CVD and Open Interest DivergenceOpen Interest answers a simple but critical question: are traders committing new risk, or are they exiting existing positions? When price rises while Open Interest increases, new contracts are being added in the direction of the move. This confirms expansion and signals that the market is willing to fund higher prices. When price rises while Open Interest falls, positions are being closed into strength. That behavior reflects distribution rather than continuation. The same logic applies on the downside. Falling price with rising Open Interest signals aggressive short participation. Falling price with declining Open Interest signals profit-taking, not fresh selling pressure.
Cumulative Volume Delta adds context to this positioning data. It measures whether aggressive market orders are driving price or being absorbed by passive liquidity. When price prints higher highs but CVD fails to confirm, buying pressure is weakening despite higher prices. Participants are lifting offers with less urgency, and absorption is occurring. When price stalls or compresses while CVD continues to rise, it suggests that aggressive buyers are being absorbed by larger passive sellers. The move looks strong on price, but commitment is thinning.
These divergences become most meaningful when they appear at structurally relevant locations. Inside ranges, they frequently expose failed breakouts where price briefly escapes but participation does not follow. At highs and lows, they reveal exhaustion, where liquidity has been collected but no new initiative remains. During established trends, they help differentiate healthy continuation from late-stage rotation, where the trend persists visually but weakens internally.
The highest-quality environments occur when structure and participation align. A clean break of structure followed by expanding Open Interest and confirming CVD indicates that the market has accepted the new direction. Risk is being added, not removed, and aggressive flow supports price discovery. When one of these components is missing, vulnerability increases. Breaks without Open Interest expansion often fade. Moves with Open Interest but no CVD confirmation frequently stall or retrace.
Many traders struggle because they trade direction without measuring commitment. They react to candles instead of assessing whether the move is being funded. CVD and Open Interest shift the focus from where price moved to why it moved. This perspective reduces overtrading, filters false momentum, and clarifies when patience is required.
Used correctly, these tools are not predictive indicators. They do not call tops or bottoms. They expose when a market narrative is weakening before structure fully changes. That awareness improves timing, limits unnecessary exposure, and prevents chasing moves already sustained by trapped or exiting participants. In leveraged markets, understanding participation is not an edge. It is a requirement for survival.
CVD
Understanding Volume In TradingVolume is one of the most crucial yet often overlooked aspects of trading. It represents the total number of shares, contracts, or lots traded in a given period and provides insight into the strength of price movements. By analyzing volume effectively, traders can identify trends, confirm breakouts, and detect potential reversals before they happen.
Unlike price action alone, volume adds a critical layer of confirmation. A price move supported by high volume is more likely to be sustainable, while a move on low volume may indicate weakness or manipulation. Institutions, hedge funds, and large market players leave footprints through volume, and understanding these patterns can give traders an edge.
Volume Types 🎯
Volume
Buy/Sell Volume
Delta Volume
Cumulative Delta Volume
Relative Volume
Cumulative Relative Volume
Open Interest
Volume Profile
01. Volume 🔥
In trading, volume refers to the total quantity of assets traded during a specific time frame, whether they are stocks, futures contracts, options, or currencies. It measures the activity level of a security and provides insights into the strength or weakness of price movements.
Key aspects:
Market sentiment: High volume often indicates strong interest in a security and can signal the strength of a price move. Conversely, low volume may suggest a lack of interest and can indicate that price movements may not be sustainable.
Liquidity: High volume generally indicates better liquidity, meaning it is easier to enter and exit positions without significantly impacting the asset’s price. Low volume may lead to higher slippage and greater price volatility.
Volume spikes: Extremely high volume after a prolonged trend may signal the end of that trend (blow-off tops or panic selling bottoms).
Market types: Volume can vary by market type. In stock markets, it is usually reported in shares. In futures and options, it is reported in contracts, while in Forex, it is often measured by tick volume (the number of price changes).
Impact on market orders & liquidity
High Volume = Lower Slippage: Large orders can be executed more efficiently in high-volume environments.
Low Volume = Higher Volatility: Thin order books in low-volume markets can lead to erratic price swings and wider bid-ask spreads.
02. Buy/Sell Volume 💹
Buy volume and sell volume are key metrics that indicate the level of buying and selling activity in a market. They help traders assess the strength of price movements and market sentiment.
Buy Volume
Buy volume represents the number of shares, contracts, or lots traded at the ask price (or higher). It occurs when buyers are willing to pay the seller’s asking price, indicating buying pressure and potential bullish sentiment.
How buy volume is measured:
Transactions that execute at the ask price are counted as buy volume.
In some cases, aggressive market orders (where buyers take liquidity) are considered buy volume.
Buy volume is often compared to total volume to determine demand strength.
Sell Volume
Sell volume represents the number of shares, contracts, or lots traded at the bid price (or lower). It occurs when sellers accept the buyer’s bid price, indicating selling pressure and potential bearish sentiment.
How sell volume is measured:
Transactions executed at the bid price are counted as sell volume.
Market sell orders (where sellers take liquidity) contribute to sell volume.
Higher sell volume relative to buy volume suggests downward price pressure.
03. Delta Volume ✨
Delta Volume (often referred to as Volume Delta) is a key order flow metric that measures the difference between buy volume and sell volume over a given period.
Calculation
Delta Volume is defined as: Delta Volume = Buy Volume − Sell Volume
Where:
Buy Volume is the total volume transacted at the ask price (aggressive buying).
Sell Volume is the total volume transacted at the bid price (aggressive selling).
Interpretation
Positive Delta (Buy Volume > Sell Volume): Indicates more aggressive buying, suggesting bullish momentum.
Negative Delta (Sell Volume > Buy Volume): Indicates more aggressive selling, suggesting bearish momentum.
Near Zero Delta: Indicates a balance between buyers and sellers, often seen in range-bound markets.
04. Cumulative Delta Volume ⚡
Cumulative Delta Volume (CVD) is an advanced order flow metric that tracks the cumulative sum of Delta Volume over time.
Calculation
CVD t =CVD t − 1 + (Buy Volume − Sell Volume)
Where:
Buy Volume = Volume transacted at the ask price (aggressive buying).
Sell Volume = Volume transacted at the bid price (aggressive selling).
CVD*t = Current cumulative delta value.
CVD\*{t-1} = Previous cumulative delta value.
Interpretation
Rising CVD (Positive Delta Accumulation): Buyers are dominating, indicating bullish momentum.
Falling CVD (Negative Delta Accumulation): Sellers are in control, signaling bearish momentum.
Flat or Divergent CVD: A divergence between price and CVD can indicate potential reversals or absorption by large traders.
05. Relative Volume 📉
Relative Volume (RVOL) is a key trading metric that measures current trading volume compared to its historical average over a specified period. It helps traders assess whether a security is experiencing unusual trading activity and provides insights into liquidity, volatility, and potential price movements.
Calculation
Relative Volume is typically expressed as a ratio:
RVOL = Current Volume / Average Volume Over A Given Period
Where:
Current Volume = The total shares/contracts traded in the current period (e.g., 1-minute, 5-minute, daily).
Average Volume = The average volume over a past period (e.g., 10-day average, 50-day average).
A higher RVOL (>1) means the security is trading at above-average volume, while a lower RVOL (<1) indicates below-average activity.
Interpretation
RVOL > 2: Indicates significantly higher-than-normal volume, often linked to news events, earnings reports, or breakout trends.
RVOL around 1: Suggests normal trading activity with no unusual volume spikes.
RVOL < 1: Indicates low trading activity, which may lead to weak price movements and lower liquidity.
06. Cumulative Relative Volume 💥
Cumulative Relative Volume (CRVOL) is an advanced volume metric that tracks the total volume traded throughout a session relative to its historical average at the same time of day.
Calculation
Cumulative Relative Volume compares the ongoing total volume at a given point in time to the average cumulative volume at that same time over a historical period.
CRVOL = Cumulative Volume at Time X / Average Cumulative Volume at Time X over N periods
Where:
Cumulative Volume at Time X = The total volume traded from market open up to time X.
Average Cumulative Volume at Time X = The average total volume at that point in time over a selected historical period (e.g., 10 days).
N periods = The number of historical sessions used for comparison.
A CRVOL > 1 indicates higher-than-normal trading activity, while CRVOL < 1 suggests lower-than-average activity.
Interpretation
CRVOL > 1.5: Significantly higher trading activity than usual, often linked to news events, earnings reports, or institutional participation.
CRVOL ≈ 1: Normal trading volume, suggesting typical market conditions.
CRVOL < 0.8: Below-average trading volume, often indicating low liquidity and reduced volatility.
07. Open Interest 📊
Open Interest (OI) is a key metric in derivatives markets (futures and options) that represents the total number of outstanding contracts that have not been settled or closed. It is an important indicator of market activity, liquidity, and trader commitment.
How it works?
Open Interest increases or decreases based on the interaction between buyers and sellers:
OI Increases: When a new buyer and a new seller enter the market, creating a fresh contract.
OI Decreases: When an existing buyer and seller close their positions (either by offsetting trades or expiration).
OI Unchanged: If an existing contract is transferred between traders (one trader closes, another opens an equal position).
Interpretation
Rising OI + Rising Price: Suggests strong buying interest, indicating a bullish trend with conviction.
Rising OI + Falling Price: Indicates strong selling pressure, confirming a bearish trend.
Falling OI + Rising Price: Signals a short-covering rally or weakening trend, as traders close positions.
Falling OI + Falling Price: Suggests a lack of commitment to further declines, indicating potential trend exhaustion.
08. Volume Profile 🎢
Volume Profile is a powerful market analysis tool that plots trading volume at different price levels over a specific period. Unlike traditional volume indicators, which show volume per time interval, Volume Profile reveals where the most buying and selling activity occurred, helping traders identify key support and resistance levels, market structure, and potential price reactions.
Components
Volume Profile is displayed as a histogram on the vertical axis, showing the amount of volume traded at each price level. It is built using tick data or intraday price action and is often calculated for different timeframes (daily, weekly, monthly, or custom sessions).
Key components of Volume Profile include:
Point of Control (POC): The price level where the highest volume was traded, acting as a major support/resistance zone.
High Volume Nodes (HVN): Price areas with heavy trading activity, indicating consolidation zones where price is likely to stabilize.
Low Volume Nodes (LVN): Price areas with little trading activity, often leading to fast price movements as there is little resistance or support.
Value Area (VA): The price range where 70% of the total volume was traded, representing the "fair value" zone of the market.
Value Area High (VAH) & Value Area Low (VAL): The upper and lower boundaries of the Value Area, acting as dynamic support and resistance levels.
Types
Session Volume Profile: Analyzes volume for a single trading session (daily or intraday).
Composite Volume Profile: Covers a longer period (weeks, months, or custom-defined ranges).
Fixed Range Volume Profile: Analyzes volume for a specific price range or custom-selected area.
Developing Volume Profile: Updates dynamically throughout the trading session to show real-time changes in volume distribution.
Interpretation
POC as a Magnet: Price tends to revisit the POC due to high liquidity and market agreement at that level.
Breakouts from Value Area: If price breaks above VAH with strong volume, it signals a bullish trend; if it breaks below VAL, it signals a bearish trend.
Reaction at LVN: Price moves quickly through LVN areas but may reverse or stall when approaching HVN.
Rejections at VAH/VAL: If price rejects VAH, it may return to POC or VAL, and vice versa.
09. Indicators 📦
Volume indicators help traders gauge market strength by analyzing the number of shares or contracts traded.
Volume (Default) – Displays the total volume traded per candle, often color-coded based on price movement.
Volume Profile (Fixed Range, Session, Visible Range) – Shows volume distribution across price levels to identify support and resistance zones.
Volume Weighted Average Price (VWAP) – A dynamic support/resistance line that calculates the average price based on volume.
On-Balance Volume (OBV) – Measures cumulative volume flow to detect price trends and confirm breakouts.
Money Flow Index (MFI) – A volume-weighted RSI-like oscillator that identifies overbought and oversold conditions.
Volume Delta – Measures the difference between buying (ask) and selling (bid) volume.
Cumulative Delta Volume – Tracks the cumulative sum of volume delta over time to assess buying/selling pressure.
Relative Volume (RVOL) – Compares current volume to historical averages to highlight unusual trading activity.
Key Takeaways 📋
Volume is a crucial market indicator that reflects trading activity and liquidity, often preceding price movements.
High volume confirms trends and breakouts, while low volume can signal weak or false moves.
Volume Profile identifies key support and resistance zones, with High Volume Nodes (HVNs) acting as strong barriers and Low Volume Nodes (LVNs) allowing fast price movement.
Relative Volume (RVOL) highlights unusual market activity, while Delta Volume and Cumulative Delta reveal buying and selling pressure.
VWAP serves as a dynamic support/resistance tool commonly used by institutional traders.
📊 Cumulative Volume Delta (CVD)📍 CVD describes the number of contracts bought at the offer minus those sold at the bid. It simply measures the "aggressiveness" of buyers versus sellers. If the sellers are aggressive, they place limit orders instead of market selling and vice versa. CVD is the easiest method to use delta in your trading.
🔹UPTREND EXHAUSTION
Price is making new highs but CVD isn't. This shows a lack of interest coming from aggressive buyers who would be needed to continue the price increase. We can expect a short term reversal to the downside.
🔷UPTREND ABSORPTION
CVD is making new highs but price isn't. This shows that there is a lot of activity from aggressive buyers trying to push the price higher but their market buy orders are getting absorbed by limit sell orders.
🔷DOWNTREND EXHAUSTION
Price is making new lows but CVD isn't. This shows a lack of interest coming from aggressive sellers who would be needed to continue the price decrease. We can expect a short term reversal to the upside.
🔷DOWNTREND ABSORPTION
CVD is making new lows but price isn't. This shows that there is a lot of activity from aggressive sellers trying to push the price lower but their market sell orders are getting absorbed by limit buy orders.
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Unfi Short Scalp using CVD to confirm the trade - 84.86% profit BINANCE:UNFIUSDT BYBIT:UNFIUSDT COINBASE:UNFIUSD
Educational post on CVD or Cumulative Volume Delta and how I use it to confirm scalps and swing trades
Unfi Short Scalp using CVD to confirm the trade - 84.86% profit in 30 minutes!
Delta only shows us market orders. NB!!!
Bearish CVD: (used in this trade)
Price making LH but CVD making HH. People are aggressively market buying, but highs in price can’t be taken out. Bigger limit order trader has absorbed price
Bullish CVD:
More people market shorting (CVD) but Price forms HL. CVD makes LL.
if price making HL and more people market shorting, then a bigger trader or traders has come in with a limit order and absorbed the market shorts
Both leads to trapped traders and you can expect a decent follow through.
Not Financial Advice. DYOR. Papertrade before trading with real money.
Hope you have a profitable trading day!
Shawn



