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AI can use tourist photos to help track Antarctica’s penguins

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AI can use tourist photos to help track Antarctica’s penguins

Adélie penguins in Antarctica

Prof. Heather Lynch

Artificial intelligence can help accurately map and track penguin colonies in Antarctica by analysing tourist photos.

“Right now, everyone has a camera in their pocket, and so the sheer volume of data being collected around the world is incredible,” says Heather Lynch at Stony Brook University in New York.

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Haoyu Wu at Stony Brook University and his colleagues, including Lynch, used an AI tool developed by Meta to highlight Adélie penguins in photographs taken by tourists or scientists on the ground. With guidance from a human expert, the AI tool was able to automatically identify and outline entire colonies in photos. This semi-automated method is much faster than doing everything manually because the AI tool takes just 5 to 10 seconds per image, compared with a person taking 1 to 2 minutes, says Wu.

The team also created a 3D digital model of the Antarctic landscape using satellite imagery and terrain elevation data. By identifying landscape details in the tourist pictures, the researchers could place the photographer, then the penguin colony, accurately within the 3D model.

This transformation of ground photos into a bird’s-eye view allows researchers to track how penguin colonies change in location and population size over time – which could prove especially helpful in remote regions of the world where aerial drone or aircraft surveys are done infrequently. Such tracking is important because Adélie penguins are considered a sentinel species, meaning shifts in their populations are an indicator of climate change. The AI-assisted technique can also harness historical imagery to track phenomena such as glacier changes that “occur very slowly and may only be evident by looking across decades of time”, says Lynch.

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“Tracking of penguin colony population sizes and locations is important,” says Annie Schmidt at Point Blue Conservation Science, a nonprofit based in California. But it is just a “first step” towards a better understanding of the reasons for those population changes, she adds.

“This could be useful, especially as many penguin colonies are only rarely assessed by the research community,” says Peter Fretwell at the British Antarctic Survey. But researchers remain divided over the impacts of Antarctic tourism – the two large Adélie penguin groups evaluated by the researchers are often visited by tour ships on the eastern side of the Antarctic Peninsula.

“Some scientists are worried that, by encouraging tourists to do citizen science, we are justifying their trips – which will be used by the cruise companies to sell more berths, fuelling the expansion,” says Fretwell. “Others think that there is very little on-the-ground impact from the industry, as it is well regulated.”

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Best cordless vacuum deals: Discounts on Dyson, Shark, and more

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Best cordless vacuum deals: Discounts on Dyson, Shark, and more

Corded vacuum cleaners are a good idea if you’re looking to clean up a bigger mess, but they do take up a lot of space and can be quite heavy to handle, especially if you have muscle issues. Luckily, cordless vacuums are a good alternative, and while they have their own issues with how long they run, they are a great alternative. Even better, there are a lot of great options out there, from the higher-end Dyson deals to some more affordable Shark options. Either way, we’ve gone out and collected some of our favorite cordless vacuum deals for you below.

On the other hand, if you’d prefer to go with a more traditional vacuum, check out some of these vacuum deals, as well as the alternative Robot vacuum deals and Roomba deals.

Best Dyson cordless vacuum deals

The Dyson V15 Detect cordless vacuum with its laser.
Dyson

Dyson is the first brand that most people will think of when you mention cordless vacuums, as that has been one of its signature devices. Dyson cordless vacuums offer powerful suction, attachments for various purposes such as reaching narrow spaces and brushing off dust, and long battery life depending on the chosen mode. Dyson cordless vacuum deals almost never last long though, so grab these offers while you still can.

  • Dyson V8 —
  • Dyson V8 Plus —
  • Dyson Outsize Origin —
  • Dyson V12 Detect Slim+ —
  • Dyson V15 Detect —

Amazon has officially started Prime Big Deal Days, the exclusive October Prime Members deal event. The discounts are unreal. Nearly everything from apparel, video games and tools, to electronics, outdoor equipment, and Halloween gear is discounted. Come take a look.

Best Shark cordless vacuum deals

Shark Cordless Pet Plus with Anti-Allergen Complete Seal vacuuming cereal and debris from hardwood and carpet.
Shark

Shark is steadily growing as a popular brand for cordless vacuums, as a cheaper alternative to Dyson. However, that doesn’t mean that Shark cordless vacuums are any less dependable, as they still have what it takes to get the job done when you’re cleaning your home. If you’re looking for Shark cordless vacuum deals to be able to buy them for an even more affordable price, you’ve come to the right place.

  • Shark UZ565H Pro Cordless Vacuum w/ Clean Sense IQ & MultiFLEX (renewed) —
  • Shark IX141 Pet Cordless Stick Vacuum with XL Dust Cup —
  • Shark IW1111 Detect Pro —
  • Shark IZ462H Vertex Ultra Lightweight —
  • Shark IZ662H Cordless Vertex Pro —

Other cordless vacuum deals we like

LG CordZero cordless stick vacuum charging in a vertical charging stand..
LG Electronics

There are more cordless vacuum deals online for devices made by reliable brands like Samsung and LG, with offers ranging from very affordable for basic cordless vacuums to relatively expensive for all-in-one machines. If any of them catches your eye, you should push through with the purchase immediately because time may already be running out for you to pocket the savings that we’ve highlighted below.

  • Samsung Jet 60 Pet —
  • LG CordZero Cordless Stick Vacuum —
  • BISSELL CrossWave OmniForce Edge —
  • Tineco Floor One S5 Extreme —

How to choose the right cordless vacuum

Decisions like this always start with how much you’re willing to spend, and for most people, it’s going to be between investing in a Dyson cordless vacuum or going for a cheaper alternative. Even the more affordable cordless vacuums these days won’t disappoint you though, as some of them come with the technology that you previously only found in more expensive models. Among the things that you need to consider are battery life, the attachments that come with the cordless vacuum, and any special features such as Dyson’s laser for detecting hidden particles.


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New Pixel Weather app reaching Pixel 6, Pixel 7, and Pixel 8 series

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New Pixel Weather app reaching Pixel 6, Pixel 7, and Pixel 8 series

This year, Google worked to revamp the weather forecast experience on Pixel devices by developing a new dedicated app. The company debuted Pixel Weather on the Pixel 9 series, but it was not yet available for older models. However, that’s finally changing as Google is rolling out the new Pixel Weather app to more Pixel devices. The app expansion is part of the latest October Pixel Feature Drop.

All devices on the Pixel 6, Pixel 7, and Pixel 8 series (including “Pixel a” variants) are eligible to receive the new Pixel Weather app. This also includes the Google Pixel Tablet. Users of older Pixel models will finally leave behind the previous Google app’s Weather system in favor of a native app brimming with new features and options. Google even built artificial intelligence into the app for some functions.

The new Pixel Weather app is rolling out to older Pixel devices

Users of the Pixel 6 series and later models will now see a “Pixel Weather” app in the Play Store’s pending update list. You don’t need to install it from scratch, as the app is actually an update to the com.google.android.apps.weather existing background service on Pixel devices. After updating the app, you’ll see the new “Weather” icon in your app drawer.

Since this is technically a new app, you’ll need to give it some permissions before it will work. After tapping on the icon, the app will ask for permissions for notifications and precise location. You can set the new app as the primary source of weather notifications by tapping on your profile avatar > Pixel Weather settings. You’ll also need to disable “Weather forecasts” notifications from the Google app. If you don’t do this, you’ll still receive alerts from the old Google app weather service.

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It’s also recommended that you restart your device so that At a Glance and other widgets that show weather forecasts only use the data from the new app. After signing in with your Google account, you’ll see all the locations you used in the old Weather experience.

UI adapted to big-screen devices

The Pixel Weather app is tailored for large-screen devices with a two-column layout on foldables and tablets too. Once you log in, you can check out data like precipitation, wind, sunrise and sunset, UV index, air quality, visibility, humidity, and pressure. If you don’t see the app available yet, don’t worry. Some users may have to wait a few days before receiving it. However, you can force close the Play Store to try to “speed up” its availability.

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Disney nabs the broadcast and streaming rights to the Grammys away from CBS

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Disney nabs the broadcast and streaming rights to the Grammys away from CBS

CBS’ long-standing deal with the Grammys appears to be coming to an end. The Hollywood Reporter announced that the Grammy Awards inked a new deal that will move the music awards ceremony to ABC, Hulu and Disney+ starting in 2027.

CBS will still be able to broadcast the Grammys in 2025 and 2026 on its broadcast network and its streaming service Paramount+, where the show has been available for a few years. Then the awards broadcast moves to its new home in 2027. The new deal will also keep the Grammys on ABC and its sister streaming sites through 2036.

Getting the Grammys is a huge coup for the Disney media empire. ABC is also the home of the Oscars. The current deal keeps the Academy Awards on its network at least until 2028.

The Grammys and the Oscars are also the two most watched awards broadcasts in the television industry. The last Grammy Awards attracted an audience of 16.9 million viewers this year. The 96th annual Academy Awards registered 19.5 million viewers in March, the biggest audience for any award show since 2020.

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81Ravens raises $4.5M for Paravox Web3 arena shooter

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81Ravens raises $4.5M for Paravox Web3 arena shooter

81Ravens, a Web3 game studio behind the free-to-play 3v3 arena shooter Paravox, said it has raised $4.5 million in funding.

Digital Hearts Holdings and Gree Ventures led the funding for the Web3 game company. The funding will support the continued development and marketing of Paravox, which will launch on the Solana blockchain. The deal shows there is still life behind Web3 games targeting hardcore gamers.

81Ravens is a Singapore game development company founded in 2020. As a team of experienced game developers, publishers, and league organizers in Japan and Southeast Asia, 81Ravens is working on Paravox, which features a blend of movement, skill mastery, and tactical precision.

Paravox is currently in global open alpha testing and has gained some traction, with over 100,000 downloads on the Epic Games Store following its Private Alpha launch in Japan and Southeast Asia. Currently, the title has over 100,000 registered accounts, which is respectable for a Web3 game.

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In addition to the funding round, 81Ravens has selected to deploy on the Solana blockchain. With fast, scalable infrastructure, low friction and extremely low transaction costs, Solana argues it is good for games as it enables real-time gameplay and smooth on-chain integrations.

“81Ravens aims to revolutionize the esports ecosystem by creating a platform that fairly distributes incentives to all contributors, from viewers to competitors and third-party creators,” said Shimpei Yoshimura, CEO of 81Ravens, in a statement. “Our goal is to expand the esports market to 10 trillion yen ($65 billion) by addressing the current imbalance between publishers and communities. While we may appear to be a game studio, our true identity as a platform is our unique insight, enabling us to connect all aspects of esports through tokens and accurately measure each title’s market size.”

This year, Paravox hosted the Paravox Global Rapid Tournament (PGRT), its first esports event, which featured a prize pool of 100 million yen ($652,000) and attracted over half a million viewers, with 23 esports teams participating.

“As an independent game developer and Esports venture, we believe 81Ravens can bring a breath of fresh air to the game industry with this very unique and exciting 3vs3 shooter Paravox and its blockchain business model. Digital Hearts supports 81Ravens’ challenges with all our might,” said Digital Hearts Holding CEO Toshiya Tsukushi, in a statement.

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Pro teams from Japan, Southeast Asia, Europe, and Latin America such as Loud, Zeta Division and Blacklist International have partnered with Paravox. PCI, the second major esports tournament, is planned to take place in December, with Loud among the participants.

“Since meeting 81Ravens, I have eagerly anticipated their growth,” said Gree Ventures CEO Shintaro Aikawa, in a statement. “Having known Shimpei since he was in high school, I am delighted to see this milestone achieved. 81Ravens possesses unique strengths, including strong reach to influencers, cost-effective and rapid game development, and an essential approach to GameFi. I am confident they will continue to make a significant impact on the global market. With their entry into the Solana ecosystem, I look forward to seeing them further integrate games and blockchain technology, delivering a next-generation entertainment experience.”

The game is currently being enhanced and improved in preparation for its Steam release, scheduled for the end of 2024.


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Startup Battlefield 200 Runnerup Announcement

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Startup Battlefield 200 Runnerup Announcement

Watch as we announce the runnerup winner of TechCrunch’s iconic startup competition – Startup Battlefield 200.TechCrunch’s Startup Battlefield 200 is the world’s preeminent startup competition with alumni like Vurb, Trello, Mint, Dropbox, Yammer, Tripit, Redbeacon, Qwiki, Getaround, and Soluto. Startup Battlefield 200 showcases the top 200 startups from around the globe, across multiple industries every year at TechCrunch Disrupt.

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Know the price-matching policies for Best Buy, Walmart, Amazon, and others

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Know the price-matching policies for Best Buy, Walmart, Amazon, and others

Nothing is more frustrating than buying a new pair of headphones, an OLED TV, or a laptop just to find out that you could have gotten it for a lot cheaper somewhere else. That’s why, in order to keep customers happy and prevent them from going elsewhere, many retailers offer price-matching policies in which they promise to match a lower price found elsewhere. That kind of information comes in handy no matter the time of year, but it’s especially helpful during shopping events like Black Friday and Cyber Monday.

What follows are the price-matching policies for a variety of major retailers. There are a few things to make note of here. First, all price-matching policies have a number of rules attached to them. We’ve summarized some of the rules here, but we recommend going to the links that we’ve provided and reading the policies carefully. Second, most retailers that serve as marketplaces for other sellers, such as Costco and Sam’s Club, don’t have price-matching policies, and many traditional stores won’t match their prices.

Lastly, there are always exceptions to the rules. If you’re looking for a deal on a product and you know it’s available for a lower price elsewhere (or it was previously offered at the same retailer), it never hurts to call or chat with a customer service rep and ask if they’ll match the price. You have nothing to lose but time, and there’s always a chance they may find a loophole or make a special exception.

If Best Buy offers a better discount than Target on the latest Kindle Paperwhite, Target will refund you the difference.
Photo by Amelia Holowaty Krales / The Verge

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Amazon doesn’t offer price matching. Full stop. You can contact customer support, but even if you’re an Amazon Prime customer, they’re not likely going to help you out.

That said, Amazon does offer a pretty liberal return policy, meaning you can often return an item you purchased from Amazon if it’s available for less elsewhere (or at Amazon). Then, you can just repurchase the product wherever it’s cheapest.

Starting November 7th, Target will extend its price matching policy on eligible items purchased from Target stores or online that drop in price on or before December 24, 2024. Target will also match the price of items purchased from Amazon, Walmart, and a select group of competitors if you ask for it at the time of or within 14 days of your purchase. You must bring the original ad or listing in both instances, whether digital or in print, along with your receipt into the store. Alternatively, you can call for online purchases at 1-800-591-3869 or chat online via contactus.target.com.

Be mindful, however, that Target’s policy excludes doorbusters and competitors’ lightning sales, like those that Amazon offers. It also doesn’t apply to products that require that you log in to see the price, “Marketplace” items from third-party sellers, or lower-priced items purchased from other Target stores.

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Best Buy’s Price Match Guarantee states that a product could be eligible for a price reduction if it’s new, identical to the competitor’s product, immediately available at a qualifying competitor’s store or on its site, and not shown on Best Buy’s exclusion list — which includes “items for sale the Thursday before Thanksgiving Day through the Monday after Thanksgiving” (November 21st through December 2, 2024). Best Buy also doesn’t price match discounts that are only available as part of a competing retailer’s membership or loyalty rewards program, which disqualifies member-only events like Amazon Prime Day.

To get the difference, you have to contact Best Buy via its on-site chat and be able to show the ad or website with a lower price point. Alternatively, you can call 1-888-237-8289 or visit any Best Buy or Pacific Sales store.

Best Buy will also, upon request, match an in-store or online price that was lowered during the return and exchange period, which typically lasts up to 15 days.

Walmart doesn’t price match the prices of its competitors, though Walmart’s online store offers price matching on items purchased from Walmart stores if the item is in stock at Walmart.com.

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However, the policy doesn’t apply to those who live in Alaska, Hawaii, or Puerto Rico. Additionally, it doesn’t apply to special event prices, like those seen during Black Friday. Walmart also does not retroactively price match items bought from Walmart.com that have dropped in price after the time of purchase. The retailer additionally doesn’t price match items purchased from Walmart Marketplace retailers or third-party sellers.

Apple doesn’t offer a price-matching policy, though you can price match on devices like the latest iPad Pro — assuming it’s on sale — elsewhere.
Photo by Amelia Holowaty Krales / The Verge

While we’ve seen some claims that Apple will price match up to 10 percent for products bought at certain major retailers, there is no official policy on the company’s website.

Apple does say that if it reduces the price of an Apple-branded product within 14 days of when you receive your item, you can visit an Apple Store or contact the Apple Contact Center at 1-800-676-2775 to request a refund or get credit for the price difference. However, that doesn’t apply to special sales like Black Friday or Cyber Monday.

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B&H says that it might be able to honor a current lower price or match the price of a competitor, but it does so on a case-by-case basis. You have to contact its customer service team using the on-site chat, email, or by calling 1-800-606-6969 / 1-212-444-6615. If approved, B&H Photo will price match one identical item per customer.

Costco does not price match with competitors. However, according to its website, it will issue a credit for the difference between the price a member has paid and a promotional price if you bought the item online at Costco and requested the credit up to 30 days before the change in price. If you bought the product from a Costco warehouse location, visit the membership counter at the store where you made the purchase. Costco doesn’t price match items bought from Costco warehouses with Costco.com purchases.

Dell will price match identical products from Dell, Amazon, Best Buy, Walmart, Target, HP, Apple, Lenovo, and a number of other retailers. You can call 1-877-275-3355 or chat online to run a price check, but you’ll need to provide a link to the competitor’s product.

You can also contact the company about a price difference within 30 days of purchase. However, there is a long list of restrictions, and none of this is available between Thanksgiving Day and the Monday following Thanksgiving (or on Green Monday). Dell also doesn’t match membership-only pricing or the exclusive discounts you’ll find during Prime Big Deal Days or Best Buy’s Member Deals Days.

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As a general rule, eBay doesn’t match the prices of purchases made during the weeks of Thanksgiving and Cyber Monday. However, it does offer a generous price-matching policy for items bought before or after that period. If you find a lower price from a qualifying competitor on an eBay Deal item that you bought within 48 hours — or on another product with the “Best Price Guarantee” symbol attached to it — you’ll get “110 percent” of the difference. That means eBay will give you an eBay coupon for the difference in price between what you bought the item for and what the competitor is selling it for, plus an additional 10 percent of that price difference. Note, however, that these coupons will expire within 30 days of being issued.

The products must be new, unopened, and identical to the competitor’s item. You have to contact eBay Customer Service, and if they verify your claims are legitimate, you will receive the coupon and be able to use it toward your next eBay purchase.

GameStop does not mention an official price-matching policy on its website. In 2022, however, GameStop tweeted that the store will price match items sold and shipped by Amazon as long as they’re available online or in-store. Although GameStop only mentioned Amazon in the tweet, others have reported that the store will price match items purchased from Target and elsewhere.

Google will price match any of its devices — including the Pixel 9 Pro and 9 Pro XL — against all four major retailers, including Amazon.
Photo: Allison Johnson / The Verge

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If a request is made within the standard return period, Google will match online pricing from select retailers — specifically Amazon, Best Buy, Walmart, B&H Photo, and Target. It doesn’t, however, match preorder pricing from other retailers or carrier deals. The product must also be in stock and identical, right down to the color and configuration. Plus, you need to provide a public link to the promo page or product listing to verify the lower price.

Other exclusions apply, too, including limited-time daily or hourly deals; wholesale, business, educational, or member-only pricing; mail-in offers and coupons; product bundles, clearance, and non-new items; and items from third-party sellers on a competitor’s website.

You may also receive the difference if the product you purchased from the Google Store drops in price within the standard return period, though you’ll need to contact Google directly to get the price match or correction.

The Home Depot will match the price of identical, in-stock products from other retailers, except for membership-based wholesalers. The price-match policy does not apply to special events like Black Friday, though, and it doesn’t apply to clearance prices, used and refurbished items, and rebate offers. You must bring the ad or listing with you in-store to the register. (You can also request price matches for online purchases that are shipped to the customer.) Additionally, The Home Depot will only honor requests submitted by the original buyer — no friends or family allowed.

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According to HP’s website, the company will match the current pretax price for new comparable PCs and identical HP printer, display, and accessory model numbers from nationally recognized online retailers, such as Dell, Amazon, Newegg, and Best Buy. The specs have to be the same to get a price match on PCs, but the product model number does not need to be identical.

You must ask for the match at the time of purchase by calling 1-800-888-0229. You can’t request a price match via email or chat, though, and the policy does not extend to items bought during promotional periods. It also doesn’t apply to membership stores like Costco and Sam’s Club.

HP also offers price protection on the HP-branded products it sells. If a price drops during your return window, you can request an adjustment by emailing myhpsales@hp.com. This doesn’t apply to products purchased during certain promotional events such as Green Monday and products on sale during the week of Thanksgiving and the week after, plus other seasonal holiday sales.

Lenovo matches pricing on comparable PCs from Lenovo, HP, or Dell with the same key specs as long as they’re sold through a list of recognized retailers. That list includes bigger stores such as Best Buy, Walmart, Amazon, Newegg, and B&H Photo as well as direct competitors such as Dell and HP. The comparable PC must also be in stock and readily available from both Lenovo and the competing retailer, and you have to contact a Lenovo sales rep with specific details about the specs and availability of the product you’re inquiring about in order to facilitate the match.

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That said, you can’t take advantage of coupons or special discounts while receiving a price match, and the policy doesn’t apply to membership stores like Costco. The policy also doesn’t apply to “Marketplace” items where third parties fulfill the order, so double-check that you bought the product directly from the retailer.

Lenovo also offers a price guarantee refund for laptops and personal desktop computers bought from Lenovo.com within 30 days of purchase. To receive a refund, you must contact Customer Care and show the lower price of the identical product offered on Lenovo.com. This policy doesn’t apply to doorbuster or clearance products, however.

Lowe’s will match the price of identical, in-stock products when you present an ad, product listing, or photo from a qualifying online or local retailer, including Amazon, Best Buy, Target, and Walmart. The product must be purchased directly from the retailer and not a third-party seller, however, and it doesn’t apply to special sales events like Black Friday and other holiday promotions.

Additionally, Lowe’s doesn’t match prices from one Lowe’s store to another, nor any rebate discounts or those available only to a select group of customers (such as loyalty clubs). To request a price match, you can head to the store, call 1-877-465-6937, or chat online.

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If Microsoft lowers the price of the Xbox Series X, Microsoft could refund you the difference.
Photo by Vjeran Pavic / The Verge

Now through January 31st, 2025, Microsoft will refund you the difference if it drops the price of an in-stock physical product purchased from the Microsoft Store. The same policy also applies if you find the identical product on sale at a lower price at a qualifying retailer like Amazon or Best Buy, though it doesn’t extend to the Surface Hub, HoloLens, Windows DevKits, or digital products.

Furthermore, some eligible products have specific retailer exclusions. For example, price matches for Surface products at other retailers are limited to Amazon and Best Buy, while Xbox products are limited to the two aforementioned retailers as well as Target, GameStop, and Walmart.

You’ll need to contact Microsoft’s Sales and Support team at 1-877-696-7786 within 60 days of delivery to request a refund. If you purchase an item from a Microsoft Experience Center, you’ll have to go back to that location with your receipt. In both instances, Microsoft will credit your original payment method the difference between the price you paid and the current lower price, which typically takes between three and five days to process.

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Newegg offers price matching on select items; these products are identified by the label “Price Match Guarantee” that appears in the price box on the right side of the product page. This applies whether you find that lower price on Newegg or at what Newegg judges as a major retailer, which includes Amazon, Best Buy, Walmart, Target, GameStop, and Sears. The product must be identical, and the match won’t apply to rebates, coupons, or price drops that are only available as part of a retailer’s membership or loyalty program.

You need to notify Newegg of the lower price within 14 days of purchase. You’ll then be issued a credit you can use on the Newegg website, though you’ll only have 90 days to do so. Newegg’s price-match guarantee is not valid during major holiday sales events, including Black Friday, Cyber Monday, and Green Monday.

You can request a price match against other Sam’s Club stores but not competitors. Note that this doesn’t apply to items on markdown or clearance.

Update, October 30th: Added a mention of Black Friday and adjusted the copy to reflect current retailer policies.

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