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Dealer Series · Part I

Liquidity and inventory rebalancing

Buys callsBuys putsDEALERquotes both sideskeeps the spreadinventoryHEDGEspot / perpdelta ≈ 0Dealers do not take a view — they take the other side, then neutralise it

When you buy an option, somebody sold it to you. That somebody is almost never a trader with the opposite view — it is a dealer, a market maker whose business is quoting a bid and an ask on hundreds of strikes at once and earning the difference between them.

This is the single most useful thing to internalise about market structure: the counterparty to most flow has no directional opinion at all. They are not betting against you. They are running an inventory business, and everything they do afterwards — including the trades that show up on your chart — follows from that.

The business: spread, not direction

A dealer posts a two-sided quote — say 0.0410 bid / 0.0425 ask on a BTC call — and stands ready to trade either side. If buys and sells arrived in equal measure, the position would net to nothing and the dealer would simply collect the spread, over and over, on volume.

Real flow is not balanced. Demand clusters: everyone wants upside calls in a rally, everyone wants downside puts in a scare. So the dealer ends up short the thing everyone is buying — and that unwanted position is the inventory.

Adverse selection: the spread has to be wide enough to survive the informed traders inside the flow. That is why quotes widen in illiquid strikes, into news, and near expiry — not because the dealer became bearish, but because the inventory got more dangerous to hold.

Inventory is risk, not a position

Inventory here means an option book: thousands of contracts across strikes and expiries, each with its own greeks. The dealer does not want the directional exposure that comes with it, and the exposure will not sit still — it changes with price, with time, and with implied volatility.

The first-order problem is delta: how much the book gains or loses per dollar of underlying. Sell 100 BTC of calls with delta 0.40 and you are effectively short 40 BTC. Do nothing and you have taken a directional bet you were never paid to take.

Rebalancing: turning inventory into flow

The fix is delta hedging. Short 40 BTC of delta, so buy 40 BTC in the market — spot, perpetual, or dated future — and the book is flat again. From that moment the dealer earns on spread, time decay and volatility, not on direction.

And here is the part that matters for anyone reading a chart: that hedge is executed in the liquid markets. Option risk is written on Deribit; the delta that neutralises it is bought and sold on Coinbase, Binance and the perpetual venues. The options market's inventory problem becomes the spot market's order flow.

Delta does not stay put, either. It moves as price moves — that sensitivity is gamma — so the hedge has to be re-run continuously. A dealer's day is a stream of small, mechanical, price-triggered trades in the underlying, with a size and a direction that are entirely predictable from the shape of their book. Flow that is mechanical is flow that can be anticipated.

Where it shows up

Three fingerprints are visible without any special access. Resting size at option strikes in the spot book, because that is where hedges get worked. Volume spikes at round strikes as price crosses them and every book in the market re-hedges at once. And reduced realised volatility between heavily-populated strikes, which is the subject of Part II.

BTC · Binance Spot1hfx
Terminallive
Dominant OI Lines0DTE1DTE2DTE
59,600.0060,400.0061,200.0062,000.0062,800.0063,600.0064,400.0065,200.0066,000.0066,800.0066,003.02BTC-15AUG26-65500-C · 5.2KBTC-14AUG26-62000-P · 1.5KBTC-14AUG26-60000-P · 2.8K63,412.008910 Aug111213141516
1hWORKSPACE · deepview
Dominant OI Lines projects the heaviest option strikes onto the price chart, and the whale order panel lists the resting size in the spot book. Note where the two agree: offers stacked at 65,000–66,000 under the dominant call, and the largest bids at 63,162 and at the 62,000 put strike.

None of this requires anyone to be plotting anything. It is the arithmetic of a hedged book, executed by machines, at scale.