Black Friday Inventory Planning: How to Stock for BFCM Without Running Out (or Overbuying)
Inventory is the invisible killer of Black Friday success. Run out of your bestseller on Friday afternoon, and you leave thousands on the table while ads keep running for products you can't sell. Overbuy, and you're discounting already-discounted inventory through January. The merchants who nail BFCM inventory planning use data—not gut instinct—forecasting at the SKU level with appropriate safety stock buffers.

Inventory is the invisible killer of Black Friday success. Run out of your bestseller on Friday afternoon, and you've left thousands on the table while your ads keep running for products you can't sell. Overbuy, and you're discounting already-discounted inventory through January just to clear it.
The merchants who nail BFCM inventory planning use data, not gut instinct. Here's how they do it.
The Two Ways Inventory Goes Wrong
Scenario 1: The Stockout Disaster
A clothing brand runs a 30% off BFCM sale. Their top-selling sweater, which does 20% of their revenue, sells out Friday at 2 PM. Traffic keeps coming, ads keep running, and customers keep landing on a product page that says "Sold Out."
What it costs:
- Lost sales (obviously)
- Wasted ad spend driving traffic to sold-out products
- Frustrated customers who may not come back
- Damage to BFCM momentum (one stockout leads to customers leaving entirely)
Scenario 2: The Inventory Hangover
A skincare brand gets excited about BFCM potential. They order 3x their normal inventory, anticipating massive demand. Demand is solid, up 50% from last year, but nowhere near 3x. Now they're sitting on six months of inventory that's already been associated with deep discounts.
What it costs:
- Cash tied up in inventory
- Storage costs
- Eventual deeper discounting just to move product
- Margin erosion on future sales
Both scenarios are preventable with proper planning.
Step 1: Know What You're Planning For
Before forecasting units, understand your BFCM strategy:
What's the promotional structure?
- Sitewide discount: Plan for lift across all products
- Product-specific discounts: Focus forecasting on promoted items
- Bundles: Plan component inventory for bundle configurations
- Tiered discounts: Higher AOV might mean fewer units at higher value
What marketing investment are you making?
- 50% more ad spend = expect roughly 30-50% more traffic
- New channels (TikTok, influencers) = harder to predict
- Email-only promotion = more predictable based on list performance
What's your risk tolerance?
- Conservative: Willing to sell out early rather than overbuy
- Aggressive: Willing to carry extra inventory to capture every sale
- Most stores should lean conservative, especially in uncertain economic conditions
Step 2: Gather Your Data
Good forecasting requires data. Here's what to collect:
If You Have BFCM History
- Unit sales by SKU during BFCM last year
- Daily sales patterns (Friday vs. Saturday vs. Sunday vs. Monday)
- Conversion rate during BFCM vs. normal periods
- Traffic by source during BFCM
- Stock-out timing (when did things run out last year?)
- Return rate for BFCM orders
If You're New to BFCM
- Current average weekly sales by SKU
- Year-to-date growth rate (are you trending up or down?)
- Industry BFCM lift estimates (typically 3-10x normal weekend, depending on category)
- Competitor activity (how aggressive is your space during BFCM?)
Universal Data Needs
- Current inventory levels by SKU
- Supplier lead times (can you reorder if needed?)
- Storage constraints (how much can you physically hold?)
- Cash flow limits (how much inventory can you afford to buy?)
Step 3: The Forecasting Process
Method 1: Historical Multiplier (For Stores With BFCM History)
Formula: Forecast = Last Year BFCM Units × (1 + YTD Growth) × Marketing Multiplier × Safety Buffer
Example:
- Sold 200 units of Product A during BFCM 2024
- Year-to-date sales are up 15%
- Spending 25% more on marketing this year
- Want 20% safety buffer
200 × 1.15 × 1.25 × 1.20 = 345 units
Round to 350 units.
Method 2: Lift Estimation (For New Stores)
Formula: Forecast = Normal Weekend Units × BFCM Lift Factor × Safety Buffer
Typical lift factors by category:
- Fashion/apparel: 4-6x
- Beauty/skincare: 3-5x
- Electronics: 6-10x
- Home goods: 3-5x
- Food/beverage: 2-4x
Example:
- Normal weekend: 50 units
- Category suggests 5x lift
- Conservative safety buffer: 10%
50 × 5 × 1.10 = 275 units
Method 3: Top-Down Revenue (Sanity Check)
Use your revenue target to validate unit forecasts.
Formula: Expected Units = Revenue Target ÷ Average Selling Price (after discount)
Example:
- Revenue target: $50,000
- Product ASP normally: $60
- BFCM discount: 25%
- BFCM ASP: $45
$50,000 ÷ $45 = 1,111 total units needed
Compare this to your bottom-up SKU forecasts. If there's a big gap, investigate.
Step 4: SKU-Level Planning
Don't just plan total inventory, plan at the SKU level.
Category A: Bestsellers (Top 10-20% of SKUs)
These drive most of your revenue. Stock aggressively.
- Forecast: Use historical method with 20-30% safety buffer
- Goal: Don't run out until late Sunday at earliest
- Action: Order early, confirm delivery, have backup supplier if possible
Category B: Average Performers (Middle 50-60%)
Solid products that contribute but aren't stars.
- Forecast: Historical method with 10-15% safety buffer
- Goal: Have enough but don't overbuy
- Action: Standard order timing, monitor during BFCM
Category C: Slow Movers (Bottom 20-30%)
Products that don't move fast normally.
- Forecast: Current inventory only, or minimal additional
- Goal: Use BFCM to clear this inventory
- Action: Consider deeper discounts to move these
Size/Color Considerations
Critical: A product isn't "in stock" if the popular sizes are sold out.
Analyze historical size curves:
- What % of sales are each size?
- Which sizes/colors sell out first?
- Order to match the demand curve, not evenly across variants
Step 5: The Safety Stock Decision
How much buffer inventory to carry is a judgment call. Here's a framework:
Arguments for More Safety Stock
- Product has high margin (can afford to carry extra)
- Supplier lead times are long (can't reorder quickly)
- Product is a bestseller (stockout is very costly)
- You're investing heavily in marketing (expecting high traffic)
- Past BFCM showed stockouts cost you sales
Arguments for Less Safety Stock
- Product has low margin (carrying cost hurts)
- Product is seasonal/trendy (won't want it in January)
- Supplier is reliable for quick reorders
- You're being conservative with marketing
- Storage space is limited
Safety Stock by Product Type
| Product Category | Suggested Safety Buffer | |-----------------|------------------------| | Bestsellers | 25-30% | | Core products | 15-20% | | Average performers | 10-15% | | Slow movers | 0% (use existing) | | New products | 20% (more uncertainty) |
Step 6: The Cash Flow Reality
Inventory costs money. Make sure your plan is financially viable.
Calculate Total Inventory Investment
Total Cost = Σ (Unit Forecast × Unit COGS) for all SKUs
Example:
- Product A: 350 units × $20 = $7,000
- Product B: 200 units × $30 = $6,000
- Product C: 150 units × $15 = $2,250
- Total inventory investment: $15,250
Check Against Available Capital
- How much cash do you have for inventory?
- What's your supplier payment terms?
- Can you negotiate extended terms for BFCM orders?
- Do you have inventory financing options?
Prioritization If Cash-Constrained
If you can't afford your full forecast:
- Fund bestsellers fully (highest ROI)
- Fund core products at 80% of forecast
- Skip additional ordering for slow movers entirely
- Consider pre-orders for high-demand items
Step 7: Supplier and Logistics
Order Timing
Work backwards from BFCM:
- BFCM weekend: November 28-December 1 (example)
- Inventory must be received: November 20 (week buffer)
- Shipping time: 2-4 weeks (depending on supplier)
- Order must be placed: Late October / early November
Rule of thumb: Place orders 6-8 weeks before BFCM for domestic suppliers, 10-12 weeks for international.
Supplier Communication
Tell your suppliers what's coming:
- Share your forecast (helps them prepare)
- Confirm lead times (in writing)
- Establish reorder protocol (can you get emergency shipments?)
- Confirm they're not running promotions that will affect their capacity
Backup Plans
Scenario: Supplier delays, shipment stuck in customs, quality issues.
- Identify backup suppliers for critical products
- Know which products you can substitute
- Understand dropship options for emergency fulfillment
- Have a communication plan for customers if inventory doesn't arrive
Step 8: During BFCM, Real-Time Inventory Management
Monitoring
Set up alerts for:
- Products hitting 50% of BFCM allocation
- Products hitting 20% remaining
- Any product at <10 units
- Products selling 2x faster than forecast
Response Playbook
Selling faster than expected:
- Reduce ad spend on that product (if you'll sell out anyway)
- Add "low stock" messaging to create urgency
- Consider pulling from other channels (marketplaces) to save for your site
Selling slower than expected:
- Increase ad spend if margin allows
- Add flash discounts
- Feature in email sends
- Create urgency ("Today only" additional discount)
Product sells out:
- Stop ads immediately
- Add waitlist functionality
- Suggest alternatives
- Communicate restock timeline if known
Common Inventory Planning Mistakes
Mistake 1: Planning at Category Level, Not SKU Level
"We need 500 t-shirts" is not a plan. "We need 50 small, 100 medium, 150 large, 100 XL, 50 2XL in each of 3 colors" is a plan.
Mistake 2: Ignoring Variant Distribution
If 40% of your sales are Medium and you ordered equal quantities across sizes, you'll have stockouts in Medium while sitting on XS and 2XL.
Mistake 3: Ordering Based on Gut
"I feel like this will be big" is not forecasting. Use data, even imperfect data.
Mistake 4: Not Accounting for Returns
BFCM returns run 20-30% higher than normal. If you're calculating break-even, factor in that some of those sales will come back.
Mistake 5: Forgetting Supplier Constraints
Your supplier might not be able to deliver what you want on your timeline. Confirm capacity before finalizing forecasts.
Mistake 6: Planning Inventory, Not Cash Flow
You might need 500 units, but can you afford 500 units? Match your plan to your capital.
Post-BFCM: Dealing with What's Left
If You Understocked (Sold Out Early)
- Document what sold out and when
- Calculate estimated lost revenue
- Consider longer sale period next year
- Explore faster fulfillment options
If You Overstocked (Inventory Remaining)
Tiers of action:
- Cyber Week extension: Continue deals through the week
- December promotions: Holiday shopping continues
- January clearance: "New year, fresh start" sale
- Bundle with new products: Pair old inventory with new arrivals
- Donate for tax benefit: If nothing else works
Don't let BFCM inventory become February inventory. The longer you hold it, the worse the economics get.
Frequently Asked Questions
How far in advance should I order BFCM inventory?
For domestic suppliers, 6-8 weeks minimum. For international suppliers, 10-12 weeks. For custom or made-to-order products, even earlier. Build in buffer time for shipping delays.
What if my supplier can't meet my forecast?
Options: find additional suppliers, reduce forecast to what's available, explore dropship arrangements, or adjust marketing to match available inventory.
Should I stock up on slow-moving products for BFCM?
No. Use existing inventory for slow movers. BFCM isn't the time to bet on products that don't normally sell—it's the time to maximize winners and clear losers.
What's better: selling out early or having leftover inventory?
For most merchants, selling out early is the lesser evil. Leftover inventory ties up cash and often gets sold at deeper discounts than BFCM anyway. But extreme stockouts (Friday morning) mean significant lost opportunity.
How do I forecast for a new product launching during BFCM?
Be conservative. New products have no historical data, and launching during BFCM means you can't iterate. Consider launching before BFCM to gather data, then featuring in the sale.
Sources & References
- [1]E-commerce Inventory Best Practices - Shopify (2024)
- [2]Holiday Retail Forecasting - National Retail Federation (2024)
- [3]Supply Chain Holiday Planning - Supply Chain Dive (2024)
Attribute Team
The Attribute team combines decades of e-commerce experience, having helped scale stores to $20M+ in revenue. We build the Shopify apps we wish we had as merchants.