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Module 02 — Product Research — Reading the Tape Before the Crowd
Trend Velocity — Catching a Winner at Day 10, Not Day 60
13 min · interactive · Intermediate
A product at Day 10 of its trend curve is a winner. The same product at Day 60 is a graveyard you are about to walk into. The math between those two days is the difference between operators who scale and operators who lose $3k learning the timing.
What "trend velocity" actually means
Trend velocity is the rate at which a product is gaining new orders, not the absolute total. A product that goes from 200 orders/day to 600 orders/day in 7 days has 3x velocity. A product sitting at 5,000 orders/day flat for 30 days has zero velocity — it's a mature winner that everyone already knows about.
The single most predictive metric for whether a product will scale for you is velocity at the moment of entry. High velocity = you ride the curve up. Low or negative velocity = you arrived at the wake.
The four phases of a trend curve
Every dropshipping winner moves through four phases:
| Phase | Days | Characteristics | Action |
|---|
| Discovery | 0-7 | Sub-100 orders/day, single advertiser, no spy-tool coverage | Watch, don't enter |
| Acceleration | 7-21 | 200-2000 orders/day, 3-15 advertisers, CPMs still cheap | Enter here |
| Saturation | 21-60 | 2000-10000+ orders/day, 50+ advertisers, CPMs inflate | Margin compresses, only well-capitalised win |
| Decay | 60+ | Orders flat or declining, CPMs at peak, returns rise | Avoid, or pivot creative angle |
The window of opportunity is roughly Days 7-21. Earlier than Day 7 the signal is too noisy — you cannot tell a real trend from a single advertiser's flash test. Later than Day 21 the market is bidding against you, every spy tool has the product, and your CPMs are competing with five well-funded copycats.
Reading a velocity curve in practice
A curve is just three numbers, observed daily for 14+ days:
- Today's orders
- Last 7 days total
- Last 30 days total
You compute two derivatives:
- Day-over-day acceleration: (today / yesterday) - 1
- 7-day momentum: last 7 days / (last 30 days / 4.3)
If 7-day momentum is above 1.5, the product is in acceleration. Above 2.0, it's in steep climb. Below 1.0, it's decelerating.
A useful sanity check: plot it. Most spy tools and Majorka show a velocity sparkline. The shape tells you everything in one glance:
- Hockey stick (slow then steep) — entering acceleration phase, ideal entry
- Smooth steep climb — mid-acceleration, still good entry
- Plateau at high volume — saturation, late entry
- Plateau at low volume — never accelerated, dead
When to ignore velocity
Two cases where a low-velocity product is still a buy:
- Evergreen with stable 12-month curve. A product with 800 orders/day flat for 12 months is not "dead" — it's permanent demand. The signal here is consistency, not acceleration. Different game.
- Niche-specific seasonal repeat. Some products spike in March and again in August every year. The velocity is non-monotonic but the curve repeats. These are advanced — beginners should not buy on this signal.
For everything else: velocity is the metric. Total orders is a vanity stat that traps beginners.
The Day-10 sweet spot
The single best time to enter a winner is Day 7-15 of its acceleration phase. By that point:
- Velocity has confirmed (3+ days of accelerating orders)
- Supplier base has 3-5 listings (supply is proven)
- 1-3 Meta advertisers are running (proof of paid demand)
- Spy tools haven't fully caught it (Minea / AdSpy show it but not yet trending)
- CPMs are still close to category baseline
By Day 30, every metric has flipped — supply is everywhere, spy tools have the product trending, advertisers number 50+, CPMs are 1.5-2.5x baseline.
What "Majorka Velocity Score" measures
Majorka computes a velocity score per product based on order acceleration over 7 / 14 / 30 day windows, weighted toward the most recent. A score of 80+ means the product is in active acceleration. 60-79 is mid-curve. Under 60 is plateau or decay.
Combined with Winning Score (which weights velocity 40%), you can read both at once:
- High Winning Score + high Velocity = current opportunity
- High Winning Score + low Velocity = was a winner, missed it
- Low Winning Score + rising Velocity = early signal, watch but don't buy yet
Using the Trends page to catch winners in real time
Majorka's Products page has view tabs that filter the entire catalogue by time horizon. This is your primary trend-reading interface.
Today view — Open /app/products?view=today. This shows products ranked by their 24-hour velocity. Use this once daily in the morning to catch overnight breakouts. A product that jumps from 50 orders/day to 200 orders/day in 24 hours will be at the top of the Today view. That kind of spike usually means a viral TikTok video or a major advertiser just launched. The Today view is volatile — products rotate daily. That is the point. It captures the moment.
Week view — Open /app/products?view=week. This is your main research view. Products here are ranked by 7-day velocity, and each row shows a trend badge comparing 7-day momentum to the 30-day baseline. A green "+120%" badge means orders have more than doubled in the last week versus the monthly average. When you see a product with a Winning Score of 80+ and a trend badge above +50%, you are looking at a product in active acceleration — the Days 7-21 window from the trend curve above.
The practical workflow:
Morning check (2 minutes): Open Today view. Scan the top 10. Any product with velocity_24h spiking 3x+ its normal rate gets added to your watchlist. Close.
Weekly research session (45-60 minutes): Open Week view. Filter by Winning Score >= 80, your target category, and Market Relevance >= 70. Sort by velocity descending. The top 20-30 products are your research universe. Apply the seven-signal scan from Lesson 2.3. Cross-validate the top 5 against TikTok and Meta Ad Library. Build your shortlist.
The sparkline chart on each product row gives you the curve shape at a glance: hockey stick = acceleration phase, plateau = late entry, decline = avoid. Read the sparkline before you click into the product detail. It saves you 30 seconds per product, which compounds to 15+ minutes over a 30-product research session.
Why this matters
Most beginners pick products by total order count or by what they saw "blow up" on TikTok last month. Both metrics are lagging indicators. Velocity is the leading indicator. The operator who builds a habit of always checking velocity before total orders is the operator who keeps catching winners while everyone else keeps catching wakes. The Trends page views (Today, Week) are the specific tools that make this habit mechanical — check Today for breakouts, use Week for research, and the velocity sparklines tell the story before you read a single number.
A vegetable spiralizer caught at Day 8 — and missed at Day 38
In April 2026, a kitchen vegetable spiralizer hit a velocity inflection. Two operators tracked it.
Operator A entered Day 8. Daily orders had climbed 340 → 720 → 1,580 → 3,200 over the prior 4 days. Six suppliers carried the SKU, two were running sample orders. Three Meta advertisers had launched. CPMs in the kitchen category sat at