Influencer tracking

01What is it?
Influencer marketing drives significant revenue but is notoriously difficult to attribute because customers often see a post, leave the platform, and purchase days later through a direct or organic channel. The value is a focused slice of influencer tracking judgment, useful when several similar skills cover the same ground.
02Inputs
Context the agent needs: your goals, audience, constraints, and any source material the skill asks for.
03Output
A ready-to-use result: the analysis, copy, or recommendations the agent produces.
Paste-ready

Install as a package

Installs this one skill package for your coding agent, including any supporting files that skill ships with — not every skill in the repository. Read the tutorial.

Terminal
$ npx skills add finsilabs/awesome-ecommerce-skills --skill influencer-tracking

Use in Profound

Copy this file into a new Profound Skill. That's it, nothing else to install.

Copy and create in Profound
SKILL.md

Influencer Tracking

Overview

Influencer marketing drives significant revenue but is notoriously difficult to attribute because customers often see a post, leave the platform, and purchase days later through a direct or organic channel. The solution is using both UTM links (for web traffic) and unique discount codes (for purchase attribution) together — these two signals complement each other and provide reliable attribution across devices. Most of this setup requires no custom code.

Note: For full influencer campaign management (discovery, briefs, deliverables), see @influencer-marketplace-integration. This skill focuses purely on attribution and analytics.

When to Use This Skill

  • When managing 10+ influencer partnerships and tracking them in a spreadsheet
  • When needing to prove ROI of influencer spend to leadership with first-party data
  • When running gifting campaigns and needing to separate organic versus paid post attribution
  • When comparing performance across platforms (Instagram, TikTok, YouTube) in a single dashboard

Core Instructions

Step 1: Set up UTM links for each creator

Create a unique UTM link for every influencer and campaign combination. Use Google's Campaign URL Builder at ga-dev-tools.google.com/campaign-url-builder:

UTM ParameterValueExample
utm_sourceSocial platforminstagram, tiktok, youtube
utm_mediumAlways influencerinfluencer
utm_campaignCampaign namespring-2026, black-friday
utm_contentCreator handlejanedoe, johndoe_fitness

Example URL: yourstore.com/?utm_source=instagram&utm_medium=influencer&utm_campaign=spring-2026&utm_content=janedoe

Shorten the link for Instagram bio use: use Bitly or a custom short domain. Store the mapping between short URL and UTM parameters in a spreadsheet.

Important: give influencers the shortened link and instruct them to place it in their link-in-bio, not in the post caption (Instagram captions do not have clickable links).

Step 2: Create unique discount codes for each creator

Discount codes capture purchases that happen via direct/organic after the initial influencer visit — the UTM link alone misses these.


Shopify

  1. Go to Shopify Admin → Discounts → Create Discount → Amount off order
  2. Configure:
    • Discount code: JANEDOE15 (creator handle + percentage)
    • Discount type: Percentage — 15%
    • Applies to: All products (or specific collections if needed)
    • Minimum purchase requirement: $30 (to ensure positive ROI)
    • Usage limits: Enable "Limit to one use per customer"
    • Active dates: Set campaign start and end date
  3. Click Save and send the code to the influencer

Pro tip: Use Shopify Flow (Plus) or an app like Glew to automatically tag orders using a specific discount code with the influencer's name — this makes attribution reporting easier.


WooCommerce

  1. Go to WooCommerce → Marketing → Coupons → Add coupon
  2. Configure:
    • Coupon code: JANEDOE15
    • Discount type: Percentage discount — 15%
    • Minimum spend: $30
    • Usage limit per user: 1
    • Coupon expiry date: Campaign end date
  3. Under Restrictions → Allowed emails: optionally limit to new customers only

BigCommerce

  1. Go to BigCommerce Admin → Marketing → Promotions → Create Promotion
  2. Set coupon code, discount amount, and usage limits
  3. Set an expiry date matching the campaign end date

Step 3: Track attribution in Google Analytics 4

For all platforms, UTM tracking works through GA4 automatically:

  1. In GA4 → Reports → Acquisition → Traffic Acquisition: filter by Session medium = influencer to see all influencer-driven sessions
  2. In GA4 → Reports → Acquisition → Traffic Acquisition: add Session campaign as a secondary dimension to compare by campaign
  3. In GA4 → Explore → Free Form: build a report with utm_content as a dimension to compare creator performance

See influencer-attributed revenue:

  1. Go to GA4 → Reports → Monetization → Ecommerce Purchases
  2. Filter by utm_medium = influencer
  3. Add utm_content as a dimension to see revenue per creator

Step 4: Track discount code revenue


Shopify

  1. Go to Shopify Admin → Analytics → Reports → Discounts → Discount codes
  2. Filter by creator-specific codes to see revenue, order count, and usage per influencer
  3. For a comparison view: Analytics → Custom Reports → Orders → group by discount code

WooCommerce

  1. Go to WooCommerce → Analytics → Coupons
  2. Filter by influencer-specific coupon codes to see revenue and orders
  3. Or install Metorik ($50/mo) for more advanced coupon attribution reporting

Step 5: Build a creator performance tracker

Combine UTM revenue (from GA4) and discount code revenue (from Shopify/WooCommerce) in a single tracking spreadsheet:

CreatorPlatformCampaignUTM RevenueCode RevenueTotal RevenueCostROAS
@janedoeInstagramSpring 2026$840$1,200$2,040$5004.1x
@johndoeTikTokSpring 2026$320$680$1,000$3003.3x

ROAS calculation: Total Revenue ÷ Campaign Cost (flat fee + COGS of gifted product + commission paid)

Normalize by reach for fair comparison between micro and macro influencers:

  • Revenue per 1,000 followers = Total Revenue / (Follower Count / 1,000)
  • This metric often reveals that micro-influencers outperform macro-influencers significantly

Step 6: For headless stores — capture first-touch attribution

Standard last-click UTM attribution in GA4 misses influencer impact. Capture first-touch UTM data server-side:

// On page load, store the first UTM touch in a session cookie
function captureFirstTouchUTM() {
  const params = new URLSearchParams(window.location.search);
  if (!params.get('utm_source')) return;

  // Only store if no first-touch already captured this session
  if (!sessionStorage.getItem('first_touch_utm')) {
    sessionStorage.setItem('first_touch_utm', JSON.stringify({
      utm_source: params.get('utm_source'),
      utm_medium: params.get('utm_medium'),
      utm_campaign: params.get('utm_campaign'),
      utm_content: params.get('utm_content'),
      landed_at: new Date().toISOString(),
    }));
  }
}

// At checkout, include first-touch UTM in the order metadata
// Store in your order database for reporting

Best Practices

  • Always use both UTM links and promo codes — UTM tracks web traffic; codes capture purchases that happen days later via direct or organic
  • Use utm_content for the influencer handle — this lets you compare performance by creator within a single campaign (e.g., 20 influencers in the same spring campaign)
  • For Instagram, links must go in bio — give influencers a link-in-bio URL and tell them to reference "link in bio" in their caption; caption links are not clickable
  • Set campaign end dates on promo codes — expires influencer discounts automatically and prevents long-term code sharing on coupon sites
  • Track gifting value as campaign cost — gifted products have COGS; include this in your ROAS calculation
  • Compare EMV (Earned Media Value) alongside revenue — high-reach posts with lower conversion may still justify spend as brand awareness

Common Pitfalls

ProblemSolution
Promo codes shared on coupon/deal sitesAdd per-customer usage limit (1 per customer) and monitor daily usage velocity for spikes
UTM attribution lost when customer uses a different deviceSupplement UTM tracking with promo codes as a device-agnostic signal
No way to compare micro-influencers vs. macro-influencers fairlyCalculate revenue per 1,000 followers (normalized RPM) to compare across follower counts
Influencer posts after campaign end dateAdd a 7-day grace period to your code expiry; store first_attributed_order_at to detect late posts
GA4 shows organic instead of influencer for returning customersUse first-touch attribution model in GA4 Explore or compare against discount code data

Related Skills

  • @influencer-marketplace-integration
  • @affiliate-program
  • @marketing-attribution-dashboard
  • @social-commerce
  • @ugc-campaign-management

How do I install Influencer tracking in Cursor, Claude Code, or Codex?

Run npx skills add finsilabs/awesome-ecommerce-skills --skill influencer-tracking in the project where you want it, then ask your agent for the skill by name. The --skill flag installs only Influencer tracking, not every skill in the repository.

Where does Influencer tracking come from and what license is it under?

Influencer tracking comes from the finsilabs/awesome-ecommerce-skills repository on GitHub. That repository has 34 GitHub stars. The skill is published under the MIT license.

Prefer plain text? Read the Influencer tracking guide as markdown.