Wine Labs · Market intelligence
8 Cross Channel Retailing Examples for Wine Merchants
Same wine, six US channels: restaurants charge 2.21x online, apps 1.07x, grocery 1.05x, auctions 0.61x. 8 cross channel retailing examples from Wine Labs data.
A bottle of Veuve Clicquot Yellow Label Brut has a median price of $69.99 at US online merchants and on US wine shops' own websites. The same wine costs $79.29 at grocery chains, $85.70 on delivery apps and $135 on restaurant wine lists. At auction it sold for a median $53.63 a bottle over the last 24 months, buyer's premium included.
Median per 750 ml. Retail is US sellers, November 4, 2026; auction is the last 24 months.
| Channel | Median price | Basis |
|---|---|---|
| Online merchants and shop sites | $70 | |
| Grocery chains | $79 | |
| Delivery apps | $86 | |
| Restaurant wine lists | $135 | |
| Auction | $54 | Buyer's premium included |
That is one wine in five channels, with five different prices. None of them is wrong. Each channel sells a different service: speed, convenience, a table, or a hammer that falls once.
This article uses a Wine Labs snapshot taken on November 4, 2026. It compares the same wines across six US channels: online merchants, wine shops' own sites, delivery apps, grocery chains, restaurant wine lists and auctions. 84,935 wines appear in at least three of those channels. 4,706 appear in all six. The eight cross channel retailing examples below each start from that data, then turn it into a decision a wine merchant can make.
The data behind these examples
| Channel | Wines priced | Listings | Sellers |
|---|---|---|---|
| Wine shops, own websites | 113,229 | 3,878,798 | 2,774 shops and chains |
| Grocery chains | 19,727 | 3,269,597 | 166 chains |
| Delivery apps (DoorDash, Uber Eats, Instacart) | 88,788 | 2,496,299 | 12,906 stores |
| Online merchants | 141,663 | 2,182,579 | 6,407 merchants |
| Auctions (global, last 24 months) | 57,056 | 949,079 lots | 174 auction sources |
| Restaurant wine lists | 75,186 | 633,054 | 19,261 restaurants |
All prices are US dollars for a 750 ml bottle, wine only. Retail channels are US sellers. Auction results are global, per 750 ml, and include the buyer's premium. A wine shop chain counts as one seller, so a chain with 300 stores does not outvote an independent shop.
The cross-channel price ladder
To compare channels, Wine Labs takes the median price of each wine at US online merchants as the reference. It then divides each other channel's median for the same wine by that reference. A wine needs at least three sellers on both sides to count.
Same wine compared, 750 ml, November 4, 2026. 1.00× is the online merchant median.
| Channel | Median ratio | Wines compared |
|---|---|---|
| Auctions | 0.60× | 11,700 wines |
| Wine shops, own websites | 1.00× | 46,391 wines |
| Grocery chains | 1.05× | 5,465 wines |
| Delivery apps | 1.07× | 30,050 wines |
| Restaurant wine lists | 2.21× | 27,975 wines |
| Channel | Wines compared | Median price vs online merchants | Middle half of wines |
|---|---|---|---|
| Wine shops, own websites | 46,391 | 1.00x | 0.92x to 1.05x |
| Grocery chains | 5,465 | 1.05x | 0.96x to 1.13x |
| Delivery apps | 30,050 | 1.07x | 0.97x to 1.17x |
| Restaurant wine lists | 27,975 | 2.21x | 1.92x to 2.54x |
| Auctions | 11,700 | 0.60x | 0.50x to 0.71x |
The ladder is stable for well-known wines:
| Wine | Online | Shop site | Grocery | Delivery app | Restaurant | Auction |
|---|---|---|---|---|---|---|
| Veuve Clicquot Yellow Label Brut | $69.99 | $69.99 | $79.29 | $85.70 | $135 | $53.63 |
| Moët & Chandon Impérial Brut | $59.00 | $59.99 | $68.79 | $72.59 | $120 | $54.03 |
| Dom Pérignon Brut | $299.99 | $299.99 | $312.99 | $346.82 | $475 | $268.77 |
| Whispering Angel Rosé | $24.97 | $24.99 | $27.99 | $28.59 | $59 | $16.13 |
| Caymus Cabernet Sauvignon | $84.99 | $83.12 | $85.99 | $96.05 | $155 | $94.01 |
| Silver Oak Alexander Valley Cabernet | $89.97 | $89.99 | $86.99 | $104.99 | $175 | $80.00 |
| Opus One | $457.99 | $449.99 | $536.64 | $481.59 | $656 | $372.31 |
| Kim Crawford Sauvignon Blanc | $15.99 | $15.99 | $17.99 | $19.79 | $44 | thin |
| La Marca Prosecco | $17.99 | $17.99 | $19.09 | $20.55 | $40 | thin |
"Thin" means fewer than five auction sources sold the wine in the window. Auction and online medians in this table pool all vintages, so a wine with expensive back vintages, such as Caymus, can price higher at auction. Example 7 matches vintages to remove that effect.
8 cross channel retailing examples for wine merchants
1. Buy online, pick up in store: compete on stock, not price
Wine shops' own websites price the same wines at 1.00x the online-merchant median, across 46,391 wines. Local shops and online merchants have already converged on price. A customer who buys online and collects in store is not choosing you for a discount. They choose you because the bottle is there today.
That makes stock accuracy the product. Of 3.89 million wine listings on US shops' own sites, 98.5% carry a stock count. The median in-stock listing shows 9 units. But 21.7% of in-stock listings show only one to three bottles. At that level, two web orders and one walk-in customer empty the shelf.
Large grocers proved that pickup can scale. Walmart offered free grocery pickup at more than 3,000 stores by December 2019. For wine, hold the bottle when the order arrives, not when staff pick it.
Measure: share of pickup orders filled without a substitution, and the stock threshold below which you hide "pick up today".
2. Delivery apps: price the convenience on purpose
Delivery apps price the same wine at a median 1.07x the online-merchant price, across 30,050 wines. The premium is largest on cheap bottles. Below $15 online, the app median is 1.13x. Above $60, it falls to 1.03x to 1.04x.
On a familiar bottle the gap is easy to see. Kim Crawford Sauvignon Blanc is $15.99 online and $19.79 on apps, 24% more. Meiomi Pinot Noir is $21.99 online and $25.99 on apps, 18% more. Veuve Clicquot is 22% higher on apps.
A shop that lists on an app and on its own site runs two price lists for one shelf. Decide whether the app premium covers the platform fee, or whether it pushes customers to a competitor's app listing.
Measure: app price vs own-site price for your top 50 bottles, and margin after platform fees.
3. Grocery vs specialist: the grocer is not always cheaper
Grocery chains price the same wines at 1.05x the online-merchant median, across 5,465 wines and 166 chains. The gap holds at every price level, from 1.04x under $15 to 1.08x between $30 and $150.
Veuve Clicquot costs 13% more at the grocery median than at online merchants. Opus One is $536.64 at grocery (14 chains) vs $457.99 online. There are exceptions: Silver Oak Alexander Valley is slightly cheaper at grocery, $86.99 vs $89.97.
A specialist shop near a grocer can match or beat the grocery price on national brands and still keep its margin. Check the brands your customers see in the grocery aisle first.
Measure: your price index vs the local grocery median on the 20 brands both of you stock.
4. One chain, one price? Usually not
Price consistency across channels starts inside one business. Wine Labs looked at every case where one chain sells one wine in at least five US stores.
| Chain type | Chain-wine pairs | Chains | Same price in every store | Median highest/lowest store price | Pairs with a 20%+ spread |
|---|---|---|---|---|---|
| Grocery chains | 37,421 | 64 | 31.7% | 1.13x | 42.5% |
| Wine shop chains | 26,995 | 21 | 36.4% | 1.06x | 34.2% |
Most chains do not show one price for one wine. Some differences have a cause, such as state taxes, state pricing rules and local promotions. Others are drift. A customer who checks two of your stores on their phone cannot tell which is which.
Measure: the share of your SKUs with one price across stores, and a written reason for each exception.
5. Ship-from-store and endless aisle: price to the market, not the list
When you sell a bottle beyond your own catalogue, you compete with every online merchant that lists it. Wine Labs found 31,479 wine-vintages listed by at least ten US online merchants. For the median wine-vintage:
- the 90th-percentile price is 1.26x the 10th-percentile price;
- the median price is 23.5% above the cheapest offer;
- 44.7% of wine-vintages have a 90/10 spread of 1.3x or more.
An endless-aisle listing priced at the median sits about a quarter above the cheapest seller. That may be fine when you ship faster or hold better provenance. It is not fine when the customer can see the other offer in one search.
Measure: where each endless-aisle price sits in the market range, by percentile, refreshed weekly.
6. Restaurant-to-retail programmes: the markup is the pitch
Restaurant wine lists price the same wines at a median 2.21x the online-merchant price, across 27,975 wines on 19,261 US lists. The markup falls as the wine gets more expensive:
Median per wine, US restaurant lists and US online merchants, 750 ml.
| Online price band | Median ratio | Wines |
|---|---|---|
| Under $15 | 2.81× | 2,734 wines |
| $15 to $30 | 2.39× | 8,278 wines |
| $30 to $60 | 2.17× | 6,999 wines |
| $60 to $150 | 2.06× | 6,720 wines |
| $150 and over | 1.85× | 3,244 wines |
| Online price band | Wines | Median restaurant price vs online |
|---|---|---|
| Under $15 | 2,734 | 2.81x |
| $15 to $30 | 8,278 | 2.39x |
| $30 to $60 | 6,999 | 2.17x |
| $60 to $150 | 6,720 | 2.06x |
| $150 and over | 3,244 | 1.85x |
Kim Crawford Sauvignon Blanc is $44 on a restaurant list and $15.99 online, 2.75x. Opus One is $656 vs $457.99, 1.43x. The Wine Labs restaurant wine markup study measures the same pattern worldwide: a median 2.27x across 1.86 million bottle price pairs.
That gap is the case for a "take a bottle home at retail" offer, or a shop next door that sells what's on the list. A diner who liked a $44 bottle will notice a $16 shelf price.
Measure: share of restaurant-list wines you stock, and repeat purchases from diners you referred.
7. Auction-to-retail sourcing: the gap is real, the cost is not all in
To compare auction with retail fairly, Wine Labs matched the exact wine and vintage. It found 25,054 wine-vintages with at least three auction results in the last 24 months and at least three US online merchants.
| Online price band | Wine-vintages | Median auction price vs online | Auction median below online median |
|---|---|---|---|
| Under $30 | 450 | 0.46x | 95.8% |
| $30 to $100 | 5,232 | 0.61x | 96.4% |
| $100 to $300 | 11,021 | 0.61x | 98.4% |
| $300 and over | 8,351 | 0.61x | 99.4% |
| All | 25,054 | 0.61x | 98.3% |
Auction prices here include the buyer's premium, and the median is still about 40% below the US online asking price. The rest of the gap is cost and risk. The auction price excludes shipping, import duty, sales tax and storage. Lots come in cases. Condition and provenance vary. And an online price is an ask, not a completed sale.
Merchants that buy at auction to restock should compute the all-in landed bottle cost before they bid, then compare it with the market range from example 5.
Measure: landed cost per bottle vs your selling price, and days from hammer to shelf.
8. Clienteling with a unified view of the market
The first seven examples share one requirement: you must know that a listing on an app, a grocery shelf, a restaurant list and an auction lot are the same wine. In this snapshot, 84,935 wines appear in three or more US channels. Without canonical matching, each channel looks like a different product.
Connected data helps the customer too. A peer-reviewed study of 516 omnichannel retail buyers in Peru found that integrated pricing and product information, transaction data and fulfilment improved affective and cognitive customer experience. For a wine shop, that means staff can show a client the bottle, its price on every channel and where it is in stock.
Measure: share of your catalogue matched to a canonical wine identity, and staff use of market prices in client conversations.
What to measure, by example
| Example | Wine Labs signal | Merchant KPI |
|---|---|---|
| Buy online, pick up in store | 21.7% of in-stock shop listings show 1–3 bottles | Pickups filled without substitution |
| Delivery apps | Apps at 1.07x online; 1.13x under $15 | App vs own-site margin after fees |
| Grocery vs specialist | Grocery at 1.05x online | Price index vs local grocery |
| One chain, one price | 31.7% of grocery chain-wine pairs share one price | SKUs with one price across stores |
| Endless aisle | Median offer 23.5% above cheapest | Price percentile per listing |
| Restaurant-to-retail | Restaurants at 2.21x online | Referred diners who buy |
| Auction-to-retail | Auction at 0.61x online, same vintage | Landed cost vs selling price |
| Clienteling | 84,935 wines in 3+ channels | Catalogue match rate |
Where to start with cross channel retailing
Pick the channel link that costs you the most today. For most shops that is either stock accuracy for pickup or the app price gap. Both are cheap to measure.
Do not judge the result by one channel's revenue line. A study of a national jewellery retailer's ship-to-store launch found that online sales fell while store sales rose, mostly on high-value purchases. Revenue moved between reporting buckets. Measure the customer and the total business, not the channel.
See how your prices compare with every channel in Wine Labs market data, find where your range has gaps with market opportunity, and match your catalogue with the Wine Matching API.
Data methodology: Wine Labs snapshot of November 4, 2026. Retail channels use current US listings: online merchants (merchant country USA), wine shops' own websites (CityHive, Total Wine, LiquorApps, Shopify and similar), delivery apps (DoorDash, Uber Eats, Instacart), grocery chains, and US restaurant wine lists (bottle prices, outliers removed). Auctions use global results dated November 4, 2024 to November 4, 2026, per 750 ml including the buyer's premium, excluding mixed lots and outliers. Only 750 ml bottles of products classed as wine are included; prices are in US dollars before sales tax. Each seller's listings for a wine are reduced to one median price first; a chain counts as one seller in the shop and grocery channels. Channel ratios compare a wine's median in each channel with its median across at least three US online merchants, and require at least three sellers in the other channel. Channel comparisons pool vintages because grocery and most restaurant listings do not state a vintage; the auction-to-retail table matches exact vintages. Store-level chain consistency uses chain-wine pairs sold in at least five stores. Counts change as listings refresh.