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security-post-mortems-hacks-and-exploits
Blog

The Cost of Composable Leverage: Cascading Liquidations Revisited

Interconnected lending protocols like Aave and Compound turn isolated liquidations into systemic solvency crises. This analysis dissects the mechanics and historical evidence of leverage contagion, arguing that current risk models are fundamentally inadequate for a composable future.

introduction
THE CASCADE

Introduction

Composable leverage creates systemic risk where a single price drop triggers a domino effect of liquidations across interconnected protocols.

Composability is a systemic risk multiplier. The ability for protocols like Aave, Compound, and MakerDAO to integrate seamlessly creates a single, fragile financial graph where collateral is rehypothecated across layers.

Cascading liquidations are a design flaw, not a market flaw. The 2022 market collapse proved that isolated risk models fail; a position liquidated on Aave can trigger a margin call on a leveraged perpetual on dYdX, creating a self-reinforcing death spiral.

The cost is quantifiable in TVL vaporization. The Terra/Luna collapse erased ~$40B, but the more insidious risk is the silent bleed from smaller, recursive liquidations that drain protocol reserves and user confidence without a single headline event.

deep-dive
THE CASCADE

The Feedback Loop: Price Oracles, Liquidity, and Reflexivity

Composability creates a fragile dependency where oracle price updates trigger liquidations that crash liquidity, creating a self-reinforcing death spiral.

Composability creates systemic fragility. Each lending protocol relies on external price oracles like Chainlink or Pyth Network. A sharp price drop triggers liquidations across multiple protocols simultaneously, not just one.

Liquidation cascades are a liquidity problem. Protocols like Aave and Compound rely on liquidators to repay debt and absorb collateral. A market-wide event exhausts available liquidation capital, causing positions to become undercollateralized without being closed.

Reflexivity amplifies the crash. The forced selling from liquidations pushes the asset price lower via DEX pools like Uniswap or Curve. This lower price feeds back into the oracles, triggering the next wave of liquidations.

Evidence: The 2022 LUNA/UST collapse demonstrated this. The death spiral was accelerated by oracle price lags and a complete evaporation of on-chain liquidity, making orderly liquidations impossible across every integrated DeFi protocol.

THE COST OF COMPOSABLE LEVERAGE

Historical Cascade Events: A Post-Mortem Ledger

A quantitative autopsy of major DeFi liquidation cascades, analyzing the systemic triggers and failure modes of composable leverage.

Post-Mortem MetricMakerDAO (Black Thursday, Mar 2020)Compound (Nov 2020)Solana DeFi (Nov 2021)

Primary Trigger

ETH price drop of ~50% in 48h

DAI price surge to $1.30 (Depeg)

Network congestion (1000+ TPS for 6h)

Peak Gas Price (Gwei)

900

~ 500

N/A (Solana Fee Markets)

Total Liquidated Value

$8.32M (0 DAI bids)

$88.7M

$100M+

Critical Failure Mode

Oracle latency & Auction model

Oracle price lag & collateral correlation

Sequencer failure & liquidity fragmentation

Cascade Duration

~ 3 hours

~ 45 minutes

~ 18 hours

Protocol Response

MKR debt auction (MKR dilution)

Governance parameter updates

Network restart & protocol pauses

Systemic Linkage (Composability)

Single-protocol (Maker vaults)

Multi-protocol (leveraged DAI loops via dYdX, Aave)

Cross-DApp (Mango, Solend, Port triggered simultaneously)

Post-Event Fix

DSR, Oracle Security Module, auction redesign

TWAP oracle introduction, collateral factor reductions

Circuit breaker mechanisms, priority fee integration

risk-analysis
THE COST OF COMPOSABLE LEVERAGE

Protocol-Specific Vulnerabilities & Mitigation Failures

When leverage protocols integrate, their risk models fail to compound, creating systemic fragility that liquidators exploit.

01

The Maker-Aave Liquidation Cascade

MakerDAO's $DAI is the base collateral for leverage on Aave. A sharp ETH drop triggers mass Aave liquidations, dumping ETH and cratering the price. This devalues Maker's ETH collateral, pushing its own vaults underwater and forcing more liquidations. The $100M+ Black Thursday event was a canonical failure of cross-protocol risk isolation.\n- Risk Contagion: Liquidations in one protocol directly impair collateral health in another.\n- Oracle Latency: Stale price feeds during volatility create arbitrage windows for predatory MEV bots.

$8.3M
Bad Debt (2020)
0 DAI
Auction Price
02

The Abracadabra (MIM) Depeg Engine

MIM's design allowed borrowing against interest-bearing tokens like yvDAI. When the underlying Yearn vault suffered a loss, the collateral value backing MIM evaporated. The protocol's reliance on a single oracle (Chainlink) for the LP token price created a manipulatable failure point. The $12M exploit in 2022 demonstrated that yield-bearing collateral adds a hidden time-bomb to stablecoin stability.\n- Yield Dependency: Collateral value is a function of another protocol's performance.\n- Oracle Single Point: A single price feed for complex LP tokens is inherently fragile.

~60%
MIM Depeg
1 Oracle
Critical Failure
03

Euler Finance's Donation Attack Vector

Euler's innovative donateToReserves function, meant for protocol management, became a weapon. An attacker could flash loan into a position, donate a massive amount of debt to a user's vault, instantly making it undercollateralized, and then liquidate it for profit. This exposed a fatal flaw: composability without access control. Any external contract could manipulate internal accounting states.\n- Permissionless State Change: Public functions can alter core health factors.\n- Atomic Execution: Flash loans enable these attacks in a single transaction block.

$197M
Exploit Size
1 Function
Attack Surface
04

The Iron Bank (CREAM) Bad Debt Spiral

As a cross-margin lending primitive for other protocols, Iron Bank's failure is a masterclass in composability risk. When a borrower protocol (like Alpha Homora) became insolvent, it created unrepayable bad debt on Iron Bank. This debt was socialized across all lenders, crippling the system. The mitigation—pausing borrows for the toxic protocol—came too late and shattered trust in the "protocol-as-a-counterparty" model.\n- Counterparty Risk: Lending to other protocols transfers their operational risk.\n- Slow Governance: DAO-based pausing mechanisms are too slow for cascading failures.

$130M+
Bad Debt
Days
Response Lag
future-outlook
THE CASCADE

Beyond the Band-Aid: Rethinking Systemic Risk for a Composable World

Composability creates a fragile lattice of leverage where a single failure triggers a chain reaction of liquidations.

Composability is leverage. A user's collateral on Aave can be deposited into a yield strategy on Morpho, which is then used as liquidity for a perp position on GMX. This creates a recursive dependency where the health of one position depends on the solvency of another.

Liquidation cascades accelerate. Automated liquidators on protocols like MakerDAO and Aave trigger a fire sale of assets. In a composable system, this selling pressure immediately impacts the collateral value of the interconnected positions, creating a self-reinforcing downward spiral.

Risk is non-linear and opaque. The systemic risk of a network like Arbitrum or Optimism is not the sum of its protocols. It is a complex function of their interdependencies, making traditional stress tests and circuit breakers ineffective.

Evidence: The 2022 UST depeg demonstrated this. The collapse of a single algorithmic stablecoin triggered liquidations across Anchor, drained liquidity from Curve pools, and caused cascading insolvencies in leveraged positions across the ecosystem.

takeaways
COMPOSABLE LEVERAGE RISKS

Key Takeaways for Architects and Risk Managers

Composability amplifies systemic risk by linking collateral across protocols, creating non-linear liquidation cascades.

01

The Problem: Recursive Collateral Loops

Assets like stETH or LP tokens are re-collateralized across Aave, Compound, and EigenLayer, creating a fragile dependency graph.\n- Liquidation in one protocol triggers a chain reaction across all dependent positions.\n- Risk is multiplicative, not additive, as seen in the 2022 stETH depeg event.

3-5x
Leverage Multiplier
$10B+
At-Risk TVL
02

The Solution: Isolated Risk Vaults

Adopt a siloed architecture where composable assets cannot be recursively leveraged. Protocols like MakerDAO's Spark and Aave's Isolation Mode enforce this.\n- Contagion is contained to a single vault or user position.\n- Risk parameters are locally optimized, preventing global cascades.

>90%
Contagion Reduction
Dynamic
LTV Caps
03

The Problem: Oracle Latency in Cascades

During high volatility, price oracles (Chainlink, Pyth) lag behind DEX spot prices. This creates toxic arbitrage opportunities for MEV bots, accelerating liquidations.\n- Liquidators front-run the oracle update, extracting maximal value.\n- Users are liquidated at worse prices than the oracle eventually reports.

~2-5s
Oracle Lag
15-30%
Price Discrepancy
04

The Solution: Dutch Auction & Keeper Networks

Implement gradual, price-discovery-based liquidations. MakerDAO's Collateral Auction System and Compound's Comet use Dutch auctions.\n- Reduces MEV extraction by allowing the market to discover price.\n- Improves collateral recovery rates for the protocol and users.

+10-20%
Recovery Rate
KeeperDAO
Network Example
05

The Problem: Protocol-Level Debt Contagion

A bad debt event in one lending market (e.g., Iron Bank) can spill over to integrated protocols via shared debt tokens or liquidity pools.\n- Protocols become counterparties to each other, creating a web of unsecured debt.\n- Risk models fail to account for inter-protocol dependencies.

Cross-Protocol
Debt Exposure
2023
Iron Bank Incident
06

The Solution: Circuit Breakers & Grace Periods

Implement automatic pauses and grace periods when systemic thresholds are breached. Aave's Gauntlet and risk frameworks like Chaos Labs provide models.\n- Halts cascades to allow for manual intervention or oracle resolution.\n- Gives users time to top up collateral or exit positions orderly.

24-72h
Grace Period
<85%
Health Factor Trigger
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Cascading Liquidations: The Systemic Risk of DeFi Leverage | ChainScore Blog