article The Rise Of Complex Scam Strategies In DeFi Rug Pulls
On November 14, reports indicated an alarming record of 31 rug pull occurrences in just one day, culminating in total monthly losses surpassing $15 million. This highlights the increasingly advanced tactics employed by fraudsters within the DeFi space.
Although many of these scams involved relatively modest amounts—typically under $100,000—the overwhelming frequency and growing complexity pose serious risks to the integrity of the DeFi ecosystem.
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The Evolving Nature of Crypto Scams
Allen Zhang, the co-founder and CTO of Web3 cybersecurity firm GoPlus, explained that the most common form of rug pull today is the “honeypot token” scheme, discovered in over 5,688 tokens since November. He noted that contemporary scammers have refined their approach by utilizing advanced multi-wallet control strategies, complicating risk assessment based solely on wallet distribution.
According to Michael Heinrich, co-founder of Web3 infrastructure provider 0G Labs, today’s rug pulls have transformed from basic theft strategies into a more elaborate psychological manipulation. Scammers now employ professional marketing tactics that rival those of legitimate startups.
“We observe intricately designed narratives aimed at deceiving unsuspecting investors,” he remarked. He pointed out that the absence of strict Know Your Customer (KYC) protocols allows malicious developers to launch and promote fake tokens without revealing their identities, making it challenging for authorities to track them down.
A case in point is the recent launch of the Peanut (PNUT) memecoin. In the first week after its November 1 release, PNUT experienced a staggering 161-fold increase in price, attracting the attention of scammers who created fake versions of the token. These fraudsters successfully executed a rug pull, absconding with over $103,000.
Moreover, the use of front-running bots—applications that monitor the transaction pool to identify potential targets—has become a particularly insidious trend. Zhang indicated that criminals are beginning to develop automated strategies specifically designed to exploit these front-running tools, creating a competitive dynamic between token issuers and automated trading mechanisms.
Steven Walbroehl, co-founder and CTO of Web3 security firm Halborn, emphasized that front-running bots significantly contribute to rug pull scams, especially during token launches. “They often initiate a cycle of hype and demand, quickly executing buy orders to outpace legitimate investors,” he stated.
Consequently, security firms must perform more in-depth analyses that extend beyond simple concentration metrics, integrating more sophisticated indicators of suspicious activities.
Advances in Scam Detection and Prevention
In response to the rampant rise in memecoin scams, the blockchain security community is launching a robust counteroffensive. Security research entity Anaxi Labs, in collaboration with Carnegie Mellon University's CyLab, has developed algorithms to improve blockchain transparency and simplify its components.
Kate Shen, co-founder of Anaxi Labs, expressed optimism about the potential advancements in blockchain security. With venture capital firm Andreessen Horowitz launching its inaugural major in-house product, Jolt, earlier this year, she remarked, “[Jolt’s] aim is to provide streamlined, quicker, and more auditable tools compared to the current developer environment, which can be labor-intensive and prone to security issues.”
Furthermore, GoPlus has rolled out the SafeToken Protocol, offering standardized templates designed to minimize the chances of rug pulls caused by malicious coding. “By supplying these secure templates, we’re establishing a safer groundwork for token launches within the Web3 ecosystem,” Zhang highlighted.
Beyond targeted solutions, Nanak Nihal Khalsa, co-founder of the Web3 security protocol Holonym, suggested that crypto wallets should incorporate automated code-scanning tools when users engage with contracts. “These issues cannot be resolved at the user level but can be addressed at the wallet level,” he advised.
Addressing Psychological Manipulation
Rug pulls often involve sophisticated psychological tactics. Ben Caselin, Chief Marketing Officer at digital asset trading platform VALR, noted that many crypto traders have accepted the volatile nature of these markets, viewing their activities as gambling. “They invest in numerous low-market-cap tokens, hoping that one or two might pay off quickly,” he explained.
This environment creates ideal conditions for scams, where investors, driven by the fear of missing out (FOMO) and the promise of fast profits, become easy targets. Heinrich observed that today’s scammers excel at crafting extremely professional facades. “I receive at least one email each week from an ‘investment fund’ expressing interest in my project,” he revealed.
The impact of social media and influencer marketing is undeniable; fake endorsements, fabricated success stories, and coordinated campaigns have become standard tools for fraudsters. “Scammers launch FOMO campaigns on social media, exploiting impulsive behaviors among investors. Alarmingly, some repeat the same tactics across multiple projects, refining their strategies to ensnare the next batch of victims,” Shen warned.
Recognizing Alerts and Risks
Traders can identify potential rug pulls by noting several red flags. One significant indicator is “token concentration.” Khalsa emphasized that scammers can create a facade of distribution by controlling multiple wallets that appear independent. “The more centralized the token supply, the higher the risk and impact of a potential rug pull,” he noted.
Scam projects frequently promote tokens with low liquidity, facilitating centralized holders in executing rug pulls. Initiatives with limited community distribution are particularly vulnerable, as broader token dispersion helps mitigate manipulation risks.
While it’s easy to mask a centralized token supply to look distributed—like splitting funds across several wallets controlled by one person—common users typically fail to detect these deceptions. Shen stated that resources like Etherscan and Token Sniffer can help flag projects dominated by a few wallets.
Although it’s impossible to eliminate all risks, Khalsa believes educational efforts, technological advancements, and a shared sense of accountability can significantly reduce them.
As the DeFi landscape continues to evolve, it’s more important than ever for investors to remain vigilant, educate themselves on potential scams, and utilize available tools to safeguard their investments.
