
- ...
- Counter-Example(s):
- Exploratory Research Code, which is often less structured and not designed for long-term deployment.
- Proof-of-Concept Scripts used for demonstration or testing new ideas that are not ready for production.
- See: Software Engineering Practices, Scalability, Security, Maintainability, Software Engineer.
References
2018
- https://towardsdatascience.com/should-data-scientists-know-how-to-write-production-code-ae38f9e2f339
- QUOTE: ... Production code is a well-tested and stable code which accounts for real life scenarios and it must be robust to function. And having the ability to write a production-level code is one of the highly sought-after skills as a data scientist for a company. Good news to you if you’re a software engineer turned data scientist as you might have developed this skill set through building various production codes for deployment in your previous roles.....