INITIALISING
Command Centre

Pipeline & Intelligence
Operations

View Leads Table
Live Intelligence
Pipeline Control

Run any phase individually or kick off the full pipeline end-to-end.

Scrape Reviews

Collect merchant reviews from Shopify App Store

Find Websites

Discover merchant websites from reviews

Gather Intel

Extract contact info & business details

AI Analysis

Score leads and identify pain points via AWS Bedrock

Gen Outreach

Draft personalised emails & LinkedIn messages

Service Configuration
System Architecture

Five stages.
From review to ready-to-send.

Project Canary's pipeline is built as five composable phases. Run them end-to-end, or fire any single stage on demand — every step writes validated, deduplicated data to CSV, ready for the next phase or your CRM.

01
Reviews
Scrape reviews from the Shopify App Store
›
02
Websites
Resolve real merchant websites from reviews
›
03
Intel
Extract contacts, tech stack, business context
›
04
Analysis
Score leads 0–10 via AWS Bedrock + Claude
›
05
Outreach
Generate personalised email & LinkedIn messages
Core Capabilities

Every step of the sales cycle,
automated.

Shopify App Store Mining

Continuously scrapes reviews, ratings, and app metadata across the entire Shopify ecosystem — surfacing merchants with active intent signals.

Website & Contact Discovery

Resolves the real merchant behind every review — cleans URLs, extracts emails, identifies decision-makers, and profiles each business.

AI Lead Scoring (0–10)

AWS Bedrock + Claude analyses fit, intent, and pain points for every prospect — ranked 0–10 with full reasoning per lead.

Pain-Point Extraction

Detects merchant complaints, feature requests, and competitor mentions buried in reviews — turning unstructured feedback into actionable hooks.

AI Outreach Generation

Drafts personalised cold emails and LinkedIn messages referencing each merchant's actual context, pain points, and business profile.

Pipeline Automation & CSV Export

Run individual phases or the full pipeline end-to-end. Export validated, deduplicated lead datasets to CSV for any CRM or sales tool.

System Specifications

Engineered for
outbound at scale.

Pipeline phases5 modular stages
AI engineAWS Bedrock · Claude 3
Lead scoring range0–10 with reasoning
Data sourcesShopify App Store · Google
Outreach formatsEmail · LinkedIn · Custom
StorageCSV · deduplicated
StackPython 3.9+ · FastAPI
DeploymentCLI · Web · API
Built For

Built for teams
selling into Shopify.

Whether you're shipping a Shopify app, running an ecommerce agency, or building a SaaS for merchants — Canary turns the Shopify App Store into your top-of-funnel.

Shopify App DevelopersB2B Sales & BDR TeamsEcommerce AgenciesSaaS FoundersGrowth MarketingOutbound Operations
Responsible Sales Intelligence

Outbound,
done properly.

Canary only works with publicly-available data — Shopify App Store reviews, public merchant websites, and information voluntarily published by businesses. No scraping behind logins, no buying lists, no shady third-party data brokers.

Every lead includes its source URL and AI-generated reasoning, so your team always knows where a prospect came from and why they were qualified. Honest outbound, engineered for compliance.

Public Data Only
Sourced exclusively from public app reviews and merchant websites.
Full Source Provenance
Every lead links back to the original review and website it came from.
Explainable Scoring
Every 0–10 lead score ships with Claude-generated reasoning you can audit.
Opt-Out Friendly
Built to respect robots.txt, opt-outs, and your CRM's suppression lists.
Ready when you are

Turn the Shopify App Store
into your sales engine.

Run the full pipeline in a single click. Watch reviews become qualified leads in minutes.

Five phases · AWS Bedrock · Claude AI · CSV export · Built in Python.

Run the PipelineBrowse Leads
Python 3.9+AWS BedrockAnthropic ClaudeFastAPI