Agent skill

Shopify Admin Customer Cohort Analysis

by 40RTY-ai in 40RTY-ai/shopify-admin-skills

Read-only: groups customers by first-purchase month and tracks repeat purchase rate and revenue per cohort.

Install Shopify Admin Customer Cohort Analysis

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-cohort-analysis -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-customer-cohort-analysis --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ 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-cohort-analysis .claude/skills/shopify-admin-customer-cohort-analysis && rm -rf skills-src

Use ~/.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/

Paste into Claude Code

Install the "shopify-admin-customer-cohort-analysis" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-cohort-analysis into .claude/skills/shopify-admin-customer-cohort-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-customer-cohort-analysis", 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

$skill-installer install https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-cohort-analysis

Type 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.

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-cohort-analysis -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-customer-cohort-analysis --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ 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-cohort-analysis .agents/skills/shopify-admin-customer-cohort-analysis && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "shopify-admin-customer-cohort-analysis" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-cohort-analysis into .agents/skills/shopify-admin-customer-cohort-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-customer-cohort-analysis", 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.

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-cohort-analysis -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-customer-cohort-analysis --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ 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-cohort-analysis .cursor/skills/shopify-admin-customer-cohort-analysis && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "shopify-admin-customer-cohort-analysis" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-cohort-analysis into .cursor/skills/shopify-admin-customer-cohort-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-customer-cohort-analysis", 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

$ gemini skills install https://github.com/40RTY-ai/shopify-admin-skills.git --path skills/customer-ops/shopify-admin-customer-cohort-analysis

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-cohort-analysis -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-customer-cohort-analysis --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ 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-cohort-analysis .gemini/skills/shopify-admin-customer-cohort-analysis && rm -rf skills-src

Use ~/.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/

Paste into Gemini CLI

Install the "shopify-admin-customer-cohort-analysis" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-cohort-analysis into .gemini/skills/shopify-admin-customer-cohort-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-customer-cohort-analysis", 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.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-customer-cohort-analysis

Installs 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).

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-cohort-analysis -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ 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-cohort-analysis .github/skills/shopify-admin-customer-cohort-analysis && rm -rf skills-src

Use ~/.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/

Paste into GitHub Copilot

Install the "shopify-admin-customer-cohort-analysis" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-cohort-analysis into .github/skills/shopify-admin-customer-cohort-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-customer-cohort-analysis", 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.

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-cohort-analysis -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-customer-cohort-analysis --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ 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-cohort-analysis .opencode/skills/shopify-admin-customer-cohort-analysis && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "shopify-admin-customer-cohort-analysis" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/customer-ops/shopify-admin-customer-cohort-analysis into .opencode/skills/shopify-admin-customer-cohort-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-customer-cohort-analysis", 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.

Facts

Skill name: shopify-admin-customer-cohort-analysis
GitHub stars: 194
Token cost: ~1.3k tokens
SKILL.md length: 362 words
Files: 1
Skills in repo: 116
Repo updated: Aug 14, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Read-only: groups customers by first-purchase month and tracks repeat purchase rate and revenue per cohort.

Works in 3 steps: OPERATION: customers — query → OPERATION: orders — query → Group customers by first-order month…
Tasks that involve Product analytics
SKILL.md covers Purpose, Prerequisites, Parameters and Safety, plus 6 more sections
Calls shopify

What it does

Shopify Admin Customer Cohort Analysis is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: groups customers by first-purchase month and tracks repeat purchase rate and revenue per cohort.

Its SKILL.md is about 1.3k 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 Data & Analytics, covering Product analytics. 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.

When your agent uses it

Tasks that involve Product analytics

Example prompts

“/shopify-admin-customer-cohort-analysis”

Requirements

Compatibility (from SKILL.md): Claude Code, Cursor, Codex, Gemini CLI

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

OPERATION: customers — query
OPERATION: orders — query
Group customers by first-order month (cohort); for each cohort, calculate repeat purchase rate and total revenue in months 1, 2, 3+

What it can do on your machine

Read from SKILL.md and the folder at commit 6765cb4. It shows what the files ask for, not the result of running them.

Tool permissions
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.
Runs code
Shell commands in SKILL.md call:
- shopify
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Claude Code, Cursor, Codex, Gemini CLI
From compatibility in the SKILL.md frontmatter.

Context cost

Shopify Admin Customer Cohort Analysis loads about 1.3k tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 362 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~37
When it runs · the whole SKILL.md, loaded when a task matches: ~1.3k

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.

Safety

Auto-check passed

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.

SKILL.md

The full file from 40RTY-ai/shopify-admin-skills at commit 6765cb4, republished under its MIT licence (© 40RTY-ai). 362 words, ~1,345 tokens.

Download SKILL.mdSave it as .claude/skills/shopify-admin-customer-cohort-analysis/SKILL.md (or your agent's skills folder).

name: shopify-admin-customer-cohort-analysis
description: Read-only: groups customers by first-purchase month and tracks repeat purchase rate and revenue per cohort.
compatibility: Claude Code, Cursor, Codex, Gemini CLI
role: customer-ops
toolkit: shopify-admin, shopify-admin-execution
api_version: 2025-01
graphql_operations: customers:query, orders:query
status: stable

Purpose

Groups customers by the month of their first purchase and tracks how each cohort performs over time: how many customers repurchase, how many orders they place, and how much revenue each cohort generates in subsequent months. Cohort analysis is the gold standard for measuring retention and the health of a subscription or loyalty program. Read-only — no mutations.

Prerequisites

Authenticated Shopify CLI session: shopify store auth --store <domain> --scopes read_customers,read_orders
API scopes: read_customers, read_orders

Parameters

Parameter	Type	Required	Default	Description
store	string	yes	—	Store domain (e.g., mystore.myshopify.com)
cohort_months	integer	no	6	Number of months of cohorts to analyze
follow_months	integer	no	3	Number of months to follow each cohort after acquisition
format	string	no	human	Output format: `human` or `json`

Safety

ℹ️ Read-only skill — no mutations are executed. Safe to run at any time.

Workflow Steps

OPERATION: customers — query Inputs: query: "created_at:>='<NOW - cohort_months months>'", first: 250, select id, createdAt, numberOfOrders, pagination cursor Expected output: Customers acquired in the cohort window
OPERATION: orders — query Inputs: query: "created_at:>='<NOW - cohort_months + follow_months months>'", first: 250, select customer { id }, createdAt, totalPriceSet, pagination cursor Expected output: All orders to build per-customer purchase timeline
Group customers by first-order month (cohort); for each cohort, calculate repeat purchase rate and total revenue in months 1, 2, 3+

GraphQL Operations

graphql

# customers:query — validated against api_version 2025-01
query CohortCustomers($query: String!, $after: String) {
  customers(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        createdAt
        numberOfOrders
        amountSpent {
          amount
          currencyCode
        }
        defaultEmailAddress {
          emailAddress
        }
      }
    }
    pageInfo {
      hasNextPage
      endCursor
    }
  }
}

graphql

# orders:query — validated against api_version 2025-01
query CohortOrders($query: String!, $after: String) {
  orders(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        createdAt
        totalPriceSet {
          shopMoney {
            amount
            currencyCode
          }
        }
        customer {
          id
        }
      }
    }
    pageInfo {
      hasNextPage
      endCursor
    }
  }
}

Show full SKILL.md (149 more words)Show less

Session Tracking

Claude MUST emit the following output at each stage. This is mandatory.

On start, emit:

╔══════════════════════════════════════════════╗
║  SKILL: Customer Cohort Analysis             ║
║  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):

══════════════════════════════════════════════
CUSTOMER COHORT ANALYSIS
  Cohort months analyzed:  <n>
  Total customers tracked: <n>

  Cohort      Acquired  M+1 Repeat  M+2 Repeat  M+3 Repeat
  ──────────────────────────────────────────────────────────
  2026-01     <n>       <pct>%       <pct>%       <pct>%
  2026-02     <n>       <pct>%       <pct>%       <pct>%
  Output: cohort_analysis_<date>.csv
══════════════════════════════════════════════

For format: json, emit:

json

{
  "skill": "customer-cohort-analysis",
  "store": "<domain>",
  "cohorts": [],
  "output_file": "cohort_analysis_<date>.csv"
}

Output Format

CSV file cohort_analysis_<YYYY-MM-DD>.csv with columns: cohort_month, customers_acquired, repeat_purchasers, repeat_rate_pct, total_revenue, revenue_per_customer, month_offset

Error Handling

Error	Cause	Recovery
`THROTTLED`	API rate limit exceeded	Wait 2 seconds, retry up to 3 times
Insufficient history	Store newer than cohort window	Analyze available months only
Guest checkout orders	No customer record	Exclude from cohort tracking

Best Practices

A healthy ecommerce business typically sees 20–40% of first-month customers repeat within 90 days — use this as a benchmark.
Declining repeat rates in recent cohorts may signal product quality issues, CX friction, or increased competition.
Use follow_months: 6 for subscription-oriented businesses where the repeat window is longer.
Pair with customer-spend-tier-tagger — customers from high-repeat cohorts are your best candidates for the Gold/Platinum tier.

Files

Just SKILL.md in skills/customer-ops/shopify-admin-customer-cohort-analysis of 40RTY-ai/shopify-admin-skills.

Open the folder on GitHubat commit 6765cb4

Compare with similar skills

Shopify Admin Customer Cohort Analysis 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.

Shopify Admin Customer Cohort Analysis compared with similar skills
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Shopify Admin Customer Cohort Analysis this skill40RTY-ai/shopify-admin-skills	194	—	~1.3k	Automated safety check: Pass	MIT	1 mo ago
Analytics Tracking Automationjtrackingai/analytics-tracking-automation	142	—	~2.8k	Automated safety check: Pass	Apache-2.0	5 mo ago
13 Data Analysis Globalminhnv0807/ai-business-skills	609	—	~4k	Automated safety check: Pass	MIT	29 days ago
PostHog CLI Queriesdebugtheworldbot/keyStats	1.5k	—	~1.2k	Automated safety check: Pass	MIT	8 days ago
Retentioneering Contributingretentioneering/retentioneering-tools	927	—	~1.8k	Automated safety check: Pass	Apache-2.0	3 days ago
Retentioneering Product Analyticsretentioneering/retentioneering-tools	927	—	~1.6k	Automated safety check: Pass	Apache-2.0	3 days ago

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Works with

Shopify

Questions about Shopify Admin Customer Cohort Analysis

What does Shopify Admin Customer Cohort Analysis do?

Read-only: groups customers by first-purchase month and tracks repeat purchase rate and revenue per cohort. Shopify Admin Customer Cohort Analysis is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: groups customers by first-purchase month and tracks repeat purchase rate and revenue per cohort.

When should I use Shopify Admin Customer Cohort Analysis?

Shopify Admin Customer Cohort Analysis fits situations like: tasks that involve Product analytics.

How do I install Shopify Admin Customer Cohort Analysis in Claude Code?

Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-cohort-analysis -a claude-code`. Or copy the skill folder (skills/customer-ops/shopify-admin-customer-cohort-analysis in 40RTY-ai/shopify-admin-skills) into .claude/skills/shopify-admin-customer-cohort-analysis in your project. Claude Code loads it when a task matches its description.

How do I install Shopify Admin Customer Cohort Analysis in Codex?

Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-customer-cohort-analysis -a codex`. Or copy the skill folder (skills/customer-ops/shopify-admin-customer-cohort-analysis in 40RTY-ai/shopify-admin-skills) into .agents/skills/shopify-admin-customer-cohort-analysis in your project. Codex loads it when a task matches its description.

Can I use Shopify Admin Customer Cohort Analysis in Cursor, Gemini CLI or GitHub Copilot?

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-cohort-analysis -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-cohort-analysis, .gemini/skills/shopify-admin-customer-cohort-analysis, .github/skills/shopify-admin-customer-cohort-analysis and .opencode/skills/shopify-admin-customer-cohort-analysis in your project.

What does Shopify Admin Customer Cohort Analysis need to run?

Going by SKILL.md and its folder, Shopify Admin Customer Cohort Analysis needs the command-line tools its instructions call (shopify). Compatibility (from SKILL.md): Claude Code, Cursor, Codex, Gemini CLI.

Does Shopify Admin Customer Cohort Analysis access the network?

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.

Is Shopify Admin Customer Cohort Analysis safe to install?

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.

What licence does Shopify Admin Customer Cohort Analysis use?

Shopify Admin Customer Cohort Analysis is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Shopify Admin Customer Cohort Analysis use?

About 1.3k tokens (SKILL.md is roughly 5.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Shopify Admin Customer Cohort Analysis?

Skills that share tags, products or a category with Shopify Admin Customer Cohort Analysis: Analytics Tracking Automation (jtrackingai/analytics-tracking-automation, 142 stars), 13 Data Analysis Global (minhnv0807/ai-business-skills, 609 stars), PostHog CLI Queries (debugtheworldbot/keyStats, 1.5k stars) and Retentioneering Contributing (retentioneering/retentioneering-tools, 927 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Shopify Admin Customer Cohort Analysis?

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.

Install Shopify Admin Customer Cohort Analysis

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Compatibility

Context cost

Safety

SKILL.md

Purpose

Prerequisites

Parameters

Safety

Workflow Steps

GraphQL Operations

Session Tracking

Output Format

Error Handling

Best Practices

Files

Compare with similar skills

Similar skills

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