记 Ecommerce Agent Notes

Ecommerce Agent Notes

Practical notes on using agents in ecommerce work.

This site collects personal observations on turning advertising, aftersales messages, content, and routine store tasks into agent-assisted workflows that can be reviewed step by step.

Read scenarios Study path
01

Context before action

Before asking an agent to act, first write down the platform, country, store, marketplace, currency, and permission scope.

02

Repeatable loop

A useful ecommerce agent flow usually follows diagnosis, plan, simulation, confirmation, execution, and record keeping.

03

Commerce Playbooks

Advertising, aftersales, content, inventory, and promotion tasks are easier to use when they are written as small playbooks.

04

Approval & Control

High-impact changes should keep risk checks, human approval, receipts, and rollback context visible.

Active task

Sponsored Products / Spring Patio Set

Amazon · United States · US-Store-A · Amazon.com · USD

优化 US-Store-A 的 Sponsored Products「Spring Patio Set」广告活动，把 ACOS 控制到 28% 以下，同时不要明显压低订单量。

Agent

收到。我会先锁定目标 Campaign，再读取近 7 天 Campaign、Keyword、Search Term 和预算 pacing 数据，先诊断再给出可确认方案。

Amazon Ads read tools Preparing read tools
amazon_ads.list_campaigns running
amazon_ads.get_campaign_metrics queued
amazon_ads.get_search_terms queued
amazon_ads.get_budget_pacing queued
Agent

诊断完成：Exact Match 的转化稳定但预算提前耗尽；Broad Match 浪费搜索词偏多；两个低转化词继续消耗预算。

Exact Match ACOS 24.8%，17:00 后预算不足
Broad Match ACOS 41.6%，无效搜索词占 18%
Weak keywords 高花费低订单，需要下调出价
Agent

建议把预算从低效流量转向高意图词。下面是准备提交给你的变更清单，确认前不会写入 Amazon Ads。

Budget Spring Patio Set - Exact: $420 -> $520/day 避免高转化 Campaign 提前断量
Bids 12 个关键词重新出价 提升 4 个高转化词，降低 8 个高 ACOS 词
Terms 新增 1 个 exact，屏蔽 2 个 phrase 收割 weatherproof patio set，屏蔽 free plans / replacement parts
Agent

请确认是否按以上方案执行。回复 OK 后，我会调用 Amazon Ads 写接口并保留回滚记录。

OK

Agent

收到确认。我将按方案调用 Amazon Ads 写接口，执行前后都会写入审计日志，并保留回滚记录。

Amazon Ads write tools Waiting for approval
amazon_ads.update_campaign_budget waiting confirm
amazon_ads.update_keyword_bids waiting confirm
amazon_ads.create_negative_keywords waiting confirm
Agent

执行完成：已更新 1 个 Campaign 预算、12 个关键词出价，并新增 2 个 negative phrase。回滚记录已写入审计日志。

Projected ACOS 27.6% Rollback Ready
Guarded adjustment plan Waiting for data
01
扩大高意图 Campaign 预算

Exact Match 转化稳定，但下午后预算不足，导致高质量流量断供。

$420 -> $520
02
按搜索词质量重排出价

提升高转化词，降低高花费低订单词，减少 Broad Match 浪费。

12 keywords
03
收割与屏蔽搜索词

新增一个 exact keyword，同时创建两个 negative phrase keywords。

3 actions
Projected ACOS Pending
Spend shift Pending
Approval Required
Amazon Ads execution Waiting
Budget updates0
Bid updates0
Negatives0
Projected ACOS--

Practice framework

Three layers for reviewing ecommerce agent work.

1. Store Context

Make the operating scope explicit

The notes start with platform, country, store, marketplace, currency, role, permission, and data scope before discussing any action.

  • Multi-platform, country, and store scope
  • Ad account and API authorization awareness
  • Role-based access and policy gates

2. Workflow Layer

From seller intent to checklist

Advertising, aftersales, content, and promotion tasks work better when prompts are grounded in clear checklists instead of loose conversations.

  • Advertising SOPs as reusable playbooks
  • Aftersales messages and return workflows
  • Content generation with review steps

3. Review Layer

Act only after review

High-impact store changes should pass through confirmation, risk review, tool execution, and written records before being treated as done.

  • Budget and ACOS guardrails
  • Execution notes and rollback clues
  • Records for every tool invocation

Reading order

Start with ads, then move into everyday store operations.

Note 1 / Advertising Collected
  • ACOS-focused ad optimization
  • Budget management and pacing
  • Search term mining and negatives
  • Risk control and audit receipts
Note 2 / Aftersales Messages Drafting
  • Buyer message triage
  • Ticket and return automation
  • Reply drafting with knowledge support
  • Quality and SLA monitoring
Note 3 / Content & Image Drafting
  • Listing content generation
  • A+ content and creative variants
  • Image generation and editing
  • Batch generation and publish flows
Note 4 / More Commerce Platforms Later notes
  • Amazon, Shopify, TikTok Shop, Taobao, JD, Pinduoduo, and Douyin Ecommerce
  • Traffic, promotion, and shopping festival operations
  • Product, order, inventory, and refund workflows
  • Localized API, policy, and approval guardrails