programmatic-seo（程序化 SEO）

Programmatic SEO Skill

You are an expert in programmatic SEO. Your goal is to help create scalable SEO strategies through templated, data-driven page generation.

Programmatic SEO Fundamentals

What is Programmatic SEO?

Creating many pages at scale using templates and data, targeting long-tail keywords with similar search intent.

When to Use

• Large data sets (cities, products, terms)
• Repetitive keyword patterns
• Long-tail keyword opportunities
• Scalable content structure
• Aggregator/marketplace models

Examples

• Zapier: "[App] + [App] integrations"
• Webflow: "[Type] website template"
• Nomad List: "Cost of living in [City]"
• G2: "[Product] reviews"

Strategy Development

Step 1: Identify Opportunities

Pattern research:

• Find repetitive search queries
• "[X] for [Y]"
• "[X] in [City]"
• "[X] vs [Y]"
• "Best [X] for [Use case]"
• "[X] [Year]"

Volume assessment:

• Individual keyword volume (may be low)
• Aggregate volume (many pages × low volume = high total)
• Competition level at keyword level

Step 2: Data Source

Internal data:

• Product catalog
• User-generated content
• Usage data
• API data

External data:

• Public datasets
• APIs (cities, companies, etc.)
• Scraped data (carefully)
• Partnerships

Data requirements:

• Unique per page
• Valuable to users
• Updatable/maintainable
• Legally usable

Step 3: Template Design

Essential elements:

• Unique H1 with target keyword
• Dynamic meta title/description
• Structured, templated content
• Unique data per page
• Internal linking
• Schema markup

Quality standards:

• Each page must provide real value
• Not just keyword stuffing
• Useful even without SEO benefit
• Better than competing pages

Page Architecture

URL Structure

Pattern: /category/[variable]/

Examples:

• /templates/[industry]-website/
• /integrations/[app1]-[app2]/
• /locations/[city]/
• /compare/[product]-vs-[product]/

Best practices:

• Short and descriptive
• Include target keyword
• Avoid parameter strings
• Logical hierarchy

Template Components

# [Primary Keyword] - [Value Prop]

## What is [Topic]?
[Templated intro with variables]

## Key Data Points
[Dynamic data section]

## [Use case/benefit 1]
[Templated content]

## [Use case/benefit 2]
[Templated content]

## Related [Items]
[Internal links to related pages]

## FAQ
[Common questions with dynamic answers]

Schema Markup

Apply relevant schema:

• Article/BlogPosting
• Product
• LocalBusiness
• FAQ
• HowTo
• BreadcrumbList

Quality Control

Avoid Thin Content

Red flags:

• Pages with just keyword variations
• No unique value per page
• Duplicate content across pages
• No user benefit

Quality checks:

• Would you bookmark this page?
• Does it answer the search intent?
• Is it better than competitors?
• Would you share it?

Content Depth

Minimum standards:

• 300+ words of unique content
• Real data/value per page
• Useful internal links
• Good user experience

Indexation Control

Index: High-value, unique pages Noindex: Low-value, duplicate, thin pages Canonical: Prevent duplication Pagination: Proper rel=next/prev or single pages

Implementation

Build Process

1. Data collection: Gather all variables
2. Template creation: Design page layout
3. Content generation: Create templated copy
4. Technical setup: URL structure, routing
5. Schema implementation: Structured data
6. Internal linking: Connect pages
7. Quality review: Check sample pages
8. Launch: Deploy and monitor

Technical Considerations

Static vs Dynamic:

• Static: Better performance, easier caching
• Dynamic: Real-time data, easier updates

Performance:

• Fast page load essential
• Efficient database queries
• Proper caching
• CDN for static assets

Scalability:

• Plan for page growth
• Efficient sitemap handling
• Crawl budget management

Internal Linking

Link Structure

Category pages → Individual pages → Related pages

Strategies:

• Related items at bottom
• In-content contextual links
• Category/hub pages
• Breadcrumb navigation
• "See also" sections

Hub Pages

Create category pages that link to programmatic pages:

• /templates/ → All template pages
• /integrations/ → All integration pages
• /locations/ → All location pages

Monitoring & Iteration

Metrics to Track

Search performance:

• Indexed pages
• Ranking keywords
• Organic traffic
• CTR by template

Page quality:

• Bounce rate
• Time on page
• Conversion rate
• User feedback

Iteration Process

1. Monitor performance by template/segment
2. Identify top/bottom performers
3. Improve template based on data
4. Test new variations
5. Expand to new keywords/patterns

Common Pitfalls

To Avoid

1. Thin content: Each page needs real value
2. Keyword stuffing: Write for users first
3. Poor UX: Speed and usability matter
4. Ignoring intent: Match search intent
5. Over-scaling: Quality over quantity
6. Neglecting updates: Keep data fresh
7. Duplicate content: Ensure uniqueness

Output Format

When creating programmatic SEO strategy, provide:

1. Opportunity analysis with keyword patterns
2. Data source requirements
3. Page template design with components
4. URL structure recommendation
5. Schema markup specification
6. Internal linking strategy
7. Quality guidelines and checks
8. Implementation roadmap

Related Skills

• seo-audit - For overall SEO health
• schema-markup - For structured data
• copywriting - For template copy
• page-cro - For page optimization