What is Capacity Planning?
Capacity planning, told as a story about looking at last year's numbers and this year's events to add rides and staff ahead of time.
At peak season, not enough rides or booths for the crowd.More guests came for vacation, and most of them just leave.
Planning for a usual day can't survive a special one.A holiday or an event day can bring several times the usual crowd.
Look at last year and this year's events, then add in advance.Not scrambling last-minute — counted and prepared ahead of time.
Last year's numbers plus this year's events tell you how much more you need.Add that many more rides and staff, with a little extra buffer on top.
More always show up than planned — so it's paired with automatic response.Planning alone can fall short. You need it paired with automatically calling in more to feel safe.
Capacity planning = looking at last year's numbers and this year's events to calculate in advance how much more you'll need, and adding rides and staff before the rush.
The practice of forecasting future traffic from historical usage trends and planned events (sales, holidays, marketing campaigns) to prepare infrastructure ahead of time. Demand forecasting estimates how much you'll need, a buffer adds a safety margin, and load testing confirms it actually holds up.
When grown-ups say it
- Capacity planning
- Counting in advance how much you'll need. Applies to rides, staff, and servers alike.
- Demand forecasting
- Guessing how many more will come. Looking at last year's numbers together with this year's events.
- Load testing
- Testing beforehand whether it really holds that much. Prepare without testing, and you hit peak season not knowing for sure.
- Peak traffic
- The moment the most guests arrive. Holidays, sales, and events can bring several times the usual load.
- Buffer (headroom)
- The extra left over instead of cutting it exactly even. The cushion that lets you survive a wrong guess.
- Relation to automatic scaling
- Even careful planning is paired with automatically calling in more. Planning ahead and automatic response together — that's what makes it safe.
- Relation to SRE
- One piece of the whole job of keeping the park running. Used together with gauges, automation, and paging. → the people who keep an amusement park open
- Cost of over-provisioning
- Add too much, and money goes out for rides that never fill. Too little loses guests; too much wastes money — balance is the point.