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Amazon brand outreach automation pipeline
Portfoliochevron_rightAmazon Brand Outreach
Case Study: AI Automation

Amazon Brand Outreach

From product page to founder inbox — fully automated. Discover Amazon brands, find decision-makers, write personalized emails with Claude AI, and launch campaigns without lifting a finger.

n8n AutomationAI Cold OutreachWeb ScrapingEmail Campaigns
The Product

Cold Outreach at Machine Speed

Manual B2B outreach for Amazon brand partnerships is painfully slow — research a product, find the founder, write a personalized email, verify the contact, send the campaign. Multiply that by hundreds of brands and you have a full-time job. This system collapses the entire pipeline into a single automated workflow: Crawlee scrapes Amazon products, an n8n agent identifies founders and marketing directors, Claude AI writes brand-specific personalized cold emails, Trykitt and Findymail verify contacts, and Smartlead fires the campaigns — automatically.

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Crawlee Brand Discovery

A Crawlee-powered JavaScript scraper systematically discovers Amazon brand listings, extracting product metadata, brand names, and seller information as structured inputs for the outreach pipeline.

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Claude AI Copywriting

Claude AI analyzes each brand's product positioning and generates a unique, contextually relevant cold email for each founder — not a template, a genuinely personalized pitch.

The Architecture

End-to-End n8n Workflow

Devntra orchestrated the entire pipeline in n8n — a visual workflow automation platform. Each node in the workflow handles a distinct responsibility: scrape, discover, generate, verify, and send. The result is a fully auditable, modifiable outreach machine.

n8n workflow automation pipeline

n8n Workflow Orchestration

The entire pipeline lives as a visual n8n workflow — scrape → enrich → generate → verify → send. Each step is independently editable, loggable, and retryable without touching a single line of code.

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Dual Contact Verification

Trykitt and Findymail run in sequence to validate every discovered contact — eliminating hard bounces, protecting sender reputation, and ensuring only live, deliverable addresses enter the Smartlead campaign.

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Smartlead Campaign Launch

Verified contacts and AI-written emails are pushed directly into Smartlead sequences — with automated follow-ups, open tracking, and reply detection built in.

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n8n
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Claude AI
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Crawlee
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Smartlead
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Findymail
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Trykitt
Impact & Results
100%
Automated

From Amazon product scraping to verified email delivery — zero manual intervention required in the pipeline.

AI
Personalization

Claude AI generates unique, context-aware cold emails for each brand founder based on their product and brand positioning.

2x
Verified Contacts

Dual-layer verification via Trykitt and Findymail eliminates bounces and ensures only deliverable contacts enter campaigns.

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“We went from manually researching 5 brands a day to automatically qualifying and reaching 200+ Amazon brand founders a week — with emails that actually sound personal. The ROI on this automation was visible within the first campaign.”
BD
Business Development DirectorAmazon Outreach Client

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