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    <title>DEV Community: BuyWhere</title>
    <description>The latest articles on DEV Community by BuyWhere (@buywhere).</description>
    <link>https://dev.to/buywhere</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3886988%2F99f6e7aa-c0f1-46bb-9ac9-03c18420276f.png</url>
      <title>DEV Community: BuyWhere</title>
      <link>https://dev.to/buywhere</link>
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    <language>en</language>
    <item>
      <title>Top 10 Electronics Deals in Singapore This Week (April 2026)</title>
      <dc:creator>BuyWhere</dc:creator>
      <pubDate>Tue, 21 Apr 2026 11:58:05 +0000</pubDate>
      <link>https://dev.to/buywhere/top-10-electronics-deals-in-singapore-this-week-april-2026-35ml</link>
      <guid>https://dev.to/buywhere/top-10-electronics-deals-in-singapore-this-week-april-2026-35ml</guid>
      <description>&lt;p&gt;Looking for the best electronics deals in Singapore right now? BuyWhere tracks listings across Lazada, Shopee, and Qoo10 in real time — here are the standout deals from this week's catalog.&lt;/p&gt;

&lt;p&gt;Note: Prices are sourced from BuyWhere's live catalog. Availability and pricing may change — click through to confirm before purchasing.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. Sony WH-1000XM5 Wireless Headphones — from SGD 329
&lt;/h2&gt;

&lt;p&gt;The gold standard for noise cancellation, now consistently under SGD 350. Multiple sellers on Lazada and Shopee have this at SGD 329–349 this week.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Commuters, remote workers, frequent fliers.&lt;/p&gt;

&lt;h2&gt;
  
  
  2. Xiaomi Redmi Note 13 Pro (256GB) — from SGD 299
&lt;/h2&gt;

&lt;p&gt;Strong mid-range performance at a hard-to-argue-with price. Available on Shopee and Lazada.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Budget-conscious buyers who do not want to compromise on storage.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. Dyson V12 Detect Slim — from SGD 649
&lt;/h2&gt;

&lt;p&gt;The V12 has been creeping down in price as Dyson pushes the V15 line. If you do not need the extra suction of the V15, the V12 at this price is a smart buy.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Apartments and HDB units up to 4-room.&lt;/p&gt;

&lt;h2&gt;
  
  
  4. Apple AirPods Pro (2nd gen) — from SGD 289
&lt;/h2&gt;

&lt;p&gt;Consistently on deal across Lazada and Qoo10. Watch for Shopee flash sales that have pushed these to SGD 269 on certain days.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; iPhone users who want the best wireless ANC earbuds.&lt;/p&gt;

&lt;h2&gt;
  
  
  5. Asus ZenBook 14 OLED (Intel Core Ultra 5) — from SGD 1,149
&lt;/h2&gt;

&lt;p&gt;The OLED display on this machine is exceptional. Under SGD 1,200 for a compact OLED laptop with a current-gen processor is a legitimate deal.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Students, writers, anyone who stares at a screen all day.&lt;/p&gt;

&lt;h2&gt;
  
  
  6. Samsung 55" Crystal UHD 4K TV — from SGD 699
&lt;/h2&gt;

&lt;p&gt;Large-format TVs have been a consistent deal category in 2026. Samsung's Crystal UHD line at this price is a reasonable upgrade.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; HDB living rooms, bedroom setups.&lt;/p&gt;

&lt;h2&gt;
  
  
  7. Logitech MX Master 3S Mouse — from SGD 99
&lt;/h2&gt;

&lt;p&gt;Down from the usual SGD 119–129. The best productivity mouse available and one of the few peripherals where the premium is clearly justified.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Power users, developers, designers.&lt;/p&gt;

&lt;h2&gt;
  
  
  8. GoPro HERO12 Black — from SGD 449
&lt;/h2&gt;

&lt;p&gt;The HERO12 has been replaced by the HERO13, which means the HERO12 is now at a discount. For most users, the HERO12 is more than capable.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Travel, sports, creators.&lt;/p&gt;

&lt;h2&gt;
  
  
  9. Anker 737 Power Bank (24,000 mAh) — from SGD 89
&lt;/h2&gt;

&lt;p&gt;Fast charging, high capacity, airline-compliant. Anker's powerbanks are reliable and this model is particularly well-reviewed.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Heavy phone users, travellers, remote workers.&lt;/p&gt;

&lt;h2&gt;
  
  
  10. Kindle Paperwhite (16GB) — from SGD 209
&lt;/h2&gt;

&lt;p&gt;The Paperwhite has been hovering around SGD 199–219 for months. If you have been on the fence about an e-reader, this is a good entry point.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Commuters, avid readers.&lt;/p&gt;

&lt;h2&gt;
  
  
  How BuyWhere finds these deals
&lt;/h2&gt;

&lt;p&gt;BuyWhere crawls Lazada, Shopee, Qoo10, and other Singapore merchant platforms continuously. Our API surfaces current prices, availability, and direct purchase links.&lt;/p&gt;

&lt;p&gt;If you are a developer building a shopping agent, deal finder, or price comparison tool, get free API access at &lt;a href="https://buywhere.io/developers" rel="noopener noreferrer"&gt;https://buywhere.io/developers&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;We will update this post weekly as catalog data refreshes.&lt;/p&gt;

&lt;p&gt;Prices sourced from BuyWhere's live Singapore merchant catalog. Last updated: April 2026.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>ecommerce</category>
      <category>singapore</category>
      <category>deals</category>
    </item>
    <item>
      <title>BuyWhere vs Building Your Own Scraper — What AI Developers Need to Know</title>
      <dc:creator>BuyWhere</dc:creator>
      <pubDate>Tue, 21 Apr 2026 11:57:30 +0000</pubDate>
      <link>https://dev.to/buywhere/buywhere-vs-building-your-own-scraper-what-ai-developers-need-to-know-3d7</link>
      <guid>https://dev.to/buywhere/buywhere-vs-building-your-own-scraper-what-ai-developers-need-to-know-3d7</guid>
      <description>&lt;p&gt;If you are building an AI agent that needs Singapore product data, you have two choices: scrape it yourself, or use BuyWhere. Here is an honest comparison.&lt;/p&gt;

&lt;h2&gt;
  
  
  What scraping looks like in practice
&lt;/h2&gt;

&lt;p&gt;Building a scraper for Shopee, Lazada, or Amazon SG sounds straightforward. It is not.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Week 1: The first scraper works.&lt;/strong&gt;&lt;br&gt;
You write a Python script using Playwright. It pulls product titles, prices, and URLs. You feel good.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Week 2: It breaks.&lt;/strong&gt;&lt;br&gt;
Shopee added a new anti-bot layer. CAPTCHAs block your requests. You add browser fingerprinting rotation. It sort of works.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Week 3: Lazada restructures its HTML.&lt;/strong&gt;&lt;br&gt;
Your CSS selectors no longer match. You update them. It works again.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Month 2: You have scrapers for 3 platforms.&lt;/strong&gt;&lt;br&gt;
Each requires a different approach. Maintaining all three is a part-time job. Your main agent project has not moved. And you still have 47+ merchants you are not covering.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Month 3: You are hiring a scraping engineer.&lt;/strong&gt;&lt;br&gt;
Or you are just using stale, cached data and hoping no one notices.&lt;/p&gt;

&lt;p&gt;This is the reality of DIY catalog scraping. It is not an engineering problem you solve once — it is an operational problem you solve continuously.&lt;/p&gt;

&lt;h2&gt;
  
  
  What BuyWhere gives you instead
&lt;/h2&gt;

&lt;p&gt;BuyWhere is a single API that covers 50+ Singapore merchants with 1,000,000+ product listings. You send a search query, you get structured product listings back. No scraping, no maintenance, no anti-bot arms race.&lt;/p&gt;

&lt;p&gt;GET &lt;a href="https://api.buywhere.io/v1/products/search?q=Sony+WH-1000XM5&amp;amp;currency=SGD" rel="noopener noreferrer"&gt;https://api.buywhere.io/v1/products/search?q=Sony+WH-1000XM5&amp;amp;currency=SGD&lt;/a&gt;&lt;br&gt;
 Authorization: Bearer your-api-key&lt;/p&gt;

&lt;p&gt;# Returns:&lt;br&gt;
 {&lt;br&gt;
   "results": [&lt;br&gt;
     {&lt;br&gt;
       "title": "Sony WH-1000XM5 Wireless Headphones",&lt;br&gt;
       "price": 329.00,&lt;br&gt;
       "currency": "SGD",&lt;br&gt;
       "merchant": "lazada",&lt;br&gt;
       "url": "&lt;a href="https://lazada.sg/.." rel="noopener noreferrer"&gt;https://lazada.sg/..&lt;/a&gt;.",&lt;br&gt;
       "availability": "in_stock",&lt;br&gt;
       "updated_at": "2026-04-15T08:32:00Z"&lt;br&gt;
     }&lt;br&gt;
   ]&lt;br&gt;
 }&lt;/p&gt;

&lt;p&gt;Or use the MCP server for native AI agent integration:&lt;/p&gt;

&lt;p&gt;npm install &lt;a class="mentioned-user" href="https://dev.to/buywhere"&gt;@buywhere&lt;/a&gt;/mcp-server&lt;/p&gt;

&lt;p&gt;7 production tools: search_products, compare_prices, get_deals, find_deals, get_product, browse_categories, get_category_products.&lt;/p&gt;

&lt;h2&gt;
  
  
  The real cost comparison
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Factor&lt;/th&gt;
&lt;th&gt;DIY Scraping&lt;/th&gt;
&lt;th&gt;BuyWhere API&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Setup time&lt;/td&gt;
&lt;td&gt;2–4 weeks per merchant&lt;/td&gt;
&lt;td&gt;3 minutes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Merchants covered&lt;/td&gt;
&lt;td&gt;What you build&lt;/td&gt;
&lt;td&gt;50+&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Product listings&lt;/td&gt;
&lt;td&gt;What you scrape&lt;/td&gt;
&lt;td&gt;1,000,000+&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Ongoing maintenance&lt;/td&gt;
&lt;td&gt;5–10 hrs/month per merchant&lt;/td&gt;
&lt;td&gt;Zero&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Data freshness&lt;/td&gt;
&lt;td&gt;As good as your cron job&lt;/td&gt;
&lt;td&gt;Continuously updated&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Anti-bot failures&lt;/td&gt;
&lt;td&gt;Frequent, unpredictable&lt;/td&gt;
&lt;td&gt;Not your problem&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;MCP support&lt;/td&gt;
&lt;td&gt;Build your own&lt;/td&gt;
&lt;td&gt;Native (7 tools)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Cost&lt;/td&gt;
&lt;td&gt;Engineering time + infra&lt;/td&gt;
&lt;td&gt;Free beta&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;For a solo developer or small team, the opportunity cost of scraping infrastructure is the main project not getting built.&lt;/p&gt;

&lt;h2&gt;
  
  
  When to consider DIY
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;You need a market we do not cover yet (Singapore-first, expanding to SEA)&lt;/li&gt;
&lt;li&gt;You need product attributes we do not expose (detailed spec sheets — coming soon)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;For everything else — shopping agents, price alert tools, deal finders, procurement assistants — BuyWhere is the faster path.&lt;/p&gt;

&lt;h2&gt;
  
  
  Get started
&lt;/h2&gt;

&lt;p&gt;Free tier: 100 requests/minute, no credit card required.&lt;/p&gt;

&lt;p&gt;Get your API key at &lt;a href="https://buywhere.io/signup" rel="noopener noreferrer"&gt;https://buywhere.io/signup&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Questions? Join the Discord or open an issue on GitHub.&lt;/p&gt;

&lt;p&gt;BuyWhere is the definitive product catalog API for AI agents. 1M+ products, 50+ Singapore merchants, real-time pricing, MCP native. &lt;a href="https://buywhere.io" rel="noopener noreferrer"&gt;https://buywhere.io&lt;/a&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>api</category>
      <category>python</category>
      <category>ecommerce</category>
    </item>
    <item>
      <title>Singapore E-Commerce for AI Agents: What BuyWhere Indexes</title>
      <dc:creator>BuyWhere</dc:creator>
      <pubDate>Tue, 21 Apr 2026 11:51:08 +0000</pubDate>
      <link>https://dev.to/buywhere/singapore-e-commerce-for-ai-agents-what-buywhere-indexes-ogc</link>
      <guid>https://dev.to/buywhere/singapore-e-commerce-for-ai-agents-what-buywhere-indexes-ogc</guid>
      <description>&lt;p&gt;Singapore has one of the most competitive online retail markets in Southeast Asia. Multiple major platforms operate here, prices fluctuate constantly, and consumers have high expectations for availability and speed. For AI agents trying to answer questions like "where should I buy this?" or "is this the best price?", having accurate Singapore product data is essential.&lt;/p&gt;

&lt;p&gt;This post explains what BuyWhere indexes, how we keep it fresh, and what an AI agent can do with it.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Singapore e-commerce landscape
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Lazada Singapore&lt;/strong&gt;&lt;br&gt;
One of the largest platforms in SEA, covering electronics, fashion, home goods, and FMCG. Both marketplace (third-party sellers) and LazMall direct retail.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Shopee Singapore&lt;/strong&gt;&lt;br&gt;
The dominant mobile commerce platform. Known for flash deals, platform-wide vouchers, and a large base of local and cross-border sellers. Listings update frequently, especially during sales.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Qoo10 Singapore&lt;/strong&gt;&lt;br&gt;
Deep penetration in Korean beauty, electronics accessories, and daily necessities. Price-sensitive buyer base, frequent category promotions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Other merchants&lt;/strong&gt;&lt;br&gt;
BuyWhere also indexes selected direct merchant sites, including electronics retailers. Coverage is growing.&lt;/p&gt;

&lt;h2&gt;
  
  
  What BuyWhere crawls
&lt;/h2&gt;

&lt;p&gt;For each platform, BuyWhere maintains a rolling catalog of:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;title, price (SGD), merchant, url, availability (in_stock/limited/out_of_stock), category, updated_at, rating, review_count&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;We do &lt;strong&gt;not&lt;/strong&gt; currently index detailed product specifications or historical price data.&lt;/p&gt;

&lt;h2&gt;
  
  
  How freshness works
&lt;/h2&gt;

&lt;p&gt;Static price data is dangerous. A catalog updated once a week will show prices that may be 30% off from reality — especially during platform-wide sales.&lt;/p&gt;

&lt;p&gt;BuyWhere crawls continuously. High-velocity categories (electronics, phones, laptops) are refreshed more frequently. The updated_at field on each listing tells you exactly how stale the data is.&lt;/p&gt;

&lt;h2&gt;
  
  
  What AI agents can build with this
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Price comparison assistants&lt;/strong&gt; — search across all three major platforms in a single query&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Deal alert agents&lt;/strong&gt; — watch a specific product and notify when price drops below a threshold&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Budget shopping agents&lt;/strong&gt; — find the best option within a price ceiling&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Gift recommenders&lt;/strong&gt; — surface in-stock options matching a description and budget&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Procurement tools&lt;/strong&gt; — for SMBs sourcing supplies across platforms&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;All require accurate, fresh, structured Singapore product data. BuyWhere provides that foundation.&lt;/p&gt;

&lt;h2&gt;
  
  
  Coverage gaps
&lt;/h2&gt;

&lt;p&gt;BuyWhere is in beta. Current gaps:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;No historical pricing — coming later this year&lt;/li&gt;
&lt;li&gt;Limited spec-level data — title and price only for now&lt;/li&gt;
&lt;li&gt;Growing merchant coverage based on developer demand&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If your use case requires coverage we do not have, tell us at &lt;a href="https://buywhere.io/feedback" rel="noopener noreferrer"&gt;https://buywhere.io/feedback&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Get started
&lt;/h2&gt;

&lt;p&gt;Developer docs and free API key: &lt;a href="https://buywhere.io/developers" rel="noopener noreferrer"&gt;https://buywhere.io/developers&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Free tier: 1,000 queries/month. No credit card required.&lt;/p&gt;

&lt;p&gt;BuyWhere indexes Singapore e-commerce listings so AI agents can access accurate, up-to-date product data without scraping.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>ecommerce</category>
      <category>singapore</category>
      <category>api</category>
    </item>
    <item>
      <title>How AI Agents Can Find the Cheapest Products in Singapore</title>
      <dc:creator>BuyWhere</dc:creator>
      <pubDate>Tue, 21 Apr 2026 11:50:53 +0000</pubDate>
      <link>https://dev.to/buywhere/how-ai-agents-can-find-the-cheapest-products-in-singapore-2pgc</link>
      <guid>https://dev.to/buywhere/how-ai-agents-can-find-the-cheapest-products-in-singapore-2pgc</guid>
      <description>&lt;p&gt;Singapore shoppers are well-trained comparison buyers. Before buying a laptop, a phone, or even a kitchen appliance, most will check Lazada, Shopee, and Qoo10 — often in parallel tabs. It works, but it is slow and manual.&lt;/p&gt;

&lt;p&gt;AI shopping agents are changing this. Instead of opening five tabs, you ask once. The agent searches, compares, and gives you the best option with a direct link to buy.&lt;/p&gt;

&lt;h2&gt;
  
  
  The problem with single-platform search
&lt;/h2&gt;

&lt;p&gt;Most AI assistants are connected to one data source. Ask a generic chatbot "where can I buy a Dyson V15 cheapest in Singapore?" and you might get:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;An outdated answer from the model's training data&lt;/li&gt;
&lt;li&gt;A Lazada-only result (if the assistant has a Lazada integration)&lt;/li&gt;
&lt;li&gt;A generic answer with no live pricing&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;None of these are useful for actual purchasing decisions. Price changes daily. Stock runs out. Flash sales appear and disappear in hours.&lt;/p&gt;

&lt;h2&gt;
  
  
  What AI agents do differently
&lt;/h2&gt;

&lt;p&gt;A properly built AI shopping agent does not guess. It queries live data, compares it, and reasons over it:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Real-time search&lt;/strong&gt; across Lazada, Shopee, Qoo10, and other Singapore merchants&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Price normalisation&lt;/strong&gt; — accounting for shipping, vouchers, and bundle pricing&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Availability filtering&lt;/strong&gt; — only returning in-stock items&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Plain-language summary&lt;/strong&gt; — explaining the spread and recommending the best option&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;The BuyWhere API makes step 1 and 2 possible without an agent developer needing to scrape or integrate with each platform individually.&lt;/p&gt;

&lt;h2&gt;
  
  
  Example: Finding the cheapest air purifier in Singapore
&lt;/h2&gt;

&lt;p&gt;Here is what a BuyWhere-powered agent session looks like:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;You:&lt;/strong&gt; I need an air purifier for a 40sqm room, under SGD 250.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Agent:&lt;/strong&gt; I found 8 matching listings across Lazada, Shopee, and Qoo10. The best option in your budget is the Xiaomi Air Purifier 4 at SGD 189 on Shopee (free shipping, in stock, last updated 2 hours ago). The Levoit Core 300 is available at SGD 229 on Lazada — slightly better for sensitive households but above your ceiling. Want me to set a price alert if the Levoit drops?&lt;/p&gt;

&lt;p&gt;That answer required querying structured catalog data, filtering by specs and availability, ranking by value, and surfacing a follow-up action. BuyWhere handles the catalog layer; the LLM handles the reasoning.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Singapore is ahead
&lt;/h2&gt;

&lt;p&gt;Singapore has a small, dense, digitally mature e-commerce market — ideal for AI-powered shopping tools:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Merchants update listings frequently (sometimes hourly for flash deals)&lt;/li&gt;
&lt;li&gt;Consumers are price-sensitive and research-driven&lt;/li&gt;
&lt;li&gt;The developer ecosystem is strong enough to build and adopt API-first tools quickly&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;BuyWhere indexes Singapore merchants continuously, meaning agents built on our API give answers grounded in what is actually available to buy, right now.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try it yourself
&lt;/h2&gt;

&lt;p&gt;BuyWhere is in beta. Developers can sign up for free API access at &lt;a href="https://buywhere.io/developers" rel="noopener noreferrer"&gt;https://buywhere.io/developers&lt;/a&gt;. The free tier covers 1,000 queries/month — enough to build and test a shopping agent.&lt;/p&gt;

&lt;p&gt;BuyWhere indexes Singapore merchant listings in real time so AI agents can give shoppers accurate, live price comparisons.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>api</category>
      <category>ecommerce</category>
      <category>singapore</category>
    </item>
    <item>
      <title>The Case for a Neutral Product Catalog API in SEA</title>
      <dc:creator>BuyWhere</dc:creator>
      <pubDate>Tue, 21 Apr 2026 09:08:09 +0000</pubDate>
      <link>https://dev.to/buywhere/the-case-for-a-neutral-product-catalog-api-in-sea-4i8f</link>
      <guid>https://dev.to/buywhere/the-case-for-a-neutral-product-catalog-api-in-sea-4i8f</guid>
      <description>&lt;h1&gt;
  
  
  The Case for a Neutral Product Catalog API in Southeast Asia
&lt;/h1&gt;

&lt;p&gt;&lt;em&gt;Target audience: Founders, VCs, product leaders | UTM: utm_source=blog&amp;amp;utm_medium=content&amp;amp;utm_campaign=founder-post-2&lt;/em&gt;&lt;/p&gt;




&lt;p&gt;Every e-commerce platform in Southeast Asia wants to be the definitive product catalog. Lazada, Shopee, Tokopedia, and Qoo10 each hold fragments of the truth — their own listings, their own pricing, their own inventory data. None of them have an incentive to make that data accessible to developers building on top of the ecosystem.&lt;/p&gt;

&lt;p&gt;This is the infrastructure gap BuyWhere was built to fill.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why neutrality matters
&lt;/h2&gt;

&lt;p&gt;When a product catalog is owned by a marketplace, every API decision reflects that marketplace commercial interests:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Lazada API&lt;/strong&gt; shows Lazada listings. It will not surface the Shopee listing that is 15% cheaper.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Shopee API&lt;/strong&gt; prioritises sponsored placements. The organic cheapest result may not rank first.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Google Shopping&lt;/strong&gt; is geo-limited, ad-funded, and missing large swaths of SEA merchant inventory.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;For an AI agent that is supposed to act in the user interest — find the best price, flag availability issues, compare specs — a biased catalog is a liability. The agent recommendations are only as trustworthy as the data underneath them.&lt;/p&gt;

&lt;p&gt;A neutral catalog has one job: reflect reality accurately, regardless of who is selling.&lt;/p&gt;

&lt;h2&gt;
  
  
  The SEA-specific opportunity
&lt;/h2&gt;

&lt;p&gt;Southeast Asia is a structurally interesting market for this kind of infrastructure:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Fragmented merchant landscape.&lt;/strong&gt; No single dominant platform. Users routinely check 3–4 apps before buying. An agent that checks one platform gives partial answers.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;High mobile-first, price-sensitive behaviour.&lt;/strong&gt; SEA consumers are experienced comparison shoppers. They want the cheapest option in the fewest taps. AI agents that can automate this are genuinely useful.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Rapid AI adoption among developers.&lt;/strong&gt; Singapore, in particular, has a dense developer community that is early on AI agent tooling. The API-first developer culture here is ready for this abstraction.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;No existing neutral catalog API.&lt;/strong&gt; We checked. There is no equivalent to what BuyWhere is building for the SEA market.&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  What a neutral API enables
&lt;/h2&gt;

&lt;p&gt;When developers can access a unified, neutral product catalog, the applications compound:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Price alert agents&lt;/strong&gt; that watch an item across all merchants and notify when it drops&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Gifting agents&lt;/strong&gt; that find the best deal on a specific item for a specific budget&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Procurement tools&lt;/strong&gt; for SMBs sourcing office equipment or supplies across platforms&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Voice assistants&lt;/strong&gt; that answer "where is the cheapest iPhone 16 in Singapore right now?"&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Analytics products&lt;/strong&gt; that track category price trends over time&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;None of these are possible with a single-marketplace API. All of them become relatively straightforward with a clean, well-maintained neutral catalog.&lt;/p&gt;

&lt;h2&gt;
  
  
  The infrastructure play
&lt;/h2&gt;

&lt;p&gt;BuyWhere is not trying to be a consumer product. We are infrastructure — the same way Stripe is not a bank, and Twilio is not a telco. We sit between the fragmented SEA merchant ecosystem and the developers building the next generation of AI-powered commerce applications.&lt;/p&gt;

&lt;p&gt;The bet is simple: as AI agents become the primary way people interact with e-commerce, the developers building those agents will need reliable, structured product data. BuyWhere is building that layer now, while the agent ecosystem is still forming.&lt;/p&gt;

&lt;p&gt;For investors and founders tracking this space: the neutral catalog layer is the obvious missing piece. We are building it.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;BuyWhere is the product catalog API for AI agents in Southeast Asia. Beta access is open at &lt;a href="https://buywhere.io" rel="noopener noreferrer"&gt;buywhere.io&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>api</category>
      <category>data</category>
      <category>product</category>
      <category>startup</category>
    </item>
    <item>
      <title>Build a Price Comparison Agent with BuyWhere API</title>
      <dc:creator>BuyWhere</dc:creator>
      <pubDate>Tue, 21 Apr 2026 09:07:53 +0000</pubDate>
      <link>https://dev.to/buywhere/build-a-price-comparison-agent-with-buywhere-api-5djl</link>
      <guid>https://dev.to/buywhere/build-a-price-comparison-agent-with-buywhere-api-5djl</guid>
      <description>&lt;h1&gt;
  
  
  Build a Price Comparison Agent with BuyWhere API
&lt;/h1&gt;

&lt;p&gt;&lt;em&gt;Target audience: AI agent developers | UTM: utm_source=blog&amp;amp;utm_medium=content&amp;amp;utm_campaign=dev-post-1&lt;/em&gt;&lt;/p&gt;




&lt;p&gt;Price comparison is one of the most requested capabilities in AI shopping assistants — and one of the hardest to build reliably. Web scraping breaks, retailer APIs are gated or nonexistent, and maintaining freshness across dozens of merchants is a full-time engineering job.&lt;/p&gt;

&lt;p&gt;BuyWhere solves this. We maintain a real-time product catalog covering 50+ Singapore merchants — Shopee, Lazada, Amazon SG, Courts, Challenger, Harvey Norman, and more — with over 1,000,000 active listings. Accessible through a single REST API or natively via MCP (Model Context Protocol). In this post, I will walk you through building a minimal price comparison agent in two ways: REST API with Python, and MCP with Claude.&lt;/p&gt;

&lt;h2&gt;
  
  
  What you will build
&lt;/h2&gt;

&lt;p&gt;A price comparison agent that:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Accepts a product query in natural language (e.g. "Sony WH-1000XM5 headphones")&lt;/li&gt;
&lt;li&gt;Searches BuyWhere for matching listings across all 50+ indexed merchants&lt;/li&gt;
&lt;li&gt;Returns the top 5 results sorted by price with source links&lt;/li&gt;
&lt;li&gt;Explains the price spread in plain English&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Option A: REST API with Python
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Prerequisites
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Python 3.10+&lt;/li&gt;
&lt;li&gt;A BuyWhere API key (free at &lt;a href="https://buywhere.io/signup" rel="noopener noreferrer"&gt;buywhere.io/signup&lt;/a&gt;)&lt;/li&gt;
&lt;li&gt;An Anthropic API key (or any LLM provider)&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Step 1: Install dependencies
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip &lt;span class="nb"&gt;install &lt;/span&gt;anthropic httpx
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Step 2: Search the BuyWhere catalog
&lt;/h3&gt;

&lt;p&gt;BuyWhere exposes a &lt;code&gt;/products/search&lt;/code&gt; endpoint that accepts a natural language query and returns structured product listings:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;httpx&lt;/span&gt;

&lt;span class="n"&gt;BUYWHERE_API_KEY&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;your-api-key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;BASE_URL&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://api.buywhere.io/v1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;search_products&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;limit&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;int&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;list&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nb"&gt;dict&lt;/span&gt;&lt;span class="p"&gt;]:&lt;/span&gt;
    &lt;span class="n"&gt;resp&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;httpx&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;BASE_URL&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/products/search&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;params&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;q&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;limit&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;limit&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;currency&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;SGD&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;
        &lt;span class="n"&gt;headers&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Authorization&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Bearer &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;BUYWHERE_API_KEY&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;resp&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;raise_for_status&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;resp&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;()[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;results&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Each result includes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;code&gt;title&lt;/code&gt; — product name as listed by the merchant&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;price&lt;/code&gt; — current price in SGD (or your chosen currency)&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;merchant&lt;/code&gt; — e.g. &lt;code&gt;shopee&lt;/code&gt;, &lt;code&gt;lazada&lt;/code&gt;, &lt;code&gt;amazon_sg&lt;/code&gt;, &lt;code&gt;courts&lt;/code&gt;, &lt;code&gt;challenger&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;url&lt;/code&gt; — direct product page link&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;updated_at&lt;/code&gt; — when this listing was last refreshed&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;availability&lt;/code&gt; — &lt;code&gt;in_stock&lt;/code&gt;, &lt;code&gt;limited&lt;/code&gt;, &lt;code&gt;out_of_stock&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;code&gt;rating&lt;/code&gt; — merchant rating where available&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Step 3: Build the agent loop
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;anthropic&lt;/span&gt;
&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;anthropic&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nc"&gt;Anthropic&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;compare_prices&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;user_query&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="c1"&gt;# 1. Fetch listings from BuyWhere
&lt;/span&gt;    &lt;span class="n"&gt;listings&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;search_products&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;user_query&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;limit&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;10&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;in_stock&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="n"&gt;l&lt;/span&gt; &lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;l&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;listings&lt;/span&gt; &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;l&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;availability&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;in_stock&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;
    &lt;span class="n"&gt;sorted_listings&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;sorted&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;in_stock&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="k"&gt;lambda&lt;/span&gt; &lt;span class="n"&gt;x&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;x&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;price&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;])[:&lt;/span&gt;&lt;span class="mi"&gt;5&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;

    &lt;span class="c1"&gt;# 2. Format for the LLM
&lt;/span&gt;    &lt;span class="n"&gt;context&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;dumps&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;sorted_listings&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;indent&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;2&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

    &lt;span class="c1"&gt;# 3. Ask the LLM to summarise
&lt;/span&gt;    &lt;span class="n"&gt;message&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;claude-sonnet-4-6&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;max_tokens&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;512&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;
            &lt;span class="p"&gt;{&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
                &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;You are a shopping assistant for Singapore. Here are the top in-stock results for &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;user_query&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;:

&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;context&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;

Summarise the price range, highlight the cheapest option, and note any meaningful price spread. Keep it under 100 words.&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="p"&gt;}&lt;/span&gt;
        &lt;span class="p"&gt;],&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;text&lt;/span&gt;

&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;__name__&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;__main__&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;query&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;input&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;What are you looking for? &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;compare_prices&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;query&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Example output
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;What are you looking for? Sony WH-1000XM5 headphones

The Sony WH-1000XM5 is available from SGD 329–399 across 6 merchants.
The cheapest is currently on Lazada at SGD 329 (free shipping). Shopee
has the same unit at SGD 349 with a voucher that could bring it to
SGD 319. Courts lists at SGD 369, Harvey Norman at SGD 379. Challenger
has a bundle at SGD 399 including a carrying case. Skip the higher-
priced listings unless you need the extras.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Option B: MCP with Claude (zero code)
&lt;/h2&gt;

&lt;p&gt;If you use Claude Desktop or any MCP-compatible client, you can skip the code entirely. BuyWhere ships a production-ready MCP server with 7 tools.&lt;/p&gt;

&lt;h3&gt;
  
  
  Step 1: Install the MCP server
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;npm &lt;span class="nb"&gt;install&lt;/span&gt; @buywhere/mcp-server
&lt;span class="c"&gt;# or&lt;/span&gt;
pip &lt;span class="nb"&gt;install &lt;/span&gt;buywhere-mcp
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Step 2: Add to Claude Desktop config
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mcpServers"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"buywhere"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"command"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"npx"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"args"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"@buywhere/mcp-server"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"env"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="nl"&gt;"BUYWHERE_API_KEY"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"your-api-key"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Step 3: Ask Claude
&lt;/h3&gt;

&lt;p&gt;Once connected, Claude can use BuyWhere tools directly:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;You:&lt;/strong&gt; Find me the cheapest Sony WH-1000XM5 in Singapore&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Claude:&lt;/strong&gt; &lt;em&gt;[calls &lt;code&gt;search_products&lt;/code&gt; then &lt;code&gt;compare_prices&lt;/code&gt;]&lt;/em&gt;&lt;br&gt;
The cheapest Sony WH-1000XM5 is SGD 329 on Lazada. Here is the full comparison across 6 merchants...&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;The MCP server exposes 7 tools: &lt;code&gt;search_products&lt;/code&gt;, &lt;code&gt;compare_prices&lt;/code&gt;, &lt;code&gt;get_deals&lt;/code&gt;, &lt;code&gt;find_deals&lt;/code&gt;, &lt;code&gt;get_product&lt;/code&gt;, &lt;code&gt;browse_categories&lt;/code&gt;, and &lt;code&gt;get_category_products&lt;/code&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  What just happened
&lt;/h2&gt;

&lt;p&gt;In under 50 lines of Python (or zero lines with MCP), you built a working price comparison agent grounded in real Singapore merchant data from 50+ stores. No scraping, no rate limiting, no maintenance. BuyWhere handles catalog freshness — your agent focuses on the reasoning layer.&lt;/p&gt;

&lt;h2&gt;
  
  
  Next steps
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Add &lt;a href="https://buywhere.io/docs/tool-use" rel="noopener noreferrer"&gt;Claude tool use&lt;/a&gt; for structured API access in your agent&lt;/li&gt;
&lt;li&gt;Build a Telegram or Slack bot for real-time shopping queries&lt;/li&gt;
&lt;li&gt;Try the MCP server with other compatible clients (ChatGPT, etc.)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Get your free API key at &lt;a href="https://buywhere.io/signup" rel="noopener noreferrer"&gt;buywhere.io/signup&lt;/a&gt;. The free tier includes 100 requests/minute — enough to ship your first agent.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;BuyWhere is the definitive product catalog API for AI agents. 1M+ products, 50+ Singapore merchants, real-time pricing. &lt;a href="https://buywhere.io" rel="noopener noreferrer"&gt;buywhere.io&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

</description>
      <category>agents</category>
      <category>ai</category>
      <category>api</category>
      <category>mcp</category>
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