Control Planes, Part 2: When to Stop Configuring Autoscalers and Build Your Own

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This is the second in my series on control plane architecture - read the first one on control plane fundamentals here

In my last piece, I broke down the control plane as the "brain" of a distributed system. It’s the architectural component responsible for scaling, load balancing, reliability, and fault tolerance behind the scenes. Scaling got one paragraph. It deserves a lot more than that.

Here's the uncomfortable truth about scaling: almost every team eventually asks "should we build this ourselves, or just configure what the cloud gives us for free?" The answer isn't the same for everyone, and getting it wrong in either direction is expensive. Either you're reinventing a wheel AWS already built, or you're bolting a general-purpose autoscaler onto a problem it was never designed to solve.

Let's go through the actual options.

Cloud-Native Autoscaling: The Default, and Why It Works Until It Doesn't

Most cloud providers...

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