retargeting-sequence-designer
Skill4 starsChanged 6 months agoMITView on GitHub
Multi-stage retargeting funnel design with audience windows, sequential messaging, frequency capping, and exclusion lists. Use when building retargeting funnels, remarketing sequences, audience segmentation by recency, or cross-platform retargeting coordination.
2 other projects use a version of this.
Adopted by
Most recently taken up by
- Insightful-Pipe/marketing-strategy-skillstheir own version, first seen Nov 1, 2026
- Insightful-Pipe/marketing-skillstheir own version, first seen Oct 11, 2026
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 2
- Insightful-Pipe/marketing-skills★ 0same name
- Insightful-Pipe/marketing-strategy-skills★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository59 other files it gives its agents.
- ad-copy-generationSkill
- ad-creative-fatigue-detectorSkill
- ad-policy-complianceSkill
- amazon-ads-optimizerSkill
- anomaly-detectorSkill
- attribution-modelingSkill
- audience-expansion-strategySkill
- bid-optimizationSkill
- budget-optimizerSkill
- campaign-ide-handoffSkill
- campaign-preflightSkill
- campaign-structure-auditorSkill
- chatgpt-ads-conversion-trackingSkill
- chatgpt-ads-launchSkill
- competitor-analysisSkill
- creative-testingSkill
- cross-platform-attributionSkill
- cross-platform-launcherSkill
- dayparting-schedulerSkill
- executive-reportingSkill
- first-party-data-strategySkill
- google-ads-operatorSkill
- google-ads-quality-scoreSkill
- google-shopping-optimizerSkill
- gtm-metricsSkill
- incrementality-testingSkill
- keyword-researchSkill
- kill-scale-rulesSkill
- klaviyo-campaignsSkill
- landing-page-optimizerSkill
- launch-gatesSkill
- linkedin-ads-operatorSkill
- linkedin-ads-targetingSkill
- media-plan-builderSkill
- meta-ads-diagnosticsSkill
- meta-ads-operatorSkill
- mmm-budget-plannerSkill
- multi-channel-reportingSkill
- multi-platform-ads-operatorSkill
- multi-platform-launchSkill
- negative-keyword-minerSkill
- openai-ads-operatorSkill
- performance-max-optimizerSkill
- pixel-capi-auditorSkill
- pixel-capi-setupSkill
- platform-cost-benchmarksSkill
- public-ad-library-intelligenceSkill
- roas-calculatorSkill
- seasonal-budget-plannerSkill
- spearSkill
- spec-driven-devSkill
- synter-mcp-setupSkill
- tiktok-ads-operatorSkill
- tracking-leak-detectorSkill
- ugc-creative-briefSkill
- ui-contrast-reviewSkill
- utm-builderSkill
- video-ad-scriptwriterSkill
- x-ads-operatorSkill
The file
Files
Retargeting Sequence Designer
Design multi-stage retargeting funnels that guide users from awareness through conversion with time-based audience segmentation, sequential messaging, frequency capping, and cross-platform coordination. Manages exclusion lists to prevent wasted spend on existing customers and converters.
Capabilities
- Multi-Stage Funnel Design: Build 3–5 stage retargeting sequences aligned to buyer journey
- Audience Window Strategy: Segment audiences by recency (1-day, 7-day, 30-day, 90-day)
- Sequential Messaging: Escalate messaging from education → social proof → urgency → offer
- Frequency Capping: Platform-specific cap strategies to prevent ad fatigue
- Cross-Platform Coordination: Unified retargeting across Google, Meta, LinkedIn, Reddit, TikTok
- Dynamic Creative Optimization (DCO): Personalize ads based on products viewed or pages visited
- Exclusion List Management: Automatically exclude purchasers, converters, and unqualified leads
Workflows
1. Design a Retargeting Funnel
1. Define conversion goal (purchase, signup, demo request, download)
2. Map the buyer journey stages:
- Stage 1: All site visitors (awareness reinforcement)
- Stage 2: Engaged visitors (product page, pricing page, >2 pages)
- Stage 3: High-intent visitors (cart, checkout, demo page)
- Stage 4: Abandoned converters (started but didn't finish)
3. Assign audience windows to each stage (see Reference Data)
4. Create messaging sequence per stage
5. Set frequency caps per stage
6. Configure exclusion lists (converters, existing customers)
7. Allocate budget: 60% to Stage 3-4, 25% to Stage 2, 15% to Stage 12. Audience Window Strategy
1. Hot audience (0-3 days): Highest intent, highest bids
- Message: Direct CTA, urgency, limited-time offer
- Frequency: Up to 3 impressions/day
- Budget: 35% of retargeting budget
2. Warm audience (4-14 days): Moderate intent, moderate bids
- Message: Social proof, case studies, reviews
- Frequency: Up to 2 impressions/day
- Budget: 30% of retargeting budget
3. Cool audience (15-30 days): Declining intent, lower bids
- Message: Educational content, value proposition refresh
- Frequency: Up to 1 impression/day
- Budget: 20% of retargeting budget
4. Cold audience (31-90 days): Re-engagement, lowest bids
- Message: New features, seasonal offers, brand reminder
- Frequency: Up to 3 impressions/week
- Budget: 15% of retargeting budget
5. Apply mutual exclusions: each window excludes all shorter windows
- 4-14 day audience EXCLUDES 0-3 day audience
- 15-30 day audience EXCLUDES 0-14 day audience
- 31-90 day audience EXCLUDES 0-30 day audience3. Sequential Messaging Framework
Touchpoint 1 (Day 0-1): "Still thinking about [product]?"
→ Dynamic product image, simple CTA
Touchpoint 2 (Day 2-4): "Here's why 10,000+ teams chose us"
→ Customer testimonial, star rating, logo wall
Touchpoint 3 (Day 5-10): "Your exclusive offer expires soon"
→ Discount code, countdown timer, scarcity element
Touchpoint 4 (Day 11-20): "New: [feature] just launched"
→ Feature highlight, fresh angle, re-engagement
Touchpoint 5 (Day 21-30): "We miss you — here's 20% off"
→ Final offer, loss aversion, direct CTA
After Day 30: Move to cold audience pool or suppress4. Cross-Platform Retargeting Coordination
1. Install unified pixel/tag across all platforms
- Google: Global site tag + remarketing tag
- Meta: Pixel with standard events
- LinkedIn: Insight Tag
- Reddit: Reddit Pixel
- TikTok: TikTok Pixel
2. Assign platform roles:
- Google Display/YouTube: Broad reach, awareness reinforcement
- Meta/Instagram: Visual storytelling, social proof
- LinkedIn: B2B decision-maker targeting
- Reddit: Community-specific messaging
- TikTok: Short-form creative, younger demographics
3. Frequency budget across platforms:
- Total cross-platform cap: 5-8 impressions/day per user
- Allocate by platform based on where audience spends time
- Use a shared suppression list for converters
4. Deduplicate where possible:
- Upload Customer Match / Custom Audience lists to all platforms
- Use email-based matching for cross-platform suppression5. Exclusion List Management
1. Converters (mandatory exclusion from all retargeting):
- Purchasers (last 30 days minimum, 90 days recommended)
- Form submitters (demo requests, signups)
- Trial activators
2. Unqualified leads:
- Bounce rate >90% with <5 seconds on site
- Job seekers (visited /careers page)
- Competitors (known company domains if ABM)
3. Existing customers:
- Active subscribers → upsell sequence instead
- Churned customers → win-back sequence (separate from acquisition)
4. Implementation:
- Google: Audience Manager → create suppression list
- Meta: Custom Audience → exclude from ad set
- LinkedIn: Matched Audiences → exclude segment
- Sync CRM data weekly for fresh suppression listsReference Data
Audience Window Benchmarks
| Window | Avg CVR | Recommended Bid Modifier | Best For |
| 0-1 day | 5-10% | +50% to +100% | Cart abandonment, high-intent |
| 2-7 days | 3-6% | +25% to +50% | Product page visitors |
| 8-14 days | 2-4% | +10% to +25% | Category browsers |
| 15-30 days | 1-2% | Baseline | General site visitors |
| 31-60 days | 0.5-1.5% | -10% to -25% | Re-engagement |
| 61-90 days | 0.3-0.8% | -25% to -50% | Brand reminder |
| 90-180 days | 0.1-0.4% | -50% | Last resort / seasonal |
Frequency Cap Recommendations
| Platform | Display | Video | Feed/Native | Search |
| Google Display | 3-5/day | 2-3/day | N/A | N/A |
| YouTube | N/A | 3/week | N/A | N/A |
| Meta | N/A | N/A | 2-3/day | N/A |
| N/A | N/A | 1-2/day | N/A | |
| N/A | N/A | 2-3/day | N/A | |
| TikTok | N/A | 3-5/day | N/A | N/A |
Retargeting Budget Allocation by Funnel Stage
| Stage | Budget % | Audience Size | Expected CPA |
| Abandoned Cart/Checkout | 35% | Smallest | Lowest (0.3x baseline) |
| Product/Pricing Page | 30% | Medium | Low (0.5x baseline) |
| Engaged Visitors (>2 pages) | 20% | Large | Moderate (0.8x baseline) |
| All Site Visitors | 15% | Largest | Highest (1.2x baseline) |
Dynamic Creative Elements by Stage
| Funnel Stage | Image | Headline | CTA | Offer |
| Cart Abandonment | Product image from cart | "Complete Your Order" | "Buy Now" | Free shipping / 10% off |
| Product Page | Viewed product | "Still Interested?" | "Learn More" | None or soft incentive |
| Category Browser | Category hero image | Value proposition | "Shop Now" | Category-level promo |
| General Visitor | Brand awareness | Educational angle | "Discover" | Content offer (guide, ebook) |
| Re-engagement | New product / feature | "What's New" | "See Updates" | Win-back discount |
Platform-Specific Retargeting Capabilities
| Feature | Meta | TikTok | |||
| Pixel-based audiences | ✅ | ✅ | ✅ | ✅ | ✅ |
| Dynamic product ads | ✅ | ✅ | ❌ | ❌ | ✅ |
| Customer list upload | ✅ | ✅ | ✅ | ✅ | ✅ |
| Lookalike/Similar audiences | ✅ | ✅ | ✅ | ❌ | ✅ |
| Sequential ad serving | ❌ | ✅ | ❌ | ❌ | ❌ |
| Video viewer retargeting | ✅ | ✅ | ✅ | ❌ | ✅ |
| Lead form retargeting | ❌ | ✅ | ✅ | ❌ | ✅ |
| Minimum audience size | 100 | 100 | 300 | 1,000 | 1,000 |
Examples
Example 1: E-commerce cart abandonment funnel
User: "Design a retargeting funnel for our Shopify store."
Funnel:
Stage 1 (Day 0-1): Cart abandoners
Platform: Meta (DPA) + Google Display
Message: "You left items in your cart — complete your order"
Creative: Dynamic product ads showing abandoned items
Offer: Free shipping if they complete within 24h
Frequency: 3/day
Budget: 40%
Stage 2 (Day 2-7): Cart + product page visitors
Platform: Meta + Google Display
Message: "Customers love [product] — 4.8★ rating"
Creative: UGC reviews, star ratings
Offer: None
Frequency: 2/day
Budget: 25%
Stage 3 (Day 8-14): All product page visitors
Platform: Google Display + YouTube
Message: "Why [brand] is the #1 choice"
Creative: Brand story video, comparison chart
Offer: 10% off first order code
Frequency: 1/day
Budget: 20%
Stage 4 (Day 15-30): All site visitors
Platform: Google Display
Message: "New arrivals you'll love"
Creative: Seasonal collection, new products
Offer: 15% off limited time
Frequency: 3/week
Budget: 15%
Exclusions: Purchasers (90 days), existing subscribersExample 2: B2B SaaS demo retargeting
User: "Set up retargeting for users who visited our pricing page but didn't book a demo."
Funnel:
Stage 1 (Day 0-3): Pricing page visitors
Platform: LinkedIn + Google Display
Message: "See [product] in action — book a 15-min demo"
Creative: Demo screenshot, calendar CTA
Frequency: 2/day
Budget: 35%
Stage 2 (Day 4-10): Pricing + feature page visitors
Platform: LinkedIn + Meta
Message: "How [Customer X] increased revenue 40% with [product]"
Creative: Case study card, customer logo, metric highlight
Frequency: 1/day
Budget: 30%
Stage 3 (Day 11-21): All visitors with >2 page views
Platform: Google Display + YouTube
Message: "The complete platform for [use case]"
Creative: Product walkthrough video (60s)
Frequency: 3/week
Budget: 20%
Stage 4 (Day 22-60): All site visitors
Platform: Google Display
Message: "New: [feature] just launched"
Creative: Feature announcement, fresh angle
Frequency: 2/week
Budget: 15%
Exclusions: Demo bookers, trial signups, existing customersExample 3: Cross-platform frequency management
User: "We're running retargeting on Google, Meta, and LinkedIn. Users are seeing too many ads."
Recommended approach:
1. Set per-platform daily caps:
- Google Display: 2 impressions/day
- Meta: 2 impressions/day
- LinkedIn: 1 impression/day
Total cross-platform: ~5 impressions/day (acceptable range)
2. Stagger messaging:
- Google: Focus on product features (rational)
- Meta: Focus on social proof (emotional)
- LinkedIn: Focus on business outcomes (professional)
3. Upload shared suppression list to all platforms:
- Weekly CRM export of converters → Custom Audience on each platform
- Converters excluded within 24 hours of conversion
4. Monitor frequency metrics weekly:
- Target: 4-6 avg frequency per 7-day window
- If >8: reduce budgets or tighten audience windows
- If <3: may be under-serving high-intent usersAbout this skill
Part of the Synter free skills collection — open-source agent skills for advertising, PPC, and marketing automation.
Want this skill (and 40+ more) running on autopilot against your live ad accounts? Try Synter — AI Agent Media Buyers that connect to Google, Meta, LinkedIn, TikTok, Reddit, Amazon, and 7+ more platforms.
- 🌐 syntermedia.ai
- 📚 All free skills
- 💬 Built by @syntermedia — questions? Open an issue.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

