Women'sStable
Women's · next-month ApmZoom GMV
Forecast1.51억 KRW
80% CI1.00 — 2.26억 KRW
Recent error 21.05%
Updated 2026-07-18View full forecastApmZoom makes Asia fashion trends readable, verifiable, traceable.
Monthly Pulse
Strongest signalOuterwear · Coats +126%Jul
Upcoming holidayChuseok 2026 · Women's GMV multiplier2026-09-25 · ×1.00
APM Women's GMV (억 KRW)
ActualForecast80% CI band
Provided by ApmZoom · Updated 2026-07-18
Markets covered
Asia fashion forecasts split by market — composite cross-market index plus per-market models.
Taiwan
Source pending
Who are you · What to read
Switch perspective and the dashboard re-narrates the same forecast for your role.
Featured forecasts
19 / 19Women's
Men'sImproving
Men's · next-month ApmZoom GMV
80% CI0.01 — 0.16억 KRW
Recent error 97.50%
Updated 2026-07-18View full forecast
Shoes & BagsTesting
Accessories · next-month ApmZoom GMV
Forecast0.10억 KRW
80% CI0.06 — 0.19억 KRW
Recent error 51.22%
Updated 2026-07-18View full forecastHK · Wearing Apparel Retail YoY
+8.3%Updated 2026-07-18 · 2026-03HK Census & Statistics · Table 620-67002 (public)KR · OECD Retail Trade Index
+5.0%Updated 2026-07-18 · 2026-03FRED · OECD Korea Retail Trade Index (public)Women'sStable
Spring Festival 2027 · Women's GMV multiplier
Forecast multiplier× 1.54× 1.27 — × 1.87
Baseline 1.65억 KRW → 2.54억 KRW
Recent error 21.60%
Updated 2026-07-18Women'sStable
Pre-Spring-Festival shopping window 2027 · Women's GMV multiplier
Forecast multiplier× 0.99× 0.99 — × 1.00
Baseline 1.77억 KRW → 1.76억 KRW
Recent error 21.60%
Updated 2026-07-18Women'sStable
Chuseok 2026 · Women's GMV multiplier
Forecast multiplier× 1.00× 1.00 — × 1.00
Baseline 2.49억 KRW → 2.49억 KRW
Recent error 21.60%
Updated 2026-07-18Women'sStable
Singles Day 2026 · Women's GMV multiplier
Forecast multiplier× 0.78× 0.64 — × 0.95
Baseline 2.41억 KRW → 1.88억 KRW
Recent error 21.60%
Updated 2026-07-18Women'sStable
Women's · next-month ApmZoom new SKU uploads
Forecast SKUs28,670 SKUs
80% CI15,578 — 52,763 SKUs
Recent error 17.12%
Updated 2026-07-18View full forecastMen'sStable
Men's · next-month ApmZoom new SKU uploads
Forecast SKUs3,730 SKUs
80% CI1,056 — 13,170 SKUs
Recent error 56.01%
Updated 2026-07-18View full forecastKidsTesting
Kids · next-month ApmZoom new SKU uploads
80% CI0 — 7 SKUs
Recent error 247.92%
Updated 2026-07-18View full forecastShoes & BagsImproving
Accessories · next-month ApmZoom new SKU uploads
Forecast SKUs553 SKUs
80% CI341 — 896 SKUs
Recent error 40.84%
Updated 2026-07-18View full forecastChina · Total Retail Sales YoY
+1.0%Updated 2026-07-18 · 2026-06China NBS · Total Social Retail (via akshare)Japan · Retail Trade Index YoY
-8.8%Updated 2026-07-18 · 2026-03OECD · Japan Retail Trade Index (FRED: JPNSARTMISMEI)Asia Apparel Retail Composite YoY
+1.4%Updated 2026-07-18 · 2026-06Asia Fashion ForecastChina · OECD Composite Leading Indicator YoY
-1.5%Updated 2026-07-18 · 2026-04OECD · China Composite Leading Indicator (CHNLOLITOAASTSAM)Indonesia · OECD Composite Leading Indicator YoY
+0.8%Updated 2026-07-18 · 2026-04OECD · Indonesia Composite Leading Indicator (IDNLOLITOAASTSAM)India · OECD Composite Leading Indicator YoY
+2.5%Updated 2026-07-18 · 2026-04OECD · India Composite Leading Indicator (INDLOLITOAASTSAM)† Beta-tagged forecasts are still improving. Treat results as directional only.
Cross-L3 signals · trends rippling across categories
Supply-side momentum hitting multiple L3 categories at once — a meta-narrative above the single-category view.
Cross-category silhouette trend · supply-side bets across L3s
Count of L3 categories in which each silhouette emerges or fades (threshold ≥3)
Emerging across
Cropped7 L3savg +71%
Tops · Camisoles / Tanks+154%Outerwear · Vests+105%Bottoms · Shorts+82%
Longline5 L3savg +122%
Outerwear · Vests+237%Tops · Knitwear+167%Tops · Shirts+124%
A-line3 L3savg +43%
Bottoms · Culottes+47%Skirts/Dresses · Mini skirts+42%Skirts/Dresses · Skirts+39%
Cross-category price-tier trend · merchants up/down-grading
Count of L3 categories where each price band is rising/falling in supply share (threshold ≥3)
Emerging across
Premium7 L3savg +68%
Outerwear · Fur coats+128%Outerwear · Trench coats+86%Tops · Knitwear+84%
Luxury3 L3savg +53%
Outerwear · Jackets+57%Outerwear · Down jackets+57%Outerwear · Blazers/Suits+46%
Fading across
Premium5 L3savg -40%
Outerwear · Coats-30%Outerwear · Blazers/Suits-34%Bottoms · Casual pants-37%
Budget5 L3savg -64%
Tops · Sweaters-45%Skirts/Dresses · Mini skirts-48%Bottoms · Shorts-70%
L3 item forecasts
Silhouette mix · dominant colours · price band · 4-role action call-outs. Switch "I'm a…" to read in your role.
I'm a
+126%完善中
Outerwear · Coats
女装 · 26-07 → 27-02 · 峰值 26-07黑色28%·灰色20%·棕色16%
Coats peak demand in Jul forecast +126% YoY · primary color black · good time to buy
去年同类实际-62%
价格区间₩89k—₩135k—₩189k
近期误差 (MAPE)96.6%
+23%完善中
Bottoms · Culottes
女装 · 27-02 → 27-05 · 峰值 27-02黑色36%·灰色18%·白色13%
Culottes peak demand in Feb forecast +23% YoY · primary color black · good time to buy
去年同类实际-86%
价格区间₩30k—₩36k—₩44k
近期误差 (MAPE)93.0%
Color trends
Supply-side color mix from ApmZoom merchant uploads. Display only — not a forecast feature (iter-6 verified no MAPE improvement).
2026-04 · Top 6 colors this month
White +2.5pp · top mover this month
↑ 2 → 1White
26.4%
+2.5pp MoM
↓ 1 → 2Black
24.5%
+0.3pp MoM
Blue
15.2%
+0.1pp MoM
Gray
11.6%
-1.5pp MoM
Beige
6.1%
-0.5pp MoM
Pink
5.5%
-0.6pp MoM
Biggest 7-year risers
First year avg vs last year avg- Gray+6.1pp8.4% → 14.5%
- Blue+3.5pp10.8% → 14.3%
- White+3.4pp18.9% → 22.3%
Biggest 7-year fallers
First year avg vs last year avg- Yellow/Gold-4.3pp6.6% → 2.3%
- Green-3.6pp5.8% → 2.1%
- Red-3.5pp5.6% → 2.1%
By category
Kids
Model iteratingCurrent sample stability is insufficient for production-grade forecasts.