Why ladder
Averaging into a range. Choosing one entry price is a timing bet. Spreading across a range means you accumulate as the market moves through it, and your average reflects the range rather than one moment. Reducing impact. A single large limit order at one price is a wall. Split across levels, the same size sits closer to how natural liquidity is distributed and is less likely to be traded around. Concealing intent. A large resting order is a visible signal. Several smaller ones across a range say considerably less about what you are doing.Parameters
Prices are spaced evenly between the two ends. Size distribution is controlled by skew.
Skew
Skew is the ratio between the size at the end price and the size at the start price.Skew = 1 · even
Skew = 4 · weighted toward the far end
Same total size of 1.0, same four prices — only the distribution differs.
A buy ladder: skewing toward the far end commits more capital only if price falls further.
Validation
The whole ladder is checked before any of it is placed:- Every individual order must satisfy the market’s minimum and maximum order size
- The total must satisfy initial margin
- If reduce-only, the total must not exceed your current position
After placement
Once placed, these are ordinary limit orders. There is no strategy running behind them. That means you can cancel or modify any of them individually, they rest and fill independently, and nothing rebalances if only part of the ladder fills. If price sweeps through half your range and reverses, you hold half a ladder and the rest stays where it is — there is no catch-up mechanism, because a scale order is a placement, not an execution algorithm.Using post-only for the ladder guarantees every level earns the maker fee. It also means any level that would cross the book on placement is rejected rather than filled — which can silently leave gaps in a ladder placed too close to the touch.
Where to go next
TWAP
Splitting across time instead of price, with catch-up.
Order types
Post-only, GTC, and IOC as applied to each level.
Modify orders
Adjusting individual levels after placement.
Fees
Maker fees on resting ladder levels.