#空投防骗手册

April 30, 2025 - When the total market value of global crypto assets exceeds 10 trillion US dollars, airdrops have long surpassed the simple logic of token distribution and evolved into a complex game of technology, humanity and regulation. From the Jupiter billion-dollar airdrop myth of the Solana ecosystem to the phishing contract robbery of Polygon zkEVM, this "digital gold rush" has both the miracle of wealth and the abyss of swallowing assets. This article will build an airdrop survival guide for blockchain practitioners from three dimensions: technical principles, scam evolution, and defense strategies.

1. Evolution of airdrop scams: Six new attack patterns in 2025

1. AI-driven precision phishing network

Hackers used generative AI to forge project announcements, mimicking the writing style of influencers (KOLs) through semantic analysis, and then pushed phishing links on platforms like Twitter and Discord. According to monitoring by the SlowMist security team, such attacks resulted in losses exceeding $1.7 billion in Q4 2024, with 83% of victims falling victim to "customized airdrop tutorials."

2. Zero-permission wallet penetration technology

A new malicious contract exploits the ERC-4337 account abstraction vulnerability, using airdropped tokens as bait to trigger automatic wallet interactions without user authorization. In March 2025, during an airdrop for a Layer 2 project, over 26,000 wallets were emptied due to the "auto-claim" feature not being disabled.

3. Cross-chain liquidity trap

Scammers exploit vulnerabilities in the cross-chain bridge protocol to trick users into signing a "cross-chain authorization" when claiming airdrops, effectively transferring mainnet assets to a fake chain. For example, in an airdrop event on a DEX on the Avalanche-C chain, hackers forged the WAVAX token contract and reaped $19 million through a fake liquidity pool.

4. Governance Token Nesting Attack

Airdrop projects using DAO governance as a gimmick require users to stake tokens to participate in voting, but in reality, they implement "governance hijacking" through smart contract backdoors. In 2024, a DeFi protocol in the Blast ecosystem lost $34 million due to this, as hackers gained 51% of the voting power to modify withdrawal rules.

5. The Trust Crisis of ZK Proof System

Some zk-Rollup projects, under the guise of "privacy airdrops," require users to submit ZK-SNARK proofs to claim tokens, but in reality, they steal users' off-chain data. During the Zksync Era mainnet launch, 23% of addresses leaked privacy keys due to participating in such activities.

6. RWA asset packaging scam

Traditional financial assets (such as real estate and government bonds) are tokenized and then airdropped, exploiting regulatory vacuums to run Ponzi schemes. In 2025, a Dubai-based "gold-backed token" project absconded with $480 million, with most of the victims being traditional financial institutions.

2. Defense Matrix: Four Moats from Technical Tools to Cognitive Upgrades

1. Reconstruction of wallet security system

• Three-stage isolation strategy:

◦ Cold wallet (hardware device): stores 90% of core assets and is never connected to the Internet

◦ Hot wallet (mobile app): 10% of daily transaction funds, multi-signature verification enabled

Burning Wallet (browser plug-in): dedicated to claiming airdrops, with a balance not exceeding 0.1 ETH

• Permission monitoring tools:

Install plugins such as Revoke.cash and Debank to scan contract authorization status in real time and automatically intercept unconventional calls.

2. Project Authenticity Verification Framework

• On-chain DNA analysis:

Contract audit tracking: Verify the authenticity of audit report numbers from institutions such as CertiK and SlowMist

◦ Token distribution map: Analyze team address holdings changes through Nansen and Arkham

◦ Liquidity health: Check the Gini coefficient of token distribution in the Uniswap pool and be wary of highly centralized projects

• Social network penetration detection:

Use Web3 social graph tools (such as CyberConnect) to verify the authenticity of the follow/follow relationship between the project party and well-known institutions.

3. Smart Contract Interaction Risk Control

• Sandbox testing technology:

Simulate the execution of airdrop contracts on platforms such as Tenderly and Remix to detect whether there are hidden function calls

• Gas fee abnormality warning:

Set the upper limit of MetaMask's gas usage (recommended ≤50,000) and be wary of abnormal contracts requesting over one million gas.

• Permission grading mechanism:

Only the "View Balance" permission is open to the airdrop contract, and high-risk functions such as transfer and staking are disabled.

4. Cognitive Defense System Construction

• Anti-human training:

Establish a "delayed gratification" mechanism and set a 72-hour cooling-off period for all airdrop activities to avoid FOMO-driven decision-making

• Scam pattern recognition:

Master the "Three No's Principle": Do not click on non-HTTPS links, do not scan dynamic QR codes, and do not download unverified clients

• Legal red line awareness:

Be wary of projects that require KYC information to be tied to an on-chain address, as this may violate privacy regulations such as GDPR.

3. Redefining Value: Game Theory Decision-Making Model for Airdrop Participants

1. Quantitative cost-benefit analysis

• Expected Value Formula:

EV = (token valuation × acquisition probability) - (gas cost + time cost + security risk discount)

When EV is less than 0, give up decisively. For example, a recent Layer 1 project airdrop required 220 gas fees, while the expected value of the token was only 90.

2. Game Level Selection Strategy

• Survival rules for retail investors:

Focus on airdrops for top projects (such as Coinbase's listing ecosystem and Ethereum core client upgrades), and abandon long-tail projects

• Institutional arbitrage paths:

Capture on-chain airdrop signals through MEV robots and use flash loan batch operations to increase income certainty

3. Regulatory arbitrage assessment

• Jurisdiction preference:

Choose to set up an entity in a region with clear airdrop tax policies, such as Dubai DIFC and Singapore MAS

• Compliance Toolkit Configuration:

Use Chainalysis Reactor to track fund flows and connect to TRM Labs' anti-money laundering system

IV. Future Prediction: Three Paradigm Shifts in the Airdrop Ecosystem from 2025 to 2030

1. Deep penetration of regulatory technology (RegTech)

The SEC may force airdrop projects to access the LEI (Global Legal Entity Identifier) system to achieve on-chain behavior and entity mapping.

2. The escalating competition in AI confrontation

On the defensive side: Companies such as CertiK develop AI audit robots to detect contract vulnerabilities in real time.

Attacker: Deepfake technology forges the project party’s AMA live broadcast to trick users into signing malicious contracts

3. Reconstructing the value logic of airdrops

Shift from "spending money to acquire customers" to "proof of contribution", such as the positive correlation between EigenLayer's airdrop weight and node service time, curbing Sybil attacks

Conclusion: Finding the Light of Order in Chaos

The airdrop is essentially a carefully designed experiment in the attention economy, reflecting the eternal struggle between "code idealism" and "human greed" in the blockchain world. As Ethereum founder Vitalik Buterin said, "A truly decentralized airdrop should be as natural and imperceptible as breathing air." In this endless battle of offense and defense, only by deeply integrating technological tools, cognitive advancements, and value judgment can we maintain our bottom line in the historical process of wealth redistribution and reach a new era.

Defense toolbox recommendations:

• Wallet isolation: Ledger Nano X (cold wallet) + Rabby (hot wallet)

• Contract detection: Tenderly simulator + Slither static analysis framework

• Data monitoring: Arkham intelligence platform + DeBank asset dashboard