Product Research Data Alignment with Residential Proxies

24/09/2026

<p style="line-height: 2em;"><span style="font-size: 16px;">Teams doing <a href="https://www.711proxy.com/use-cases/ecommerce" target="_blank" style="color: rgb(0, 176, 240); text-decoration: underline;"><span style="font-size: 16px; color: rgb(0, 176, 240);"><strong>cross-border e-commerce</strong></span></a> usually start product research the same way, going through the bestseller lists on several marketplaces to see what sells in the same category across markets. Once there are more than two or three sites, the lists stop adding up, and the same product sits in very different positions on each one. This article covers why the data from each site cannot be compared directly, then what residential proxies do for alignment.</span></p><p style="line-height: 2em;"><span style="font-size: 16px;"><br/></span></p><p style="line-height: 2em;"><span style="font-size: 24px;"><strong>Why the Lists Differ From One Country Site to Another</strong></span></p><p style="line-height: 2em;"><span style="font-size: 16px;"><br/></span></p><p style="line-height: 2em;"><span style="font-size: 16px;">Each marketplace list is calculated for its own local market. Sales, reviews and stock all build up from local browsing and orders, so the same product lands in a different position wherever local demand differs. Pull the list from a single network of your own, and what you get is usually still the local version.</span></p><p style="line-height: 2em;"><span style="font-size: 16px;">Time adds a second layer of difference. Bestseller lists roll over daily, and once a campaign goes live the top positions can turn over within hours. If the sites are not pulled at the same point in time, part of the gap you see in a single sheet comes from timing rather than from the market.</span></p><p style="line-height: 2em;"><span style="font-size: 16px;"><br/></span></p><p style="line-height: 2em;"><span style="font-size: 24px;"><strong>What Residential Proxies Do</strong></span></p><p style="line-height: 2em;"><span style="font-size: 16px;"><br/></span></p><p style="line-height: 2em;"><span style="font-size: 16px;">A residential proxy lets each market be viewed through a source sitting on an ordinary local home connection. Whichever site you need, you pull it through a source in that market, and the ranking you get matches what local buyers see. Take lists, product pages and campaign tags this way, and the data from several markets is finally comparable.</span></p><p style="line-height: 2em;"><span style="font-size: 16px;"><br/></span></p><p style="line-height: 2em;"><span style="font-size: 24px;"><strong>Three Things to Align Before Comparing</strong></span></p><p style="line-height: 2em;"><span style="font-size: 16px;"><br/></span></p><p style="line-height: 2em;"><span style="font-size: 16px;">The first is site and region. The source for each country site has to sit in the matching market, so a Thailand page is pulled through a Thai source. The second is method. Category, time window and how many positions to take should follow one set of rules across all sites. The third is the moment of collection. Run the sites in a single round where possible, and keep the time span short.</span></p><p style="line-height: 2em;"><span style="font-size: 16px;">One more thing is easy to miss, and that is request pacing. A site usually has a dozen or more categories to go through, and with several markets running at once the request volume in a short window is well above normal. Spread the requests across different sources and pull site by site, and what comes back is actually more complete.</span></p><p style="line-height: 2em;"><span style="font-size: 16px;"><br/></span></p><p style="line-height: 2em;"><span style="font-size: 24px;"><strong>Which Data Has to Be Pulled Per Market</strong></span></p><p style="line-height: 2em;"><span style="font-size: 16px;"><br/></span></p><p style="line-height: 2em;"><span style="font-size: 16px;">Three types need to be pulled per market, ranking order, price and stock on product pages, and campaign tags. All three display according to the local market, and mixing them into one round leaves the front and back of the run out of step. If you only need a handful of products, a few small batches per site is enough.</span></p><p style="line-height: 2em;"><span style="font-size: 16px;"><br/></span></p><p style="line-height: 2em;"><span style="font-size: 24px;"><strong>What 711Proxy Solves</strong></span></p><p style="line-height: 2em;"><span style="font-size: 16px;"><br/></span></p><p style="line-height: 2em;"><span style="font-size: 16px;">1. Choosing a source per site comes down to where it sits. 711Proxy holds more than 100 million residential IPs across over 200 countries and regions, with country and state level targeting.</span></p><p style="line-height: 2em;"><span style="font-size: 16px;">2. How long a round needs to run decides the plan. For a single round covering a few dozen pages, <a href="https://www.711proxy.com/pricing/regular/residential-proxies-gb" target="_blank" style="color: rgb(0, 176, 240); text-decoration: underline;"><span style="font-size: 16px; color: rgb(0, 176, 240);"><strong>Residential Proxies-GB</strong></span></a> billed by traffic works out better, and you pay for what you pull. For watching the same products over several weeks, switch to static residential proxies, which provide dedicated IPs with unlimited traffic.</span></p><p style="line-height: 2em;"><span style="font-size: 16px;">3. How many sites run at once comes down to concurrency. Residential IPs allow unlimited concurrent requests, HTTP and SOCKS5 are both supported, and authentication works by username and password or by IP whitelist.</span></p><p style="line-height: 2em;"><span style="font-size: 16px;"><br/></span></p><p style="line-height: 2em;"><span style="font-size: 24px;"><strong>Summary</strong></span></p><p style="line-height: 2em;"><span style="font-size: 16px;"><br/></span></p><p style="line-height: 2em;"><span style="font-size: 16px;">Whether data from several sites lines up depends on every pull landing in the matching market. With 711Proxy residential IPs covering the countries each site belongs to, pulling every market&#39;s ranking separately fills in the gaps behind product research decisions.</span></p><p><br/></p>