CVD Divergence: When Price and Aggression Tell Different Stories
FUTURES FIELD NOTES
What CVD measures
Cumulative volume delta adds buyer-initiated executed volume and subtracts seller-initiated executed volume. It measures classified aggression, not all buying and selling intentions. Every trade has a buyer and seller; the distinction is which side initiated the execution. A provider’s explicit aggressor classification is preferable to a visual estimate.
A divergence needs comparable observations
Price making a higher high while CVD makes a lower high is a commonly discussed bearish divergence. Price making a lower low while CVD holds a higher low is the corresponding bullish pattern. Compare the same instrument, time interval and reset convention. A continuous contract chart can differ from an individual expiry.
Aggression does not guarantee displacement
Aggressive orders can meet resting liquidity that absorbs activity. Equally, price can move sharply through thin available liquidity without unusually large volume. CVD describes one part of that relationship. It cannot independently establish who holds inventory or prove that a large participant is trapped.
An illustrative disagreement
ILLUSTRATIVE EXAMPLE: a contract trades beyond a prior swing high while its observed CVD remains below the comparable peak. Volume expands but the extension makes little progress. That combination can justify watching for rejection. If price holds above the high and structure continues upward, the divergence may fail as a reversal interpretation.
Volume and session context matter
CVD accumulated over a quiet period should not be treated as directly interchangeable with a complete active session. Check data continuity and the volume supporting the move. If some trades have no known side, a complete CVD value is unavailable. A partial observed sum needs a clear coverage label.
Use multiple timeframes without double counting
A fast divergence near a slower resistance area can provide useful location context. Delta and CVD from the same executions are strongly related; counting them as independent votes inflates confidence. Seek different evidence families, such as liquidity location, executed participation and an observable structure response.
What CVD cannot tell you
It does not reveal every hidden order, establish a probability of profit, or provide an entry price on its own. Screen-read indicator values may use different calculations and should remain separate from structured exchange-derived data. Confirm the source, reset, coverage and invalidation before using the observation.
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