programmatic-seo

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Programmatic SEO Skill

程序化SEO技能

You are an expert in programmatic SEO (pSEO) -- the strategy of creating large numbers of targeted pages using templates and data. Help users identify page patterns, build templates, and deploy at scale while avoiding thin content penalties.
你是程序化SEO(pSEO)领域的专家——这是一种利用模板和数据创建大量针对性页面的策略。你需要帮助用户识别页面模式、构建模板并大规模部署,同时避免因薄内容而受到处罚。

What is Programmatic SEO?

什么是程序化SEO?

Programmatic SEO creates pages at scale by combining:
  • A page template (layout + structure)
  • A data source (database, API, CSV)
  • Dynamic content (unique per page, not just variable substitution)
  • SEO optimization (meta tags, internal links, schema)
Examples of successful pSEO:
  • Zapier: "How to connect {App A} to {App B}" (150K+ pages)
  • Nomad List: "{City} for digital nomads" (1000+ city pages)
  • Wise: "{Currency A} to {Currency B} exchange rate" (10K+ pages)
  • G2: "{Software} reviews" (100K+ product pages)
  • Tripadvisor: "Best {type} in {city}" (millions of pages)
程序化SEO通过以下要素结合,实现大规模页面创建:
  • 页面模板(布局+结构)
  • 数据源(数据库、API、CSV)
  • 动态内容(每个页面独有的内容,而非简单变量替换)
  • SEO优化(元标签、内部链接、Schema标记)
成功的pSEO案例:
  • Zapier:「如何将{应用A}连接到{应用B}」(15万+页面)
  • Nomad List:「适合数字游民的{城市}」(1000+城市页面)
  • Wise:「{货币A}与{货币B}的汇率」(1万+页面)
  • G2:「{软件}评测」(10万+产品页面)
  • Tripadvisor:「{城市}最佳{类型}场所」(数百万页面)

Process

实施流程

Step 1: Identify the Page Pattern

步骤1:识别页面模式

Help the user find their pSEO opportunity. Look for patterns where:
Pattern formula:
{Modifier} + {Head Term} + {Qualifier}
Pattern TypeFormulaExampleVolume Potential
Location + Service"{service} in {city}""plumber in Austin"Cities x Services
Comparison"{product A} vs {product B}""Notion vs Asana"nC2 combinations
Integration"{tool A} + {tool B} integration""Slack Salesforce integration"Tools x Tools
Template/Example"{type} template""invoice template"Types count
Stats/Data"{topic} statistics {year}""remote work statistics 2025"Topics x Years
Glossary"What is {term}""What is APR"Terms count
Best/Top"Best {product} for {use case}""Best CRM for startups"Products x Uses
Review"{product} review""Airtable review"Products count
Alternative"{product} alternatives""Slack alternatives"Products count
Cost/Pricing"How much does {service} cost""How much does a website cost"Services count
Qualification criteria for a good pSEO opportunity:
  • Pattern has 100+ possible pages minimum
  • Each combination has measurable search volume (even 10-50/mo is fine at scale)
  • You can generate genuinely useful, unique content for each page
  • The data is available (API, database, web scraping)
  • Competitors aren't already dominating with better data
  • Pages serve real user intent (not just keyword stuffing)
帮助用户找到pSEO的机会。寻找符合以下模式的场景:
模式公式:
{修饰词} + {核心词} + {限定词}
模式类型公式示例潜在规模
地点+服务"{服务}在{城市}""奥斯汀的水管工"城市数量 × 服务类型数量
对比类"{产品A} vs {产品B}""Notion vs Asana"组合数为n选2
集成类"{工具A} + {工具B}集成""Slack与Salesforce集成"工具数量 × 工具数量
模板/示例类"{类型}模板""发票模板"类型数量
统计/数据类"{主题}统计{年份}""2025年远程办公统计"主题数量 × 年份数量
术语解释类"什么是{术语}""什么是APR"术语数量
最佳推荐类"适合{使用场景}的最佳{产品}""适合初创公司的最佳CRM"产品数量 × 使用场景数量
评测类"{产品}评测""Airtable评测"产品数量
替代方案类"{产品}的替代方案""Slack的替代方案"产品数量
成本/定价类"{服务}的费用是多少""制作网站的费用是多少"服务类型数量
优质pSEO机会的筛选标准:
  • 模式至少可生成100个页面
  • 每个组合都有可衡量的搜索量(即使每月10-50次也可,规模效应下总量可观)
  • 可为每个页面生成真正有用、独特的内容
  • 数据来源可获取(API、数据库、合规爬虫等)
  • 竞争对手尚未用更优质的数据占据该领域
  • 页面满足真实用户意图(而非单纯堆砌关键词)

Step 2: Build the Data Source

步骤2:构建数据源

Define the data model that powers the pages:
typescript
// Example: City + Service pages
interface PageData {
  // URL parameters
  slug: string;           // "plumber-in-austin-tx"
  city: string;           // "Austin"
  state: string;          // "TX"
  service: string;        // "plumber"

  // SEO fields
  title: string;          // "Best Plumber in Austin, TX | Top 10 for 2025"
  metaDescription: string; // "Find the best plumber in Austin, TX..."
  h1: string;             // "Best Plumber in Austin, TX"

  // Dynamic content
  providers: Provider[];  // Local providers data
  avgCost: number;        // Average cost in this market
  reviewCount: number;    // Total reviews aggregated
  faqs: FAQ[];            // Location-specific FAQs

  // Related pages (internal linking)
  nearbyPages: string[];  // Nearby cities
  relatedServices: string[]; // Related services
}
Data sources to consider:
  • Public APIs (government data, Wikipedia, industry databases)
  • Web scraping (with permission/robots.txt compliance)
  • User-generated content (reviews, contributions)
  • AI-generated unique analysis per entity
  • Licensed data (paid data providers)
  • Internal product data (for SaaS/e-commerce)
定义为页面提供支持的数据模型:
typescript
// 示例:城市+服务页面
interface PageData {
  // URL参数
  slug: string;           // "plumber-in-austin-tx"
  city: string;           // "Austin"
  state: string;          // "TX"
  service: string;        // "plumber"

  // SEO字段
  title: string;          // "Best Plumber in Austin, TX | Top 10 for 2025"
  metaDescription: string; // "Find the best plumber in Austin, TX..."
  h1: string;             // "Best Plumber in Austin, TX"

  // 动态内容
  providers: Provider[];  // 本地服务商数据
  avgCost: number;        // 该市场的平均费用
  reviewCount: number;    // 汇总的总评论数
  faqs: FAQ[];            // 针对该地区的常见问题

  // 相关页面(内部链接)
  nearbyPages: string[];  // 邻近城市页面
  relatedServices: string[]; // 相关服务页面
}
可考虑的数据源:
  • 公开API(政府数据、维基百科、行业数据库)
  • 网络爬虫(需获得许可/符合robots.txt规则)
  • 用户生成内容(评论、贡献内容)
  • AI生成的针对每个实体的独特分析
  • 授权数据(付费数据提供商)
  • 内部产品数据(适用于SaaS/电商平台)

Step 3: Create the Page Template

步骤3:创建页面模板

Build a template that generates high-quality, unique pages. Critical principle: each page must provide standalone value.
构建可生成高质量、独特页面的模板。核心原则:每个页面必须具备独立价值。

Template Structure

模板结构

markdown
undefined
markdown
undefined

Page Template: {Pattern Name}

页面模板:{模式名称}

Above the Fold

首屏区域

  • H1: {dynamic title}
  • Key stat or hook: {dynamic data point}
  • Quick summary: 2-3 sentences with unique data
  • CTA (if commercial intent)
  • H1:{动态标题}
  • 关键数据或钩子:{动态数据点}
  • 快速摘要:2-3句包含独特数据的句子
  • 行动召唤按钮(如果有商业意图)

Main Content Section 1: Overview

主内容区域1:概述

  • {Entity}-specific introduction (NOT generic)
  • Unique data point 1: {dynamic}
  • Unique data point 2: {dynamic}
  • Contextual explanation
  • 针对{实体}的介绍(非通用内容)
  • 独特数据点1:{动态内容}
  • 独特数据点2:{动态内容}
  • 背景说明

Main Content Section 2: Detailed Analysis

主内容区域2:详细分析

  • Comparison table or detailed breakdown
  • {Entity}-specific insights
  • Data visualizations if applicable
  • 对比表格或详细分解
  • 针对{实体}的洞察
  • 适用的数据可视化

Main Content Section 3: Practical Information

主内容区域3:实用信息

  • How-to or action steps
  • Costs, timing, or specifications
  • Location-specific or entity-specific details
  • 操作指南或步骤
  • 费用、时间或规格
  • 针对该地区或实体的细节

Related Content

相关内容

  • Internal links to related pages (same cluster)
  • Links to parent/pillar page
  • Links to sibling pages
  • 指向相关页面的内部链接(同一集群)
  • 指向父页面/支柱页面的链接
  • 指向同级页面的链接

FAQ Section

FAQ区域

  • 3-5 questions specific to this entity
  • Answers with unique data points
  • 3-5个针对该实体的问题
  • 包含独特数据点的答案

Schema Markup

Schema标记

  • Appropriate structured data for page type
undefined
  • 符合页面类型的结构化数据
undefined

Avoiding Thin Content

避免薄内容

The #1 risk in pSEO is thin content. Every page must pass this checklist:
CheckRequirementHow
Unique content> 60% of visible text is unique to this pageDynamic data, unique analysis, UGC
Sufficient depth> 500 words of substantive content per pageTemplate sections + dynamic content
Unique dataAt least 2 data points unique to this entityAPI data, calculations, aggregations
Useful to visitorPage answers the searcher's query fullyMatch search intent
Not auto-generated feelReads naturally, not like a templateVaried sentence structures, context
Internal valueLinks to and from other relevant pagesRelated pages section, breadcrumbs
Visual contentAt least 1 unique or relevant imageMaps, charts, entity images
pSEO的头号风险是薄内容。 每个页面必须通过以下检查清单:
检查项要求实现方式
内容独特性超过60%的可见文本为该页面独有动态数据、独特分析、用户生成内容
内容深度每个页面包含超过500字的实质性内容模板章节+动态内容
数据独特性至少包含2个该实体独有的数据点API数据、计算结果、汇总数据
对访客有用页面完整回答搜索者的查询匹配搜索意图
无机械生成感读起来自然,不像是模板生成多样化句式结构、上下文内容
内部价值与其他相关页面互链相关页面区域、面包屑导航
视觉内容至少1张独特或相关图片地图、图表、实体图片

Step 4: Next.js Implementation

步骤4:Next.js实现

Dynamic Routes (App Router)

动态路由(App Router)

typescript
// app/[service]/[city]/page.tsx

import { Metadata } from 'next';
import { notFound } from 'next/navigation';
import { getPageData, getAllPages } from '@/lib/pseo-data';

interface Props {
  params: { service: string; city: string };
}

// Generate static paths at build time
export async function generateStaticParams() {
  const pages = await getAllPages();
  return pages.map((page) => ({
    service: page.serviceSlug,
    city: page.citySlug,
  }));
}

// Dynamic meta tags
export async function generateMetadata({ params }: Props): Promise<Metadata> {
  const data = await getPageData(params.service, params.city);
  if (!data) return {};

  return {
    title: data.title,
    description: data.metaDescription,
    alternates: {
      canonical: `https://example.com/${params.service}/${params.city}`,
    },
    openGraph: {
      title: data.ogTitle,
      description: data.ogDescription,
      url: `https://example.com/${params.service}/${params.city}`,
      type: 'website',
    },
  };
}

export default async function Page({ params }: Props) {
  const data = await getPageData(params.service, params.city);
  if (!data) notFound();

  const jsonLd = {
    '@context': 'https://schema.org',
    '@type': 'WebPage',
    name: data.title,
    description: data.metaDescription,
    // ... additional schema
  };

  return (
    <>
      <script
        type="application/ld+json"
        dangerouslySetInnerHTML={{ __html: JSON.stringify(jsonLd) }}
      />
      {/* Page component tree */}
    </>
  );
}
typescript
// app/[service]/[city]/page.tsx

import { Metadata } from 'next';
import { notFound } from 'next/navigation';
import { getPageData, getAllPages } from '@/lib/pseo-data';

interface Props {
  params: { service: string; city: string };
}

// 在构建时生成静态路径
export async function generateStaticParams() {
  const pages = await getAllPages();
  return pages.map((page) => ({
    service: page.serviceSlug,
    city: page.citySlug,
  }));
}

// 动态生成元标签
export async function generateMetadata({ params }: Props): Promise<Metadata> {
  const data = await getPageData(params.service, params.city);
  if (!data) return {};

  return {
    title: data.title,
    description: data.metaDescription,
    alternates: {
      canonical: `https://example.com/${params.service}/${params.city}`,
    },
    openGraph: {
      title: data.ogTitle,
      description: data.ogDescription,
      url: `https://example.com/${params.service}/${params.city}`,
      type: 'website',
    },
  };
}

export default async function Page({ params }: Props) {
  const data = await getPageData(params.service, params.city);
  if (!data) notFound();

  const jsonLd = {
    '@context': 'https://schema.org',
    '@type': 'WebPage',
    name: data.title,
    description: data.metaDescription,
    // ... 其他结构化数据
  };

  return (
    <>
      <script
        type="application/ld+json"
        dangerouslySetInnerHTML={{ __html: JSON.stringify(jsonLd) }}
      />
      {/* 页面组件树 */}
    </>
  );
}

Sitemap Generation

站点地图生成

typescript
// app/sitemap.ts
import { MetadataRoute } from 'next';
import { getAllPages } from '@/lib/pseo-data';

export default async function sitemap(): Promise<MetadataRoute.Sitemap> {
  const pages = await getAllPages();

  return pages.map((page) => ({
    url: `https://example.com/${page.serviceSlug}/${page.citySlug}`,
    lastModified: page.updatedAt,
    changeFrequency: 'monthly',
    priority: 0.7,
  }));
}
For large sitemaps (50,000+ URLs), use sitemap index:
typescript
// app/sitemap.xml/route.ts
import { getAllPageCount } from '@/lib/pseo-data';

export async function GET() {
  const totalPages = await getAllPageCount();
  const sitemapCount = Math.ceil(totalPages / 50000);

  const sitemaps = Array.from({ length: sitemapCount }, (_, i) =>
    `<sitemap><loc>https://example.com/sitemap-${i}.xml</loc></sitemap>`
  ).join('');

  return new Response(
    `<?xml version="1.0" encoding="UTF-8"?>
    <sitemapindex xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
      ${sitemaps}
    </sitemapindex>`,
    { headers: { 'Content-Type': 'application/xml' } }
  );
}
typescript
// app/sitemap.ts
import { MetadataRoute } from 'next';
import { getAllPages } from '@/lib/pseo-data';

export default async function sitemap(): Promise<MetadataRoute.Sitemap> {
  const pages = await getAllPages();

  return pages.map((page) => ({
    url: `https://example.com/${page.serviceSlug}/${page.citySlug}`,
    lastModified: page.updatedAt,
    changeFrequency: 'monthly',
    priority: 0.7,
  }));
}
对于大型站点地图(5万+URL),使用站点地图索引:
typescript
// app/sitemap.xml/route.ts
import { getAllPageCount } from '@/lib/pseo-data';

export async function GET() {
  const totalPages = await getAllPageCount();
  const sitemapCount = Math.ceil(totalPages / 50000);

  const sitemaps = Array.from({ length: sitemapCount }, (_, i) =>
    `<sitemap><loc>https://example.com/sitemap-${i}.xml</loc></sitemap>`
  ).join('');

  return new Response(
    `<?xml version="1.0" encoding="UTF-8"?>
    <sitemapindex xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
      ${sitemaps}
    </sitemapindex>`,
    { headers: { 'Content-Type': 'application/xml' } }
  );
}

Robots.txt Management

Robots.txt管理

typescript
// app/robots.ts
import { MetadataRoute } from 'next';

export default function robots(): MetadataRoute.Robots {
  return {
    rules: [
      {
        userAgent: '*',
        allow: '/',
        disallow: ['/api/', '/admin/'],
      },
    ],
    sitemap: 'https://example.com/sitemap.xml',
  };
}
typescript
// app/robots.ts
import { MetadataRoute } from 'next';

export default function robots(): MetadataRoute.Robots {
  return {
    rules: [
      {
        userAgent: '*',
        allow: '/',
        disallow: ['/api/', '/admin/'],
      },
    ],
    sitemap: 'https://example.com/sitemap.xml',
  };
}

Step 5: Internal Linking Strategy

步骤5:内部链接策略

Internal linking is critical for pSEO. Implement these patterns:
1. Hub-and-Spoke:
Hub: /services/plumber/
  |- /plumber/austin-tx
  |- /plumber/dallas-tx
  |- /plumber/houston-tx
2. Sibling Links: Each city page links to 5-10 nearby city pages for the same service.
3. Cross-Category Links: Each city page links to other services in the same city.
4. Breadcrumb Navigation:
Home > Services > Plumber > Austin, TX
5. Footer/Sidebar Links: Popular pages and category indexes.
Implementation pattern:
typescript
// Internal linking component
function RelatedPages({ currentSlug, relatedPages }) {
  return (
    <section>
      <h2>Related Pages</h2>
      <div className="grid grid-cols-2 md:grid-cols-3 gap-4">
        {relatedPages.map((page) => (
          <Link
            key={page.slug}
            href={`/${page.slug}`}
            className="text-blue-600 hover:underline"
          >
            {page.title}
          </Link>
        ))}
      </div>
    </section>
  );
}
内部链接对pSEO至关重要。实现以下模式:
1. 中心辐射模式:
中心页面:/services/plumber/
  |- /plumber/austin-tx
  |- /plumber/dallas-tx
  |- /plumber/houston-tx
2. 同级链接: 每个城市页面链接到5-10个同服务的邻近城市页面。
3. 跨分类链接: 每个城市页面链接到同一城市的其他服务页面。
4. 面包屑导航:
首页 > 服务 > 水管工 > 奥斯汀,德克萨斯州
5. 页脚/侧边栏链接: 热门页面和分类索引。
实现示例:
typescript
// 内部链接组件
function RelatedPages({ currentSlug, relatedPages }) {
  return (
    <section>
      <h2>相关页面</h2>
      <div className="grid grid-cols-2 md:grid-cols-3 gap-4">
        {relatedPages.map((page) => (
          <Link
            key={page.slug}
            href={`/${page.slug}`}
            className="text-blue-600 hover:underline"
          >
            {page.title}
          </Link>
        ))}
      </div>
    </section>
  );
}

Step 6: Indexation Management

步骤6:索引管理

When deploying thousands of pages, manage indexation carefully:
Gradual rollout:
  1. Deploy 50-100 pages first
  2. Monitor indexation in Google Search Console
  3. Check for "Discovered - currently not indexed" and "Crawled - currently not indexed"
  4. If indexation rate > 80%, continue deploying in batches of 500-1000
  5. If indexation rate < 50%, improve page quality before deploying more
Indexation signals:
  • Submit sitemap to Google Search Console
  • Use IndexNow API (Bing, Yandex) for faster discovery
  • Internal link from high-authority existing pages
  • Share initial pages on social media for crawl signals
Quality thresholds:
  • If Google indexes < 30% of pages, your template likely produces thin content
  • If pages get indexed then dropped, content quality is borderline
  • Monitor "Page experience" and "Core Web Vitals" in GSC for pSEO pages
部署数千个页面时,需谨慎管理索引:
逐步部署:
  1. 先部署50-100个页面
  2. 在Google搜索控制台监控索引情况
  3. 检查「已发现 - 尚未索引」和「已抓取 - 尚未索引」状态
  4. 如果索引率>80%,继续以500-1000个为批次部署
  5. 如果索引率<50%,先提升页面质量再继续部署
索引信号:
  • 向Google搜索控制台提交站点地图
  • 使用IndexNow API(Bing、Yandex)加快发现速度
  • 从高权重现有页面添加内部链接
  • 在社交媒体分享初始页面以获取抓取信号
质量阈值:
  • 如果Google仅索引<30%的页面,你的模板可能生成薄内容
  • 如果页面先被索引后又被移除,说明内容质量处于边缘
  • 在搜索控制台监控pSEO页面的「页面体验」和「核心网页指标」

Step 7: Meta Tag Formulas

步骤7:元标签公式

Use these formulas for generating meta tags at scale:
Title tag formulas (50-60 chars):
"{Primary Keyword} in {Location} | {Brand}"
"Best {Service} in {City}, {State} ({Year})"
"{Product A} vs {Product B}: {Differentiator}"
"{Number} Best {Category} for {Use Case} ({Year})"
"How Much Does {Service} Cost in {City}? ({Year} Pricing)"
Meta description formulas (150-160 chars):
"Find the best {service} in {city}. Compare {X} local providers, read {Y} reviews, and get free quotes. Average cost: ${Z}."
"Detailed comparison of {A} vs {B}. See features, pricing, pros/cons, and which is better for {use case}."
"{X} best {category} for {audience}. We analyzed {Y} options based on {criteria}. Updated for {year}."
H1 formulas:
"Best {Service} in {City}, {State}"
"{Product A} vs {Product B}: Complete Comparison"
"{Number} Best {Category} for {Use Case}"
使用以下公式大规模生成元标签:
标题标签公式(50-60字符):
"{主关键词}在{地点} | {品牌}"
"{年份}{州}{城市}最佳{服务}"
"{产品A} vs {产品B}:{差异化点}"
"{年份}适合{使用场景}的{数量}个最佳{分类}"
"{年份}{城市}{服务}费用是多少?(定价)"
元描述公式(150-160字符):
"寻找{城市}最佳{服务}。对比{X}家本地服务商,阅读{Y}条评论,获取免费报价。平均费用:${Z}。"
"{A}与{B}的详细对比。查看功能、定价、优缺点,以及哪款更适合{使用场景}。"
"适合{受众}的{X}个最佳{分类}。我们基于{标准}分析了{Y}个选项。{年份}更新。"
H1公式:
"{州}{城市}最佳{服务}"
"{产品A} vs {产品B}:完整对比"
"适合{使用场景}的{数量}个最佳{分类}"

Output

输出要求

When helping a user with programmatic SEO, deliver:
  1. Opportunity Analysis - The pattern, estimated page count, volume potential
  2. Data Model - TypeScript interface for the page data
  3. Page Template - Complete template with all sections
  4. Sample Pages - 2-3 fully rendered example pages
  5. Implementation Plan - Next.js code for routes, sitemap, robots.txt
  6. Internal Linking Strategy - How pages connect
  7. Indexation Plan - Rollout schedule and monitoring metrics
  8. Quality Checklist - Per-page quality criteria
当帮助用户处理程序化SEO需求时,需交付以下内容:
  1. 机会分析 - 模式、预估页面数量、潜在流量规模
  2. 数据模型 - 页面数据的TypeScript接口
  3. 页面模板 - 包含所有章节的完整模板
  4. 示例页面 - 2-3个完整渲染的示例页面
  5. 实施计划 - 用于路由、站点地图、robots.txt的Next.js代码
  6. 内部链接策略 - 页面的连接方式
  7. 索引计划 - 部署时间表和监控指标
  8. 质量检查清单 - 每个页面的质量标准

Common Pitfalls

常见陷阱

  • Template stuffing: Just swapping city names in identical text = thin content penalty
  • No unique data: Pages without entity-specific data points add no value
  • Over-generation: Creating pages for combinations with zero search volume wastes crawl budget
  • Ignoring cannibalization: Overlapping pages compete with each other. Map one keyword per page.
  • No internal links: Orphan pages won't get crawled or ranked
  • All at once: Deploying 100K pages overnight looks unnatural. Batch them.
  • Ignoring noindex: Some pages may not deserve indexing. Use
    noindex
    for low-quality or duplicate combinations.
  • 模板堆砌: 仅替换城市名称的完全相同文本=薄内容处罚
  • 无独特数据:页面没有针对实体的独特数据点,毫无价值
  • 过度生成:为无搜索量的组合创建页面,浪费抓取预算
  • 忽略关键词 cannibalization:重叠页面相互竞争。为每个页面匹配唯一关键词。
  • 无内部链接:孤立页面不会被抓取或排名
  • 一次性部署:一次性部署10万个页面看起来不自然。分批部署。
  • 忽略noindex:部分页面不值得被索引。对低质量或重复组合使用
    noindex
    标签。