A comprehensive technical guide to building a VTEX marketplace, covering the two-sided architecture model, seller onboarding workflows (UI vs. API paths), offer suggestion lifecycle, autoApprove rule configuration, commission structures (percentage, fixed-fee, tiered, category overrides), split-payment mechanics, and fulfillmentSellerId behavior. Includes a comparison of VTEX vs. Mirakl vs. Marketplacer across key dimensions like TCO, split payments, and seller integration, plus a pre-build scoping checklist of six decisions that must be locked in before development starts.
Nguồn: https://www.netguru.com/blog/vtex-marketplace-architecture-guide. 8sync News chỉ tóm tắt và dẫn link; bản quyền nội dung thuộc tác giả và nguồn gốc.
Flipkart mở rộng dịch vụ giao hàng siêu tốc Minutes lên 1.000 trung tâm micro-fulfillment chỉ sau hai năm, dự kiến đạt 1.500 vào cuối 2026, với doanh số tăng 400% mỗi năm, mở rộng từ thực phẩm sang điện tử, mỹ phẩm. Amazon cũng đẩy mạnh Amazon Now tại 15+ thành phố với 500 trung tâm, nhắm tới 100 thành phố. Cả hai ghi nhận tăng trưởng mạnh ở các thành phố nhỏ, khi Flipkart phủ sóng 130+ thành phố và 70% thành viên Prime mới của Amazon đến từ thị trường nhỏ. Ấn Độ hiện có hơn 5.500 dark store, dự báo tăng lên 7.500 vào 2030.
Những chiến lược mở rộng nhanh chóng của Flipkart và Amazon về dịch vụ giao hàng nhanh ở Ấn Độ sẽ giúp lập trình viên hiểu rõ về mô hình kinh doanh và cách tối ưu hóa hệ thống giao hàng tự động, từ đó có thể ứng dụng vào các dự án công nghệ tương tự trong tương lai.
A practitioner-level comparison of VTEX B2B Suite, commercetools Business Units, and Spryker Quotation/Offer Management for enterprise B2B commerce deployments. Covers org hierarchy modeling, build-vs-buy matrix across six core capabilities (punchout, approval flows, contract pricing, quote-to-cash, catalog segmentation, ERP sync), TCO breakdown across GMV-based vs. API-usage vs. license pricing models, and realistic implementation timelines. VTEX suits mid-market teams needing fast go-live with native B2B structure; commercetools fits engineering-heavy enterprises with non-standard org models; Spryker leads on quote-to-cash and punchout depth but carries the steepest implementation curve and CPQ UX friction.
China has released draft amendments to its e-commerce law, proposing 20 provisions that expand regulatory oversight from platforms and merchants to all participants in the 'platform economy,' including AI shopping agents, logistics providers, and payment processors. The amendments also introduce 'countermeasures' to protect Chinese companies like Temu and Shein facing tariffs and fines in the US and EU. Domestically, the changes align with China's 15th Five-Year Plan and follow a 3.6 billion yuan fine against major tech firms. Internationally, the provisions signal Beijing's intent to use legal tools to support its platforms' overseas expansion and potentially shape global e-commerce norms. The draft is open for public consultation until August 4.
AI hallucinations in e-commerce chatbots are primarily retrieval problems, not prompt engineering failures. RAG (Retrieval-Augmented Generation) grounds LLM responses in verified catalog data by embedding product chunks into a vector database and injecting retrieved context before generation. Key failure modes include price, availability, attribute, and recommendation hallucinations — most caused by stale index data. A production RAG pipeline involves attribute-level chunking, bi-encoder embedding, HNSW vector indexing, ANN search with cross-encoder reranking, and context injection. Catalog freshness is enforced via PIM webhooks for event-driven re-indexing, TTL metadata filters, and hard-deletes on discontinuation. Production monitoring should track faithfulness, answer relevancy, context precision, and retrieval recall. The post draws on Netguru's open-source Chatguru chatbot as a real-world reference implementation.
Shopify's Customer Account API version 2026-10 removes the deprecated Customer.lastIncompleteCheckout field and the entire Checkout type subtree. The field previously returned null, so this is a cleanup of stale Checkout Classic schema. Developers must update any queries that reference lastIncompleteCheckout or nested Checkout fields before upgrading. There is no direct replacement in the Customer Account API — for active cart/checkout state use Storefront API cart flows, and for purchase history use Customer.orders.
Pick n Pay has launched an AI shopping assistant called Penny inside its asap! app, built on Google's Gemini models. Penny allows customers to build grocery baskets via voice, text, or photo — including snapping a handwritten shopping list or requesting a recipe and getting ingredient options. It handles re-orders, meal planning, and substitutions, but does not yet place orders autonomously. Retail executive Enrico Ferigolli explains why Gemini was chosen over other LLMs, how Penny integrates with the app's own search and order history rather than directly querying databases, and the roadmap for multilingual support including South African languages.
A major retailer running limited-edition hype drops faced aggressive scalper bot attacks that wiped inventory in seconds. Traffic analysis revealed ~70 IP addresses each firing 500+ requests in a 30-minute launch window, with ~1,100 high-volume clients accounting for a third of all traffic despite being just 1% of source IPs. Traditional defenses like IP blocklists, WAF rules, and rate limits fail because scalpers use residential proxy networks and well-formed requests. Effective defense requires behavioral intent analysis and business logic abuse detection to identify coordinated multi-session automation patterns rather than evaluating each request in isolation. Cequence's bot management blocked roughly 1 in 5 requests to the inventory-availability endpoint at peak without adding friction for legitimate shoppers.
WooMedia Matrix Pro is a WordPress plugin that bulk-converts media library attachments into WooCommerce products, eliminating manual one-by-one product creation. It maps media metadata to product fields, supports batch pricing and SKU configuration, and outputs native WooCommerce data. Pricing starts at $29.99 for a single-site lifetime license, up to $149.99 for unlimited sites. WP Mayor readers get 20% off the Agency Suite with code WPMAYOR20.