Ad Conversion Tracking Setup
minhnv0807/ai-business-skills
Sets up and verifies conversion tracking before ad spend: Meta Pixel and CAPI, Google Ads, GA4, TikTok, server-side GTM, consent mode, UTMs and a pre-launch checklist.
Agent skill
Read-only: estimates customer acquisition cost (CAC) per traffic source by joining order count per landing site / referrer with configurable ad spend.
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-acquisition-cost-by-source -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-customer-acquisition-cost-by-source --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source .claude/skills/shopify-admin-customer-acquisition-cost-by-source && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "shopify-admin-customer-acquisition-cost-by-source" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source into .claude/skills/shopify-admin-customer-acquisition-cost-by-source/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-customer-acquisition-cost-by-source", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-sourceType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-acquisition-cost-by-source -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-customer-acquisition-cost-by-source --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source .agents/skills/shopify-admin-customer-acquisition-cost-by-source && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "shopify-admin-customer-acquisition-cost-by-source" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source into .agents/skills/shopify-admin-customer-acquisition-cost-by-source/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-customer-acquisition-cost-by-source", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-acquisition-cost-by-source -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-customer-acquisition-cost-by-source --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source .cursor/skills/shopify-admin-customer-acquisition-cost-by-source && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "shopify-admin-customer-acquisition-cost-by-source" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source into .cursor/skills/shopify-admin-customer-acquisition-cost-by-source/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-customer-acquisition-cost-by-source", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/40RTY-ai/shopify-admin-skills.git --path skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-acquisition-cost-by-source -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-customer-acquisition-cost-by-source --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source .gemini/skills/shopify-admin-customer-acquisition-cost-by-source && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "shopify-admin-customer-acquisition-cost-by-source" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source into .gemini/skills/shopify-admin-customer-acquisition-cost-by-source/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-customer-acquisition-cost-by-source", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-customer-acquisition-cost-by-sourceInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-acquisition-cost-by-source -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source .github/skills/shopify-admin-customer-acquisition-cost-by-source && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "shopify-admin-customer-acquisition-cost-by-source" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source into .github/skills/shopify-admin-customer-acquisition-cost-by-source/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-customer-acquisition-cost-by-source", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-acquisition-cost-by-source -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-customer-acquisition-cost-by-source --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source .opencode/skills/shopify-admin-customer-acquisition-cost-by-source && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "shopify-admin-customer-acquisition-cost-by-source" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source into .opencode/skills/shopify-admin-customer-acquisition-cost-by-source/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-customer-acquisition-cost-by-source", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
shopify-admin-customer-acquisition-cost-by-sourceRead-only: estimates customer acquisition cost (CAC) per traffic source by joining order count per landing site / referrer with configurable ad spend.
Shopify Admin Customer Acquisition Cost By Source is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: estimates customer acquisition cost (CAC) per traffic source by joining order count per landing site / referrer with configurable ad spend.
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Claude Code, Cursor, Codex, Gemini CLI
It sits in Marketing & SEO, covering Paid advertising. It works with Shopify. The repository describes itself as: Community-maintained AI agent skills for operating Shopify stores — workflows, optimization, reports and more. The licence is MIT.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 6765cb4. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
shopifyFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Claude Code, Cursor, Codex, Gemini CLI
From compatibility in the SKILL.md frontmatter.
Shopify Admin Customer Acquisition Cost By Source loads about 1.6k tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 479 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from 40RTY-ai/shopify-admin-skills at commit 6765cb4, republished under its MIT licence (© 40RTY-ai). 479 words, ~1,642 tokens.
.claude/skills/shopify-admin-customer-acquisition-cost-by-source/SKILL.md (or your agent's skills folder).Estimates customer acquisition cost (CAC) for each traffic source by combining the number of new-customer orders attributed to a landing page / referrer with a configurable ad spend input per source. Output answers: "for every dollar spent on source X, how many new customers did we acquire and at what unit cost?" Read-only — no mutations. Provides the data foundation for paid-media budget reallocation.
shopify store auth --store <domain> --scopes read_orders,read_customersread_orders, read_customers| Parameter | Type | Required | Default | Description |
|---|---|---|---|---|
| store | string | yes | — | Store domain (e.g., mystore.myshopify.com) |
| days_back | integer | no | 30 | Lookback window for orders to attribute |
| ad_spend | object | no | {} | Map of source name → spend in store currency, e.g. {"google": 4500, "meta": 3200, "tiktok": 1800} |
| new_customers_only | bool | no | true | Count only first-order customers as "acquired" |
| min_orders_per_source | integer | no | 5 | Minimum orders for a source to be reported |
| format | string | no | human | Output format: human or json |
ℹ️ Read-only skill — no mutations are executed. Safe to run at any time. Ad spend values are caller-provided; this skill does not pull from any ad platform.
OPERATION: orders — query
Inputs: query: "created_at:>='<NOW - days_back days>'", first: 250, select customer { id, numberOfOrders }, customerJourneySummary { firstVisit { landingPage referrerUrl source } }, landingPageUrl, referrerUrl, totalPriceSet, pagination cursor
Expected output: All orders in the window with referral and customer attribution; paginate until hasNextPage: false
Group orders by normalized source. Resolution order:
customerJourneySummary.firstVisit.source if presentreferrerUrllandingPageUrl UTM params (utm_source)directIf new_customers_only: true, drop orders where customer.numberOfOrders > 1 so each customer is counted once
Aggregate per source: orders_count, new_customers_count, revenue_attributed
Join with ad_spend map: cac = ad_spend[source] / new_customers_count. Sources without spend data report cac: null (organic / unattributed)
Filter to sources with orders_count >= min_orders_per_source
# orders:query — validated against api_version 2025-01
query OrdersWithAttribution($query: String!, $after: String) {
orders(first: 250, after: $after, query: $query) {
edges {
node {
id
name
createdAt
landingPageUrl
referrerUrl
customerJourneySummary {
firstVisit {
landingPage
referrerUrl
source
sourceType
utmParameters {
source
medium
campaign
}
}
}
totalPriceSet {
shopMoney {
amount
currencyCode
}
}
customer {
id
numberOfOrders
}
}
}
pageInfo {
hasNextPage
endCursor
}
}
}Claude MUST emit the following output at each stage. This is mandatory.
On start, emit:
╔══════════════════════════════════════════════╗
║ SKILL: Customer Acquisition Cost by Source ║
║ Store: <store domain> ║
║ Started: <YYYY-MM-DD HH:MM UTC> ║
╚══════════════════════════════════════════════╝After each step, emit:
[N/TOTAL] <QUERY|MUTATION> <OperationName>
→ Params: <brief summary of key inputs>
→ Result: <count or outcome>On completion, emit:
For format: human (default):
══════════════════════════════════════════════
CAC BY SOURCE (<days_back> days)
Orders analyzed: <n>
New customers acquired: <n>
Total ad spend (input): $<amount>
Blended CAC: $<amount>
By Source (sorted by CAC ascending):
google Customers: <n> Spend: $<n> CAC: $<n>
meta Customers: <n> Spend: $<n> CAC: $<n>
direct Customers: <n> Spend: — CAC: organic
referral Customers: <n> Spend: — CAC: organic
Output: cac_by_source_<date>.csv
══════════════════════════════════════════════For format: json, emit:
{
"skill": "customer-acquisition-cost-by-source",
"store": "<domain>",
"period_days": 30,
"orders_analyzed": 0,
"new_customers": 0,
"blended_cac": 0,
"currency": "USD",
"by_source": [],
"output_file": "cac_by_source_<date>.csv"
}CSV file cac_by_source_<YYYY-MM-DD>.csv with columns:
source, orders_count, new_customers_count, revenue_attributed, ad_spend, cac, currency
| Error | Cause | Recovery |
|---|---|---|
THROTTLED | API rate limit exceeded | Wait 2 seconds, retry up to 3 times |
Empty ad_spend | No spend provided | Report orders / customers per source with cac: null |
Missing customerJourneySummary | Older orders or guest checkout | Fall back to referrerUrl → landingPageUrl → direct |
All orders from direct | No referrer captured | Likely tracking misconfiguration — surface as warning |
days_back — mismatched windows produce misleading CAC numbers.customer-cohort-analysis to validate that low-CAC sources also produce high-LTV customers.direct often hide attribution leakage — investigate UTM tagging and referrer policies before drawing conclusions.© 40RTY-ai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source of 40RTY-ai/shopify-admin-skills.
Open the folder on GitHubat commit 6765cb4
Shopify Admin Customer Acquisition Cost By Source next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Shopify Admin Customer Acquisition Cost By Source this skill40RTY-ai/shopify-admin-skills | 194 | — | ~1.6k | Automated safety check: Pass | MIT | |
| Ad Conversion Tracking Setupminhnv0807/ai-business-skills | 609 | — | ~3.7k | Automated safety check: Pass | MIT | |
| Shopifythatrebeccarae/claude-marketing | 161 | — | ~2.4k | Automated safety check: Notes | MIT | |
| Ecommerce Marketing Strategy BuilderLeoYeAI/openclaw-master-skills | 2.2k | 1 repos | ~4.6k | Automated safety check: Pass | MIT | |
| Profit Margin Calculator Shopifynexscope-ai/eCommerce-Skills | 1.1k | — | ~641 | Automated safety check: Pass | MIT | |
| Shopify Marketingnexscope-ai/eCommerce-Skills | 1.1k | — | ~3.8k | Automated safety check: Pass | MIT |
minhnv0807/ai-business-skills
Sets up and verifies conversion tracking before ad spend: Meta Pixel and CAPI, Google Ads, GA4, TikTok, server-side GTM, consent mode, UTMs and a pre-launch checklist.
thatrebeccarae/claude-marketing
Shopify e-commerce platform marketing expertise. An agent skill from thatrebeccarae/claude-marketing.
LeoYeAI/openclaw-master-skills
Full-stack e-commerce marketing strategy builder. An agent skill from LeoYeAI/openclaw-master-skills.
nexscope-ai/eCommerce-Skills
Shopify/DTC profit margin calculator for sellers. An agent skill from nexscope-ai/eCommerce-Skills.
nexscope-ai/eCommerce-Skills
Comprehensive Shopify marketing strategy and execution. An agent skill from nexscope-ai/eCommerce-Skills.
LeoYeAI/openclaw-master-skills
Cross-platform PPC strategy planner for ecommerce businesses.
40RTY-ai/shopify-admin-skills
Query checkouts abandoned in the last N days, generate unique discount codes per customer, and tag them for re-engagement.
40RTY-ai/shopify-admin-skills
Update the shipping address on an unfulfilled order before it ships.
40RTY-ai/shopify-admin-skills
Edit the theme's robots.txt.liquid to explicitly allow AI crawlers (GPTBot, ClaudeBot, PerplexityBot, Google-Extended, OAI-SearchBot, Amazonbot) so AI assistants are permitted to read the catalog.
40RTY-ai/shopify-admin-skills
Rewrite thin product descriptions into structured, fact-rich copy (materials, fit, use-cases, the words shoppers actually type) so AI agents have something concrete to quote and match.
40RTY-ai/shopify-admin-skills
Generate and set descriptive alt text on product images so AI agents (which can't 'see' pixels) can understand and recommend what each product looks like.
40RTY-ai/shopify-admin-skills
Generate and publish an /llms.txt guide (brand summary, flagship products, key policies, contact) via a theme template so AI assistants get a curated, machine-readable map of the store.
Works with
Categories
Read-only: estimates customer acquisition cost (CAC) per traffic source by joining order count per landing site / referrer with configurable ad spend. Shopify Admin Customer Acquisition Cost By Source is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: estimates customer acquisition cost (CAC) per traffic source by joining order count per landing site / referrer with configurable ad spend.
Shopify Admin Customer Acquisition Cost By Source fits situations like: tasks that involve Paid advertising.
Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-acquisition-cost-by-source -a claude-code`. Or copy the skill folder (skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source in 40RTY-ai/shopify-admin-skills) into .claude/skills/shopify-admin-customer-acquisition-cost-by-source in your project. Claude Code loads it when a task matches its description.
Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-acquisition-cost-by-source -a codex`. Or copy the skill folder (skills/customer-ops/shopify-admin-customer-acquisition-cost-by-source in 40RTY-ai/shopify-admin-skills) into .agents/skills/shopify-admin-customer-acquisition-cost-by-source in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-acquisition-cost-by-source -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/shopify-admin-customer-acquisition-cost-by-source, .gemini/skills/shopify-admin-customer-acquisition-cost-by-source, .github/skills/shopify-admin-customer-acquisition-cost-by-source and .opencode/skills/shopify-admin-customer-acquisition-cost-by-source in your project.
Going by SKILL.md and its folder, Shopify Admin Customer Acquisition Cost By Source needs the command-line tools its instructions call (shopify). Compatibility (from SKILL.md): Claude Code, Cursor, Codex, Gemini CLI.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Shopify Admin Customer Acquisition Cost By Source is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.6k tokens (SKILL.md is roughly 6.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Shopify Admin Customer Acquisition Cost By Source: Ad Conversion Tracking Setup (minhnv0807/ai-business-skills, 609 stars), Shopify (thatrebeccarae/claude-marketing, 161 stars), Ecommerce Marketing Strategy Builder (LeoYeAI/openclaw-master-skills, 2.2k stars) and Profit Margin Calculator Shopify (nexscope-ai/eCommerce-Skills, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
40RTY-ai (a GitHub organization) maintains it in 40RTY-ai/shopify-admin-skills, which has 194 GitHub stars. The repository holds 116 skills in this directory. The repository was last updated on August 14, 2026.
Source: 40RTY-ai/shopify-admin-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.