Latest industry insights, tutorials, best practices and case studies.
11 articles
How long does integration take? What if the legacy ERP has no API? How is historical data migrated? Who owns inconsistencies found after go-live? Six questions customers ask most before kickoff, answered with an engineering perspective.
Reconciliation done is not the finish line — the confirmed results must become receivables, receipts and GL vouchers in the ERP. Starting from reconciliation output, this tutorial covers account mapping, voucher templates, posting via Kingdee Cosmic / Yonyou APIs, and idempotency control.
How a leading FMCG company used an iPaaS platform to connect hundreds of distributors' order, inventory, and rebate data into one chain: from Excel emails to direct APIs, from monthly reconciliation to T+1 sell-through visibility.
Reverse cash flows from refunds, returns and exchanges are the most error-prone part of e-commerce reconciliation. This article maps the funds impact of the three aftersales forms, how platforms surface them in statements, and provides a reverse-reconciliation checklist.
The hard part of multi-platform reconciliation is not volume but model divergence. This article presents a three-layer statement model — raw layer, standard fact layer, reconciliation layer — with field specifications, an accounting-item dictionary and bridge-table lineage.
However good your real-time sync is, platform-side edits, lost messages and human errors cause long-term drift. Real reliability comes from a three-layer system: real-time sync + scheduled reconciliation + automated compensation. This article provides a deployable design.
Based on the Qeasy intelligent reconciliation platform running in production at a large-scale e-commerce company, this case study breaks down how the AI agent matrix — bill parsing, reconciliation scripting, expense allocation plus a general assistant — compresses monthly reconciliation from days to hours at the 100k-document scale.
The real value of automated reconciliation lies not in what matches, but in how fast discrepancies are resolved. This article presents a five-category classification, attribution paths, a closure loop and review mechanisms so every variance has a documented destination.
Three-way matching is the core method of e-commerce finance: business orders, cash receipts and issued invoices must corroborate each other. This article covers matching-key design, matching levels, tolerance rules and common failure scenarios.
Reading platform statements is the first step of reconciliation. Using JD POP, Douyin Shop, Pinduoduo and Amazon as examples, this article breaks down how gross merchandise, service fees, commissions, advertising and shipping insurance are composed and calculated, and recommends a unified field mapping.
E-commerce financial reconciliation has evolved through four stages: manual Excel checks, semi-automated scripts, iPaaS integration, and AI Agents. This article maps the capability boundaries of each stage and offers a decision framework for large-scale e-commerce businesses choosing an automation path.
