Algorithm Kidnapping – A Collective Predicament for Entrepreneurs

Against the backdrop of the digital economy, restrictions imposed by platform algorithms on small and medium-sized merchants have become a widespread industry phenomenon. Clear common traits can be observed in the operational logic of various vertical sectors:

• E-commerce Sector：Merchants are fully constrained by platform traffic allocation rules. Paid traffic tools such as Taobao Train, Pinduoduo campaign slots and JD Express have become rigid customer acquisition costs. Without paid promotions, organic exposure weight remains extremely low, making basic user outreach impossible. Sustained ad spending, however, pushes Customer Acquisition Cost (CAC) higher and higher, eventually squeezing gross profit margins down to zero or even negative territory.
• Local Lifestyle Services Sector：Food delivery vendors face dual constraints from Meituan and Ele.me’s tiered commission structures and dynamic ranking algorithms. Refusing to participate in platform subsidies and discount campaigns leads to poor store rankings and plummeting order volumes. Joining such promotions cuts average order value, leaving most orders with negative net profit. Merchants can only dilute fixed costs via high sales volume, trapped in a low-quality cycle of surviving on sheer transaction numbers.
• Local In-store Service Sector：Brick-and-mortar operators are tightly bound to review systems and content recommendation algorithms on Dianping and Xiaohongshu. A single negative review directly slashes store exposure and walk-in customer volume. Attempts to manipulate reviews through improper means trigger platform risk control penalties, including ranking downgrades and store page removals, bringing severe operational risks.

The underlying logic uniting these cross-industry phenomena lies in platforms’ monopolistic pricing power within two-sided markets. When all merchants in a single vertical converge on one unified traffic gateway, platforms design bidding ranking mechanisms that leverage peer competition among vendors to continuously lift the benchmark price of traffic monetization. Platforms prioritize maximizing unit economic returns from traffic resources and bear no responsibility for individual merchants’ profitability. The perpetual operation of traffic bidding inevitably triggers adverse selection, where bad players drive out good ones. To offset exorbitant traffic expenses, some merchants cut corners and supply substandard goods or services, harming end consumers. Meanwhile, lowered market entry thresholds draw an endless stream of new entrants to sustain the bidding cycle, creating a repeating loop: platforms harvest traffic revenue → struggling merchants exit → new operators fill the gap.

A deeper analysis of merchants’ decision-making logic reveals that their reliance on algorithm-driven traffic stems fundamentally from a structural lack of alternative customer acquisition channels. The financial models of most small operators exclude brand equity as an intangible asset, and they hold distorted perceptions of brand building, equating it merely to costly mass advertising. Very few merchants possess the capacity to operate brands over the long term.

Three layers of causes fuel this path dependency:

1. Instant short-term returns drive reliance

Without secondary customer acquisition channels, paid traffic becomes the only quantifiable tool to attract users. Per accounting logic, short-term revenue volume outweighs long-term profit structure, so most merchants prioritize ad spending to sustain cash flow. Traffic promotion follows a highly standardized workflow: account registration, recharge, and ad launch. Dashboards deliver real-time full-funnel data on exposure, clicks and conversions, lowering the cognitive burden of operational decisions and creating a controllable feedback loop that further entrenches dependency.

2. Game-theoretic pressure from peer competition

Within homogeneous sectors, one merchant’s advertising choices generate negative externalities. If a store halts paid traffic to cultivate private domain users, competitors can rapidly seize traffic share and poach existing customers via low-cost ads and subsidies. Merchants are locked in a prisoner’s dilemma: matching competitors’ ad spend erases profits, while pulling out results in lost orders. The entire industry is dragged into a draining traffic bidding war. Short-term rational choices for individual merchants culminate in irrational long-term industry-wide attrition, forming this collective trap that operators feel forced to enter despite recognizing its harm.

3. Behavioral bias of cognitive laziness

Fragmented information erodes merchants’ capacity for in-depth thinking, pushing them to favor short-cut operational decisions. Traditional business logic demands long-term investment in product refinement, channel development and user relationship maintenance, with slow, hard-to-quantify returns. Traffic ad performance, by contrast, can be tracked in real time. Once dependency takes hold, decision-makers overlook alternative business strategies. Only when traffic costs surge past the break-even point do they realize neglected investments in product moats, user stickiness, organizational capacity and brand equity have left them devoid of long-term competitiveness.

The core breakthrough lies in building differentiated core competitiveness to break free from homogeneous competition centered on traffic bidding. Operators must return to the fundamental question of business: What core reason compels users to choose you? What irreplaceable absolute advantages do you hold? Paid traffic cannot constitute a sustainable competitive moat, as its low operational barriers allow instant replication by any rival. Genuine competitive advantages stem from differentiated strengths in product quality, performance, service, pricing and delivery speed. These strengths must form distinct, perceptible memories for users, spark organic word-of-mouth, and build uncopyable market moats. Such tangible assets rooted in consumer mindshare represent the true essence of a brand.