Fundamentals 6 min read

Decade-Long Coding Habits That Boost Code Quality

After years of writing code, the author shares three disciplined habits—anticipating non‑functional scenarios, structuring code to reflect business flow, and adopting spec‑driven development—to improve code quality and resilience in production systems.

samdeepthink
samdeepthink
samdeepthink
Decade-Long Coding Habits That Boost Code Quality

When I first started, I focused on coding conventions such as camelCase naming, short methods, fewer if‑else statements, and more comments, and I still follow those rules.

However, after more than a decade of coding, I realized that true code quality is shaped by a few thinking habits rather than surface‑level style guidelines.

Habit 1: After a requirements review, I first consider non‑functional scenarios.

Earlier I would ask:

How to implement the feature?

How to design the database?

How to define the API?

Now I run through a checklist of potential issues:

What exception scenarios exist?

Have boundary data been considered?

How to handle duplicate submissions?

Will concurrency cause problems?

What if traffic spikes suddenly?

How to deal with third‑party timeouts?

What if Redis becomes unavailable?

What if MQ delivery fails?

What is the degradation strategy?

These items rarely appear in requirement documents, yet many production incidents stem from them. The real difficulty is not delivering functionality but ensuring it remains reliable under abnormal conditions.

You can't simply abandon the code when an exception occurs.

Therefore, for each new requirement I spend considerable time envisioning these scenarios.

Habit 2: Code should express business flow before implementation details.

I dislike opening a method and seeing hundreds of lines of code. I prefer that a reader can immediately grasp the business process.

For example:

createOrder() {

    validate();

    calculatePrice();

    lockStock();

    createOrder();

    sendMessage();

}

The entire workflow is clear at a glance, while the actual business logic resides in the called methods. This makes future changes easier: only the relevant step needs modification, leaving the rest untouched and keeping the business flow stable.

Code should first convey business, then implementation.

If a colleague cannot understand the overall process within two minutes, the code likely still has optimization space.

Habit 3: Design before coding.

Previously I would open the IDE and start coding immediately. Now I first spend time thinking about:

Non‑functional scenarios mentioned earlier;

Code readability;

Writing structured code so teammates can modify it following a fixed pattern;

Reusability.

With AI tools available, I further advocate a spec‑driven development approach. I spend several hours writing a detailed specification, then hand it to AI to generate the code.

Many think writing a spec wastes time, but I argue the spec‑writing process is the thinking process. Design questions, boundary conditions, and exception cases surface while drafting the spec.

After the spec is complete, coding becomes the final step, often producing high‑quality code in one pass.

Conclusion: To become a professional and trustworthy senior developer, adopt these habits—anticipating non‑functional scenarios, aligning code with business flow, and driving development from a well‑crafted spec.

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exception handlingcode qualitysoftware designbusiness logiccoding habitsSpec Driven Development
samdeepthink
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samdeepthink

Knowledge Planet: Old Dock's Tech Chronicles Zhihu: SamDeepThinking A technical manager who still codes heavily on the front line. From junior developer to tech lead, then tech manager, now leading the whole front‑ and back‑end development team—leveling up along the way. I have some insights on programming, career development, and tech management.

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