How to Interpret On-Chain Liquidation Data? Market Direction After Major Liquidations
Liquidation data is the most intuitive on-chain signal of the long-short battle. The core logic is simple: areas of concentrated liquidations form the "resistance-support" boundary for price action. A large number of long liquidations means selling pressure is released, but the bulls are severely weakened; short liquidations can trigger a short squeeze rally. However, where the market goes after major liquidations depends on the liquidation structure (long-short ratio), changes in open interest (OI), and whether liquidations spark a chain reaction.
Step 1: Confirm the Source of Liquidation Data — On-Chain vs. Centralized Exchanges
What to do: Different sources report liquidation data differently; before interpreting, first confirm where the data comes from.
Differences in data sources:
On-chain protocols (e.g., Hyperliquid): Every liquidation is executed on-chain, publicly verifiable, with high data transparency. Hyperliquid's founder has pointed out that centralized exchanges often report only one liquidation when many orders are liquidated in the same second, potentially undercounting real liquidation volume by tens or even hundreds of times.
Centralized exchanges (CEX): Data is aggregated and released in batches; the true scale of liquidations is often underestimated. CoinDesk reported that during the "Black Friday" of October 2025, the market reported about $19 billion in liquidations, but because CEX aggregated reporting often underestimates notional value, the actual scale may have been much larger.
Third-party aggregators (e.g., CoinGlass): Aggregate data from multiple exchanges, providing unified liquidation heatmaps and long-short ratios — currently the most commonly used public data source.
When this step is complete: Confirm the data source you are referencing. If using on-chain protocol data (like Hyperliquid), you can regard it as real-time, uncompressed accurate data; if using CEX data, understand that it may be underestimated.
Step 2: Look at Liquidation Size and Long-Short Ratio — Identify "Who Is Getting Liquidated"
What to do: Use total liquidation volume and the long-short ratio to determine which side is being forced to close positions.
How to do it:
Use the CoinGlass liquidation heatmap to see liquidation concentration zones near the current price, and assess which price breaks could trigger a chain reaction.
Check the long-short ratio within total liquidations. For example, in a 24-hour liquidation event of $179 million, longs account for about 62% and shorts about 38% — although more longs were liquidated, the short share is not low, indicating the market was not in one-sided panic.
When this step is complete: Clarify whether the main victims of this liquidation are longs or shorts, and whether the long-short ratio is extreme.
The "Black Friday" of October 2025 set a historic record: over $19 billion in leveraged positions was wiped out in 24 hours, of which roughly $16 billion came from longs — nearly every participant holding 2x leverage or more without a stop-loss was cleared within minutes. What made this liquidation unique was that Hyperliquid accounted for $10.3 billion in liquidations, surpassing all CEXs to become the single largest liquidation venue.
Step 3: Assess the Degree of Leverage Flush-Out Using OI Changes — A Key Signal for the Market After Liquidations
What to do: Liquidations alone are not a signal; whether OI drops simultaneously after liquidations is the key to judging the market's direction.
Core logic:
Price down + OI down: Leveraged longs are being forced out, and market deleveraging is underway. This could be an early signal of a bottom — but only if the OI decline is substantial.
Price down + OI not declining: After longs are liquidated, shorts may be taking over positions, meaning the downtrend could persist.
OI drops more than price: Deleveraging is more thorough than price suggests, and conditions for a bounce are accumulating.
October 2025 Black Friday case: Total perpetual contract OI plunged from $217 billion to $123 billion (-43%), the largest single-day OI contraction in history. This degree of deleveraging means the market completed a leverage flush-out in a short time that normally would have taken weeks.
July 2026 case (a smaller liquidation event): In a 24-hour $179 million liquidation event, OI fell from $58 billion to $54 billion (-6.9%), a much smaller drop than the 12% seen in a similar liquidation event in May 2021. This suggests the leverage flush-out may be underestimated — liquidation pressure was concentrated in a few highly leveraged positions rather than a systemic stampede, and the market structure was more complex than surface numbers indicate.
When this step is complete: Compare the liquidation scale with the magnitude of OI change to judge whether deleveraging is sufficient.
Step 4: Watch the "Bullseye Effect" on the Liquidation Heatmap — Identify Key Price Levels
What to do: The liquidation heatmap shows significant leveraged positions waiting to be liquidated at specific price levels; these levels often become precise bullseyes in the long-short game.
July 2026 case: When Bitcoin rebounded to around $63,000, the on-chain concentration of short liquidations accumulated to $657 million. Once the price breaks through that level, it could trigger a cascading short squeeze (shorts forced to buy back), creating a short-term upward impulse. However, around the same price, liquidations of approximately $526 million in longs were also densely packed — if the price fails to hold $63,000, the long liquidations below would accelerate a decline.
When this step is complete: Identify 2–3 price zones with dense liquidation orders from the heatmap, and use them as key short-term reference levels for trading.
Step 5: Combine with Funding Rate to Judge Whether Market Sentiment Is Extreme
What to do: The funding rate reflects the balance of long-short power in the derivatives market. Combining it with liquidation data helps judge whether sentiment has reached an extreme.
July 2026 data: The BTC perpetual contract funding rate had dropped from 0.01% to 0.003%, approaching neutral, but the OI decline (-6.9%) lagged the funding rate retreat, suggesting that institutions may be building hedging positions using low rates rather than making outright bullish bets. Once liquidation pressure is released, short covering could push prices higher.
When this step is complete: Confirm whether the funding rate is at an extreme high (overheated bull) or extreme low (bearish panic), and combine with liquidation data to judge whether sentiment has peaked or bottomed.
Where the Market Goes After Major Liquidations: Three Typical Paths
| Liquidation Type | OI Change | Funding Rate | Typical Follow-up Path |
|---|---|---|---|
| Massive long liquidations + OI drops sharply | Decline close to or exceeding price drop | Drops to neutral or negative | Higher probability of a short-term bounce; short covering could push prices higher |
| Long liquidations + insufficient OI decline | Decline smaller than price drop | Still positive | Downtrend may continue; liquidation pressure not fully released |
| Short liquidations (short squeeze) | OI rises during price rebound | Turns positive but not extreme | Short-term upward impulse, but may just be liquidity hunting rather than a trend reversal |
Common Misconceptions and Risk Reminders
Misconception: "Large total liquidations = bullish/bearish signal"
Liquidations themselves are just a reflection of market behavior, not a predictive tool. After the $19 billion Black Friday liquidation in 2025, the market did not immediately reverse but entered a more complex consolidation phase.
Misconception: "On-chain liquidation data can be directly compared with CEX data"
Liquidation data from on-chain protocols like Hyperliquid is real-time and complete; CEX data may be severely underestimated due to batch reporting. Directly comparing the two will lead to misjudgment.
The "double-edged sword" effect of liquidation heatmaps: Areas of concentrated liquidations can act as both a trigger for a rebound (shorts squeezed) and a catalyst for accelerating declines (longs swept). The July 2026 scenario around $63,000 — with $526 million in longs and $657 million in shorts densely concentrated — is a classic example of this tug-of-war.
Confirmation of Judgement
Use the CoinGlass liquidation heatmap to check liquidation concentration zones above and below the current price, identifying key support/resistance levels. Then examine the 24-hour OI change and funding rate trend after the liquidation to gauge the degree of deleveraging. If OI declines significantly after massive long liquidations and the funding rate has moved close to neutral or turned negative, the likelihood of a short-covering bounce is higher; if the OI decline is limited and the funding rate remains positive, the downtrend may not be over.
