Finance & Unit Economics

Peloton: Demand Whiplash and Inventory

Peloton · Connected fitness / consumer hardware · 2020-2022 Intermediate

In 2020 Peloton could not build bikes fast enough; waitlists stretched into months and the press crowned it the product of the pandemic. Two years later the company was writing down hundreds of millions in inventory it could not move, executives were leaving, and a stock that once cleared $160 had cratered. The company itself barely changed. The world around it did, twice, and fast.

For founders and operators, this case is not about a leadership team that was foolish; the demand was genuinely extraordinary. It sharpens the hardest call in any boom: deciding whether a spike is a structural shift or a temporary surge, and what you are willing to lock in based on that read. The specific trap Peloton fell into has a name and a rule attached, and the case walks you to the edge of both before it lets you see the cost of guessing wrong.

Topics
  • Peloton
  • demand forecasting
  • inventory write-downs
  • fixed vs variable costs
  • cost structure
  • pandemic demand
  • connected fitness
  • unit economics
  • capacity planning
  • finance

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