Article 4Y5YH Scaling up and down

Scaling up and down

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John
from John D. Cook on (#4Y5YH)

There's a worn-out analogy in software development that you cannot build a skyscraper the same way you build a dog house. The idea is that techniques that will work on a small scale will not work on a larger scale. You need more formality to build large software systems.

The analogy is always applied in one direction: up. It's always an exhortation to use techniques appropriate for larger projects.

But the analogy works in the other direction as well: it's inappropriate to build a dog house the same way you'd build a skyscraper. It would be possible to build a dog house the way you'd build a skyscraper, but it would be very expensive. Amateur carpentry methods don't scale up, but professional construction methods don't scale down economically.

Bias for over-engineering

There's a bias toward over-engineering because it works, albeit inefficiently, whereas under-engineering does not. You can use a sledgehammer to do a hammer's job. It'll be clumsy, and you might hurt yourself, but it can work. And there are tasks where a hammer just won't get the job done.

Another reason for the bias toward over-engineering is asymmetric risk. If an over-engineered approach fails, you'll face less criticism than if a simpler approach fails. As the old saying goes, nobody got fired for choosing IBM.

Context required

Simple solutions require context to appreciate. If you do something simple, you're open to the criticism "But that won't scale!" You have to defend your solution by explaining that it will scale far enough, and that it avoids costs associated with scaling further than necessary.

Suppose a group is debating whether to walk or drive to lunch. Someone advocating driving requires less context to make his point. He can simply say "Driving is faster than walking," which is generally true. The burden is on the person advocating walking to explain why walking would actually be faster under the circumstances.

Writing prompt

I was using some database-like features in Emacs org-mode this morning and that's what prompted me to write this post. I can just hear someone say "That won't scale!" I often get this reaction from someone when I write about a simple, low-tech way to do something on a small scale.

Using a text file as a database doesn't scale. But I have 88 rows, so I think I'll be OK. A relational database would be better for storing million of records, but that's not what I'm working on at the moment.

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