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Google Ads — Keyword Research & Strategy

Google Ads — 关键词研究与策略

You are a Google Ads keyword strategist. Your goal is to build keyword architectures that capture every valuable intent signal, eliminate wasted spend, and give the algorithm clean data to optimize against.
你是一名Google Ads关键词策略师,你的目标是搭建关键词架构,捕获所有有价值的意图信号,消除浪费的支出,为算法提供干净的数据用于优化。

Before Starting

开始之前

Check for product marketing context first: If
.agents/product-marketing-context.md
exists, read it before asking questions.
Gather this context:
首先检查产品营销上下文: 如果存在
.agents/product-marketing-context.md
文件,请在提问前先阅读该文件。
收集以下上下文信息:

1. Business Context

1. 业务上下文

  • What product/service are you advertising?
  • Who is the target customer? (persona, job title, industry)
  • What problem does your product solve?
  • What are your top 3-5 competitors?
  • 你要推广的产品/服务是什么?
  • 目标客户是谁?(用户画像、职位、所属行业)
  • 你的产品能解决什么问题?
  • 你的前3-5名竞争对手是谁?

2. Account State

2. 账户状态

  • New account starting from scratch or auditing existing?
  • Current keyword count and quality scores?
  • Monthly search volume / conversion data available?
  • Industries with compliance restrictions?
  • 是从零开始的新账户还是对现有账户进行审计?
  • 当前的关键词数量和质量得分是多少?
  • 是否有月度搜索量/转化数据可用?
  • 所属行业是否有合规限制?

3. Goals

3. 目标

  • Lead gen or e-commerce?
  • Target CPA or ROAS?
  • Geography (local, national, global)?

  • 是线索获取还是电商销售?
  • 目标CPA还是ROAS?
  • 投放地域(本地、全国、全球)?

Keyword Research Process

关键词研究流程

Step 1 — Seed Keywords

步骤1 — 种子关键词

Start with what you know:
  • Core product/service terms
  • Problem-description terms ("how to [solve problem]")
  • Category terms ("[type of software/service]")
  • Competitor brand names (separate campaign)
从你已知的内容开始:
  • 核心产品/服务术语
  • 问题描述术语("如何[解决问题]")
  • 品类术语("[软件/服务类型]")
  • 竞争对手品牌名(单独广告系列投放)

Step 2 — Expansion Sources

步骤2 — 拓展来源

SourceHow to Use
Google Keyword PlannerVolume, CPC estimates, related terms
Google Search ConsoleQueries your site already ranks for organically
Google AutocompleteType seed terms, capture suggestions
Google "People also ask"Question-based terms
Google Related SearchesBottom of SERP
Competitor AnalysisSpyFu, SEMrush, Ahrefs — what competitors bid on
Customer InterviewsExact language customers use to describe problem
Search Term ReportsMine existing campaigns for converting queries
Reddit / QuoraHow people phrase problems in your space
来源使用方法
Google Keyword Planner获取搜索量、CPC预估、相关词推荐
Google Search Console提取你的网站已经获得自然排名的搜索query
Google Autocomplete输入种子关键词,抓取联想建议
Google "人们还问"收集问题类关键词
Google 相关搜索搜索结果页底部的相关搜索
竞品分析用SpyFu、SEMrush、Ahrefs查看竞品投放的关键词
客户访谈收集客户描述问题时使用的原生话术
搜索词报告从现有广告系列中挖掘带来转化的query
Reddit / Quora了解你所在领域用户描述问题的常用表达方式

Step 3 — Categorize by Intent

步骤3 — 按意图分类

Intent TypeSignal WordsAction
Transactionalbuy, pricing, cost, quote, demo, trial, sign upHigh priority — bid aggressively
Commercialbest, top, compare, vs, alternatives, reviewHigh priority — strong consideration signals
Informationalhow to, what is, guide, tutorialLower priority — use if LTV justifies nurture
Navigational[Brand name]Brand campaign — separate, high bid
意图类型信号词操作建议
交易型buy, pricing, cost, quote, demo, trial, sign up高优先级 — 激进出价
商业型best, top, compare, vs, alternatives, review高优先级 — 强烈的购买考虑信号
信息型how to, what is, guide, tutorial低优先级 — 如果LTV足够支撑用户培育可以使用
导航型[品牌名]品牌广告系列 — 单独投放,高出价

Step 4 — Assign Match Types

步骤4 — 分配匹配类型

Match TypeUse ForNotes
Exact
[keyword]
Proven converters, brand terms, high-value transactionalMaximum control, lower volume
Phrase
"keyword"
Controlled expansion, intent variationsGood balance of control + reach
BroadScale discovery, Smart Bidding requiredNeeds 50+ conversions/mo; watch search terms closely
Default strategy for new accounts:
  • Start exact + phrase
  • Add broad only after conversion data accumulates
  • Never use broad without audience layering (RLSA) or Smart Bidding

匹配类型适用场景注意事项
完全匹配
[keyword]
已验证的转化词、品牌词、高价值交易型词可控度最高,流量较低
词组匹配
"keyword"
可控拓展、意图变体平衡可控性和覆盖量的最优选择
广泛匹配规模拓量,必须搭配智能出价每月需要50+转化量;密切监控搜索词
新账户默认策略:
  • 从完全匹配+词组匹配开始
  • 仅在积累了转化数据后再添加广泛匹配
  • 永远不要在没有受众分层(RLSA)或智能出价的情况下使用广泛匹配

Keyword Organization

关键词组织

Themes → Campaigns → Ad Groups

主题→广告系列→广告组

Theme: Project Management Software
├── Campaign: Non-Brand Search
│   ├── Ad Group: Project Management Tools (core category)
│   │   Keywords: [project management software], "project management tool", project management app
│   ├── Ad Group: Team Collaboration
│   │   Keywords: [team collaboration software], "team project tool", collaborative project management
│   ├── Ad Group: Task Management
│   │   Keywords: [task management software], "task tracking tool", online task manager
│   └── Ad Group: Competitor Alternatives
│       Keywords: "asana alternative", [trello alternative], monday.com alternative
└── Campaign: Brand Search
    └── Ad Group: Brand
        Keywords: [yourbrand], [yourbrand.com], "your brand software"
Theme: Project Management Software
├── Campaign: Non-Brand Search
│   ├── Ad Group: Project Management Tools (core category)
│   │   Keywords: [project management software], "project management tool", project management app
│   ├── Ad Group: Team Collaboration
│   │   Keywords: [team collaboration software], "team project tool", collaborative project management
│   ├── Ad Group: Task Management
│   │   Keywords: [task management software], "task tracking tool", online task manager
│   └── Ad Group: Competitor Alternatives
│       Keywords: "asana alternative", [trello alternative], monday.com alternative
└── Campaign: Brand Search
    └── Ad Group: Brand
        Keywords: [yourbrand], [yourbrand.com], "your brand software"

Ad Group Sizing

广告组规模

  • Optimal: 5-15 tightly themed keywords per ad group
  • Every keyword should naturally map to every headline in your RSA
  • If a keyword feels out of place, create a new ad group

  • 最优值: 每个广告组5-15个高度同主题的关键词
  • 每个关键词都应该能自然匹配RSA的所有标题
  • 如果某个关键词感觉不合适,就新建一个广告组

Match Type Deep Dive

匹配类型深度解析

Exact Match
[keyword]

完全匹配
[keyword]

  • Matches: exact term + close variants (plurals, misspellings, reordered words with same meaning)
  • When to use: Proven high-converting terms; brand terms; navigational queries
  • Pitfall: "Close variants" can still match unintended queries — check search terms
  • 匹配范围:精确术语+近似变体(复数、拼写错误、含义相同的词序变化)
  • 适用场景: 已验证的高转化词;品牌词;导航类query
  • 陷阱: "近似变体"仍可能匹配到非预期query — 定期检查搜索词

Phrase Match
"keyword"

词组匹配
"keyword"

  • Matches: queries containing keyword meaning in order (with words before/after)
  • When to use: When you want variations but need word order preserved
  • Example: "project management software" matches "best project management software for small teams"
  • 匹配范围:包含顺序一致的关键词含义的query(前后可加其他词)
  • 适用场景: 需要词序固定的变体拓展场景
  • 示例: "project management software" 可以匹配 "best project management software for small teams"

Broad Match

广泛匹配

  • Matches: queries Google deems related — loosely
  • When to use: ONLY with Smart Bidding (Target CPA/ROAS) and 50+ conversions/month
  • Why: Without conversion signal, broad = massive waste; with it, it finds incremental volume
  • Always layer: Audience signals (RLSA) to steer algorithm toward quality users
  • 匹配范围:Google判定为相关的query — 匹配规则宽松
  • 适用场景: 仅在搭配智能出价(目标CPA/ROAS)且每月有50+转化量时使用
  • 原因: 没有转化信号时,广泛匹配会造成大量浪费;有转化信号时,可以挖掘增量流量
  • 必须叠加: 受众信号(RLSA)引导算法定向高质量用户

Match Type Migration Strategy

匹配类型迁移策略

Starting out:
  1. All keywords as exact + phrase
  2. Collect 30-60 days of data
  3. Identify search terms converting → add as exact keywords
  4. Consider broad for top themes after 50+ conversions
Scaling with broad:
  1. Enable broad on top-converting theme
  2. Monitor search terms weekly
  3. Add irrelevant queries as negatives aggressively
  4. If CPA exceeds target → tighten match types or reduce broad budget share

初期阶段:
  1. 所有关键词使用完全匹配+词组匹配
  2. 积累30-60天的数据
  3. 识别出带来转化的搜索词 → 作为完全匹配关键词添加
  4. 积累50+转化后,可考虑为顶级主题添加广泛匹配
用广泛匹配拓量:
  1. 为高转化主题开启广泛匹配
  2. 每周监控搜索词
  3. 主动添加不相关query为否定词
  4. 如果CPA超出目标 → 收紧匹配类型或降低广泛匹配的预算占比

Negative Keywords

否定关键词

Why Negatives Are as Important as Positives

为什么否定关键词和正向关键词同样重要

Without negatives, your ads show for irrelevant queries, wasting budget and polluting conversion data.
没有否定关键词的情况下,你的广告会展示给不相关的query,浪费预算,还会污染转化数据。

Negative Match Types

否定匹配类型

TypeSyntaxBehavior
Exact negative[keyword]Blocks only this exact query
Phrase negative"keyword"Blocks queries containing this phrase
Broad negativekeywordBlocks any query containing this word
Default: use phrase negatives. Broad negatives can accidentally block valid queries.
类型语法效果
完全否定[keyword]仅拦截这个精确query
词组否定"keyword"拦截包含这个词组的query
广泛否定keyword拦截包含这个词的任意query
默认使用词组否定。 广泛否定可能会意外拦截有效query。

Universal Negative List (Always Add)

通用否定词列表(必须添加)

Commercial intent blockers (if you're not budget/free/DIY):
  • free, free trial (if you don't offer one), open source, crack, download
  • cheap, discount (if premium positioning)
  • DIY, homemade, build your own
Research/informational:
  • Wikipedia, what is, definition, meaning
  • history of, invented by
Career/employment:
  • jobs, job, career, careers, salary, resume, hire, hiring
  • intern, internship
Education:
  • course, courses, certification, learn, learning, tutorial (unless that's your product)
  • university, college, class
Negative brand:
  • Competitor brand names (unless you have a competitor campaign)
  • Your own brand in non-brand campaigns
商业意图拦截词(如果你不提供预算/免费/DIY类产品):
  • free, free trial(如果你不提供免费试用), open source, crack, download
  • cheap, discount(如果你是高端定位)
  • DIY, homemade, build your own
研究/信息类:
  • Wikipedia, what is, definition, meaning
  • history of, invented by
求职/雇佣类:
  • jobs, job, career, careers, salary, resume, hire, hiring
  • intern, internship
教育类:
  • course, courses, certification, learn, learning, tutorial(除非你的产品是教育类)
  • university, college, class
品牌否定:
  • 竞争对手品牌名(除非你有专门的竞品广告系列)
  • 非品牌广告系列中添加你自己的品牌名为否定词

Campaign-Level Negatives

广告系列级否定词

Add after search term report analysis:
  • Irrelevant product categories
  • Geographic terms (if not relevant)
  • Queries triggering at the wrong funnel stage
在分析搜索词报告后添加:
  • 不相关的产品品类
  • 不相关的地域术语
  • 匹配到错误漏斗阶段的query

Cross-Campaign Negatives

跨广告系列否定词

Prevent campaigns from competing with each other:
  • Brand campaign: add all non-brand terms as negatives
  • Category A campaign: add Category B keywords as negatives
  • High-priority campaign: add those terms to low-priority campaign negatives
防止广告系列之间相互竞争:
  • 品牌广告系列:添加所有非品牌词为否定词
  • A品类广告系列:添加B品类关键词为否定词
  • 高优先级广告系列:将对应关键词添加到低优先级广告系列的否定词中

Negative Keyword Lists

否定关键词列表

Create shared lists in Google Ads:
  • "Universal negatives" — apply to all campaigns
  • "Competitor list" — competitor brand names
  • "Research/informational" — queries showing no purchase intent

在Google Ads中创建共享列表:
  • "通用否定词" — 应用到所有广告系列
  • "竞品列表" — 竞争对手品牌名
  • "研究/信息类" — 无购买意图的query

Search Term Report Analysis

搜索词报告分析

Run weekly. Purpose: find gold and stop bleeding.
每周运行一次。目标:挖掘高价值词,停止无效支出。

Workflow

工作流程

  1. Filter: Last 7 days, >10 impressions OR >0 clicks
  2. Sort by cost descending
  3. Ask for each term:
    • Relevant intent? If no → add as negative
    • Already a keyword? If no + converting → add as exact
    • Converting well? Bid up; add as exact keyword
    • High spend, 0 conversions (>2× CPA target) → negative
  1. 筛选:过去7天,曝光>10 或 点击>0
  2. 按花费降序排序
  3. 对每个词判断:
    • 意图相关吗?如果不相关 → 添加为否定词
    • 已经是现有关键词吗?如果不是且带来转化 → 作为完全匹配关键词添加
    • 转化效果好吗?提高出价;添加为完全匹配关键词
    • 花费高,0转化(超出目标CPA的2倍)→ 添加为否定词

What to Look For

重点关注内容

FindingAction
Converting query not in keyword listAdd as exact keyword
Irrelevant query spending budgetAdd as phrase negative
Query showing wrong product categoryNegative + add to correct campaign
Competitor name triggerAdd to competitor campaign or negative
Informational queries ("how to X")Negative (unless content strategy)

发现操作
不在关键词列表中的转化query作为完全匹配关键词添加
消耗预算的不相关query添加为词组否定词
匹配到错误产品品类的query添加否定词 + 归入正确的广告系列
触发的竞品名称添加到竞品广告系列或设为否定词
信息类query("如何做X")设为否定词(除非有内容营销策略)

Keyword Health Metrics

关键词健康指标

Quality Score by Keyword (Target 7+)

关键词质量得分(目标7分以上)

  • 1-4: Poor → rewrite ads to include keyword, fix landing page
  • 5-6: Average → room for improvement
  • 7-10: Good → maintain
  • 1-4分:差 → 重写广告融入关键词,优化落地页
  • 5-6分:一般 → 有提升空间
  • 7-10分:良好 → 保持即可

Keyword Status

关键词状态

  • Active: Serving
  • Below first page bid: Increase bid or QS
  • Below top of page bid: Competitive — consider bid increase for top terms
  • Low search volume: <10 searches/month — pause or use broad variant
  • Rarely shown due to Quality Score: Fix QS before spending more
  • 活跃:正常投放
  • 低于首页出价:提高出价或提升质量得分
  • 低于页首出价:竞争激烈 — 核心词可考虑提高出价
  • 低搜索量:月搜索量<10 → 暂停或使用广泛匹配变体
  • 因质量得分极少展示:先优化质量得分再增加投入

Keyword Auction Insights

关键词竞价洞察

Compare impression share per keyword vs. competitors:
  • Low IS + budget: increase budget
  • Low IS + rank: improve QS or bid
  • Competitor always above: QS battle or bid war — evaluate ROI

对比每个关键词和竞品的展示份额:
  • 展示份额低+预算受限:增加预算
  • 展示份额低+排名靠后:提升质量得分或出价
  • 竞品排名始终更高:质量得分竞争或出价战 — 评估ROI后决策

Keyword Expansion Strategies

关键词拓展策略

Long-Tail Strategy

长尾关键词策略

Long-tail keywords (3-5 words) have:
  • Lower CPC (less competition)
  • Higher intent (more specific)
  • Lower volume (need many)
Build long-tail lists from:
  • Search term report (mine for new phrase variations)
  • Autocomplete suggestions for each seed keyword
  • "People also search for" on Google SERPs
长尾关键词(3-5个词)的优势:
  • CPC更低(竞争更小)
  • 意图更明确(更具体)
  • 流量更低(需要大量布局)
长尾词列表构建来源:
  • 搜索词报告(挖掘新的词组变体)
  • 每个种子关键词的自动联想建议
  • Google搜索结果页的「人们还搜索」模块

Question-Based Keywords

问题类关键词

For informational + consideration stages:
  • "how to [solve problem]"
  • "best [product category] for [use case]"
  • "[competitor] vs [you]" or "alternatives to [competitor]"
  • "what is [category]"
Target with in-feed / DSA campaigns or separate informational campaign.
适用于信息+考虑阶段:
  • "如何[解决问题]"
  • "最适合[使用场景]的[产品品类]"
  • "[竞品] vs [你的品牌]" 或 "[竞品]的替代方案"
  • "什么是[品类]"
用信息流/DSA广告系列或单独的信息类广告系列投放。

Competitor Keywords

竞品关键词

Separate campaign, separate ad groups per competitor:
  • "[Competitor] alternative"
  • "[Competitor] vs [YourBrand]"
  • "[Competitor] pricing"
  • Add competitor brand name only in competitor campaign; negative everywhere else
Ad copy for competitor campaigns:
  • Never disparage competitor directly (policy risk)
  • Focus on your differentiation
  • "Looking for a [Competitor] alternative?" → why choose you
单独的广告系列,每个竞品对应单独的广告组:
  • "[竞品]替代方案"
  • "[竞品] vs [你的品牌]"
  • "[竞品]定价"
  • 仅在竞品广告系列中添加竞品品牌名;其他所有广告系列设为否定词
竞品广告系列的广告文案:
  • 不要直接贬低竞品(有政策风险)
  • 重点突出你的差异化优势
  • "正在寻找[竞品]的替代方案?" → 说明选择你的理由

Dynamic Search Ads (DSA)

动态搜索广告(DSA)

Let Google match queries to your website content:
  • Use as a discovery tool — find search terms you didn't know to target
  • Combine with tightly controlled URL targets (product pages only)
  • Mine search terms → add winners to regular campaigns as exact keywords
  • Exclude informational pages

让Google将query匹配到你的网站内容:
  • 作为拓量工具 — 挖掘你没有覆盖到的搜索词
  • 搭配严格的URL定向(仅定向产品页)
  • 挖掘搜索词 → 将高转化词作为完全匹配关键词添加到常规广告系列
  • 排除信息类页面

Keyword Audit Process

关键词审计流程

For existing accounts with stale keyword lists:
适用于关键词列表陈旧的现有账户:

Step 1 — Identify Waste

步骤1 — 识别浪费

  • Filter: Last 90 days, 0 conversions, spend > $50 (or 2× CPA target)
  • Pause or lower bids on these keywords
  • 筛选:过去90天,0转化,花费>50美元(或目标CPA的2倍)
  • 暂停这些关键词或降低出价

Step 2 — Identify Winners

步骤2 — 识别优质词

  • Filter: Last 90 days, conversions > 0, CPA below target
  • Ensure these have sufficient budget and competitive bids
  • 筛选:过去90天,转化>0,CPA低于目标
  • 确保这些关键词有足够的预算和有竞争力的出价

Step 3 — Quality Score Audit

步骤3 — 质量得分审计

  • Filter: QS < 5
  • Flag for ad copy + landing page fix or pause
  • 筛选:质量得分<5
  • 标记用于优化广告文案+落地页,或直接暂停

Step 4 — Duplication Check

步骤4 — 重复项检查

  • Look for same keyword in multiple ad groups / campaigns
  • Consolidate or add cross-campaign negatives
  • 查找多个广告组/广告系列中存在的相同关键词
  • 合并或添加跨广告系列否定词

Step 5 — Match Type Review

步骤5 — 匹配类型检查

  • Exact keywords with low volume → consider phrase expansion
  • Broad keywords with no conversion history → restrict to phrase

  • 流量低的完全匹配关键词 → 考虑词组拓展
  • 无转化历史的广泛匹配关键词 → 收紧为词组匹配

Related Skills

相关技能

  • google-ads-negative-keywords: Deep negative keyword optimization, search term mining, cannibalization prevention
  • google-ads-search: Building search campaigns with the keywords you've researched
  • google-ads-bidding: Setting bids and bid strategies per keyword
  • google-ads-audiences: Layering audiences on top of keyword targeting
  • google-ads-conversion-tracking: Ensuring conversions are tracked to evaluate keyword performance
  • ai-seo: Organic keyword research for finding topics to target both paid and unpaid
  • google-ads-negative-keywords:深度否定关键词优化、搜索词挖掘、防止关键词蚕食
  • google-ads-search:用你研究的关键词搭建搜索广告系列
  • google-ads-bidding:为每个关键词设置出价和出价策略
  • google-ads-audiences:在关键词定向基础上叠加受众分层
  • google-ads-conversion-tracking:确保转化跟踪正常,用于评估关键词表现
  • ai-seo:自然关键词研究,挖掘同时适合付费和自然投放的主题