Dynamic pricing engine · v1
Pricing Terminal
Kafka signals → Redis feature store → elasticity + XGBoost demand model → constrained revenue optimizer.
feed idle
Revenue uplift
+70.2%
optimizer vs static price
Stockout mitigation
95%
20 SKUs below reorder
Flash sales detected
1
views > 300% MA & low stock
Price updates / sec
90
streaming cadence
p95 inference
1.06 ms
target < 50 ms
Category freeze
Electronics
Home
Apparel
Beauty
Grocery
Sports
Live price recommendations
60 of 50,000+ SKUs streaming| SKU | Our price | Comp. min | Optimal | Δ | Stock | ε | Rule | Reason | |
|---|---|---|---|---|---|---|---|---|---|
USB-C Dock V36 SKU-100336 · Electronics | $138.46 | $116.22 | $96.92 | -30.0% | 39/31 | -3.18 | Margin floor | Floor margin floor hit | |
Table Lamp X55 SKU-101225 · Home | $98.15 | $86.03 | $68.71 | -30.0% | 286/107 | -3.15 | Margin floor | Floor margin floor hit | |
Tech Chino N21 SKU-100938 · Apparel | $217.70 | $182.80 | $152.39 | -30.0% | 96/116 | -3.14 | Margin floor | Floor margin floor hit | |
Retinol Serum N22 SKU-100945 · Beauty | $112.92 | $104.31 | $79.04 | -30.0% | 158/58 | -3.14 | Margin floor | Floor margin floor hit | |
Tech Chino X79 SKU-100182 · Apparel | $17.46 | $14.73 | $12.22 | -30.0% | 183/76 | -3.12 | Margin floor | Floor margin floor hit | |
SPF 50 Fluid J14 SKU-101239 · Beauty | $161.79 | $148.92 | $113.25 | -30.0% | 72/43 | -3.09 | Margin floor | Floor margin floor hit | |
SPF 50 Fluid M25 SKU-100021 · Beauty | $314.48 | $264.59 | $220.14 | -30.0% | 157/64 | -3.09 | Margin floor | Floor margin floor hit | |
4K Monitor X45 SKU-101092 · Electronics | $352.78 | $370.54 | $246.95 | -30.0% | 61/69 | -3.08 | Margin floor | Floor margin floor hit | |
Mech Keyboard U50 SKU-100126 · Electronics | $276.90 | $236.59 | $193.83 | -30.0% | 87/31 | -3.02 | Margin floor | Floor margin floor hit | |
Mech Keyboard X39 SKU-100756 · Electronics | $87.69 | $78.90 | $61.38 | -30.0% | 83/72 | -3.00 | Margin floor | Floor margin floor hit | |
Cold Brew Pack E63 SKU-101162 · Grocery | $91.16 | $84.18 | $63.81 | -30.0% | 244/92 | -3.00 | Margin floor | Floor margin floor hit | |
Chili Crisp L79 SKU-100364 · Grocery | $91.20 | $81.63 | $63.84 | -30.0% | 90/87 | -2.99 | Margin floor | Floor margin floor hit | |
Trail Bottle V82 SKU-100497 · Sports | $57.27 | $52.37 | $41.04 | -28.3% | 150/65 | -3.16 | Margin floor | Floor margin floor hit | |
Resistance Set A56 SKU-101211 · Sports | $291.19 | $302.74 | $203.83 | -30.0% | 103/62 | -2.98 | Margin floor | Floor margin floor hit | |
Mech Keyboard M97 SKU-100882 · Electronics | $18.03 | $16.78 | $12.62 | -30.0% | 79/123 | -2.97 | Margin floor | Floor margin floor hit | |
Storage Cube O71 SKU-100889 · Home | $243.08 | $204.92 | $170.16 | -30.0% | 42/37 | -2.96 | Margin floor | Floor margin floor hit | |
Merino Crew E24 SKU-100854 · Apparel | $233.39 | $228.79 | $163.37 | -30.0% | 66/41 | -2.96 | Margin floor | Floor margin floor hit | |
Foam Roller B62 SKU-101169 · Sports | $136.90 | $115.61 | $95.83 | -30.0% | 70/129 | -2.96 | Margin floor | Floor margin floor hit | |
Tech Chino B83 SKU-100392 · Apparel | $160.55 | $154.26 | $115.21 | -28.2% | 109/59 | -3.14 | Margin floor | Floor margin floor hit | |
Clay Mask S23 SKU-100987 · Beauty | $124.25 | $109.68 | $86.98 | -30.0% | 152/92 | -2.94 | Margin floor | Floor margin floor hit | |
Clay Mask L62 SKU-101197 · Beauty | $180.49 | $185.10 | $126.34 | -30.0% | 80/38 | -2.93 | Margin floor | Floor margin floor hit | |
4K Monitor O79 SKU-100420 · Electronics | $204.50 | $168.15 | $143.15 | -30.0% | 343/166 | -2.93 | Margin floor | Floor margin floor hit | |
Retinol Serum D84 SKU-100567 · Beauty | $221.84 | $222.00 | $155.29 | -30.0% | 219/75 | -2.90 | Margin floor | Floor margin floor hit | |
Clay Mask V49 SKU-101071 · Beauty | $128.54 | $139.98 | $89.98 | -30.0% | 81/74 | -2.88 | Margin floor | Floor margin floor hit | |
Ceramic Diffuser H90 SKU-100217 · Home | $359.45 | $302.25 | $251.61 | -30.0% | 163/141 | -2.84 | Margin floor | Floor margin floor hit | |
Chili Crisp L10 SKU-100826 · Grocery | $256.42 | $252.18 | $179.88 | -29.8% | 153/148 | -2.85 | Margin floor | Floor margin floor hit | |
Mech Keyboard P22 SKU-100798 · Electronics | $373.14 | $319.09 | $261.20 | -30.0% | 105/64 | -2.84 | Margin floor | Floor margin floor hit | |
Rain Shell N97 SKU-100602 · Apparel | $338.19 | $282.01 | $236.73 | -30.0% | 108/37 | -2.80 | Margin floor | Floor margin floor hit | |
Court Sneaker X98 SKU-100812 · Apparel | $16.43 | $17.82 | $11.50 | -30.0% | 102/128 | -2.79 | Margin floor | Floor margin floor hit | |
Rain Shell A50 SKU-101064 · Apparel | $138.60 | $151.97 | $97.02 | -30.0% | 336/158 | -2.79 | Margin floor | Floor margin floor hit | |
Tech Chino T65 SKU-100308 · Apparel | $182.16 | $157.53 | $127.51 | -30.0% | 205/97 | -2.75 | Margin floor | Floor margin floor hit | |
Linen Duvet Y79 SKU-100805 · Home | $77.12 | $63.73 | $53.98 | -30.0% | 105/70 | -2.73 | Margin floor | Floor margin floor hit | |
Grip Gloves N69 SKU-100959 · Sports | $239.21 | $226.11 | $175.12 | -26.8% | 35/38 | -3.05 | Margin floor | Floor margin floor hit | |
Cast Skillet D71 SKU-100133 · Home | $49.96 | $45.56 | $34.97 | -30.0% | 42/38 | -2.71 | Margin floor | Floor margin floor hit | |
Table Lamp Y94 SKU-101141 · Home | $77.99 | $75.34 | $54.59 | -30.0% | 154/149 | -2.71 | Margin floor | Floor margin floor hit | |
Trail Bottle Z15 SKU-100665 · Sports | $104.13 | $93.94 | $72.89 | -30.0% | 267/94 | -2.70 | Margin floor | Floor margin floor hit | |
Yoga Mat Pro K91 SKU-100161 · Sports | $131.12 | $117.78 | $91.78 | -30.0% | 117/61 | -2.69 | Margin floor | Floor margin floor hit | |
Matcha Tin F42 SKU-100448 · Grocery | $251.82 | $239.52 | $180.21 | -28.4% | 289/150 | -2.83 | Margin floor | Floor margin floor hit | |
Noise-Cancel Buds E97 SKU-100252 · Electronics | $222.70 | $214.59 | $165.26 | -25.8% | 161/77 | -3.11 | Margin floor | Floor margin floor hit | |
Matcha Tin Y54 SKU-100532 · Grocery | $40.35 | $40.55 | $28.24 | -30.0% | 81/117 | -2.65 | Margin floor | Floor margin floor hit | |
Resistance Set C44 SKU-100581 · Sports | $247.19 | $225.74 | $173.03 | -30.0% | 107/81 | -2.63 | Margin floor | Floor margin floor hit | |
Clay Mask H32 SKU-100693 · Beauty | $22.12 | $19.30 | $15.48 | -30.0% | 408/151 | -2.63 | Margin floor | Floor margin floor hit | |
Cast Skillet K91 SKU-100553 · Home | $82.07 | $75.77 | $57.45 | -30.0% | 149/53 | -2.63 | Margin floor | Floor margin floor hit | |
Merino Crew K86 SKU-101232 · Apparel | $297.86 | $253.21 | $208.50 | -30.0% | 273/127 | -2.63 | Margin floor | Floor margin floor hit | |
Chili Crisp A57 SKU-101204 · Grocery | $146.62 | $132.45 | $109.14 | -25.6% | 108/71 | -3.08 | Margin floor | Floor margin floor hit | |
Foam Roller F75 SKU-100203 · Sports | $327.92 | $313.95 | $229.54 | -30.0% | 81/117 | -2.62 | Margin floor | Floor margin floor hit | |
Lip Balm Duo H40 SKU-100315 · Beauty | $323.10 | $267.55 | $226.17 | -30.0% | 77/71 | -2.61 | Margin floor | Floor margin floor hit | |
Mech Keyboard E93 SKU-100672 · Electronics | $211.34 | $180.58 | $147.94 | -30.0% | 66/39 | -2.59 | Margin floor | Floor margin floor hit | |
Smart Hub R70 SKU-100084 · Electronics | $144.08 | $121.26 | $100.86 | -30.0% | 107/46 | -2.53 | Margin floor | Floor margin floor hit | |
Knit Beanie I35 SKU-100350 · Apparel | $279.57 | $245.50 | $195.70 | -30.0% | 281/146 | -2.51 | Margin floor | Floor margin floor hit | |
Cold Brew Pack Y55 SKU-101246 · Grocery | $155.31 | $132.81 | $108.72 | -30.0% | 102/86 | -2.48 | Margin floor | Floor margin floor hit | |
Retinol Serum G28 SKU-100105 · Beauty | $181.98 | $155.38 | $127.39 | -30.0% | 274/132 | -2.48 | Margin floor | Floor margin floor hit | |
Chili Crisp V68 SKU-100574 · Grocery | $26.62 | $22.97 | $19.60 | -26.4% | 311/159 | -2.81 | Margin floor | Floor margin floor hit | |
Linen Duvet R22 SKU-100511 · Home | $255.22 | $252.17 | $179.12 | -29.8% | 72/133 | -2.48 | Margin floor | Floor margin floor hit | |
Lip Balm Duo D97 SKU-100735 · Beauty | $28.88 | $23.70 | $20.80 | -28.0% | 53/68 | -2.64 | Margin floor | Floor margin floor hit | |
Knit Beanie Z34 SKU-100980 · Apparel | $112.84 | $102.57 | $86.22 | -23.6% | 269/136 | -3.06 | Margin floor | Floor margin floor hit | |
Linen Duvet M79 SKU-100343 · Home | $138.23 | $135.77 | $96.76 | -30.0% | 62/31 | -2.42 | Margin floor | Floor margin floor hit | |
Storage Cube I10 SKU-100385 · Home | $281.39 | $264.45 | $196.97 | -30.0% | 141/156 | -2.41 | Margin floor | Floor margin floor hit | |
Yoga Mat Pro J44 SKU-100119 · Sports | $121.06 | $99.69 | $84.74 | -30.0% | 77/66 | -2.40 | Margin floor | Floor margin floor hit | |
Matcha Tin Y19 SKU-100952 · Grocery | $138.69 | $120.68 | $97.08 | -30.0% | 215/104 | -2.38 | Margin floor | Floor margin floor hit |
Price comparator · SKU-100336
USB-C Dock V36
Our price
$138.46
Comp. min
$116.22
Optimal
$96.92
Applied rule
Margin floor
Predicted demand
26.5 u/h
Elasticity ε
-3.18
Inference
0.48 ms
Stock ratio
1.26
Comp ratio
1.19
Conv. 1h
2.20%
Seasonal idx
1.10
What-if simulator
Engine reaction for SKU-100336
Inventory level120% of reorder point
Competitor price drop0% below current
Traffic spike1× moving average
Simulated price
$96.92
-30.0% vs live
Margin floor
Predicted demand 52.8 u/h · stock ratio 1.19 · inference 0.48 ms
Reference deployment
Python service topology
events ──▶ kafka (clicks | inventory | competitor)
│
▼
fastapi consumer ──▶ redis feature store
│ │
▼ ▼
elasticity + xgboost ──▶ rules engine ──▶ /api/v1/recommend-price
(flash sale · guardrails) < 50 msThe downloadable Python codebase mirrors this dashboard exactly: config/settings.py, data_pipeline/, models/, api/main.py, dashboard/app.py and docker-compose.yml.