Large following, zero recorded GMV
This is the single most common trap for brands new to the category. Among macro-tier creators (500K+ followers) in our database, 72.0% show zero recorded TikTok Shop GMV — meaning nearly three in four of the biggest accounts have no proven commerce track record at all, despite the follower count that makes them look like an obvious choice. A large following built on entertainment or lifestyle content doesn't automatically translate into TikTok Shop sales behavior. Always check GMV before assuming reach equals commercial capability.
Vague or unverifiable MCN claims
Only 0.81% of Malaysia's beauty creators are formally MCN-bound in our data; 31.7% are explicitly listed as independent (no agency), and the remainder simply carry no MCN status on record. If someone claiming to represent a creator can't clearly confirm the agency relationship, or if the "MCN" doesn't have a verifiable public presence, treat the claim with skepticism — the base rate of genuine MCN representation in this category is low.
Category mismatch with your product
91.4% of beauty creators are tagged across exactly three TikTok Shop categories, not just beauty (see our category overlap breakdown). A creator whose secondary tags are, say, Automotive & Motorcycle and Phones & Electronics may have an audience that doesn't overlap well with a beauty product launch, even though their primary tag says "beauty." Pull the full category list before assuming fit — a mismatch here is a leading indicator of low content-to-audience relevance, not just a technicality.
Outdated or already-stale performance data
GMV and follower counts shift meaningfully between campaign cycles — a creator's standing can move up or down the percentile curve within a quarter. If a rate card or shortlist you're given cites figures more than a few months old, ask for a refresh before committing budget. We refresh our database on a rolling basis specifically because stale figures lead to mispriced deals.
No verifiable business contact channel
If the only way to reach a creator is through a third party who won't share how they verified the relationship, or through a TikTok DM that never gets a business-appropriate response, that's a signal to slow down. Legitimate creators (or their genuine representatives) are typically reachable via WhatsApp or LINE with a clear business inquiry — see our outreach strategy guide for what a normal response process looks like.