traffic-analysis

When the user wants to analyze website traffic sources, attribution, or dark traffic. Also use when the user mentions "traffic sources," "dark traffic,"…

INSTALLATION
npx skills add https://github.com/kostja94/marketing-skills --skill traffic-analysis
Run in your project or agent environment. Adjust flags if your CLI version differs.

SKILL.md

$27

Brand traffic grows over time as brand awareness increases.

Bot Traffic

A large share of traffic can be bot traffic—RPA, search crawlers, spiders, scrapers. Exclude or segment when evaluating real user behavior; use GA4 filters or segments to isolate human traffic.

Traffic Channels

Channel

Typical Sources

Attribution

Organic

Google, Bing, other search

Referrer preserved

Paid (web)

Google Ads, Meta Ads, etc.

UTM required

Paid (app)

App install ads; Google App Campaigns, Apple Search Ads

UTM; in-app events

Paid (TV/CTV)

Streaming ads; Hulu, Roku, YouTube TV

UTM for QR/URL; brand lift

Social

Public posts (Facebook, LinkedIn, etc.)

Often preserved

Referral

External sites, backlinks

Referrer preserved

Direct

Typed URL, bookmarks

No referrer

Email

Newsletters, campaigns

Often dark without UTM

Dark Traffic

What It Is

Traffic without clear origin--analytics tools default to "Direct" when referrer is missing. Common causes:

  • Private/dark social: WhatsApp, Messenger, Slack, Discord, TikTok shares
  • Email clients: Many strip referrer headers
  • HTTPS->HTTP: Referrer not passed
  • Mobile apps: In-app browsers often omit referrer
  • Ad blockers, privacy tools: Block tracking

Misattribution (Research)

When traffic was sent from known sources, analytics often misattributed:

  • 100% as direct: TikTok, Slack, Discord, WhatsApp, Mastodon
  • 75%: Facebook Messenger
  • 30%: Instagram DMs
  • 14%: LinkedIn public posts
  • 12%: Pinterest

Mitigation

Action

Purpose

UTM parameters

Tag links in emails, social, campaigns: ?utm_source=X&utm_medium=Y&utm_campaign=Z

Block internal IPs

Exclude company visits from reports

Segment direct traffic

Split by page type to estimate dark vs. genuine direct

Segmenting Direct Traffic

  • Expected direct: Homepage, short URLs, brand pages--likely real direct
  • Unexpected direct: Long URLs, deep pages, product pages--likely dark traffic
  • Report separately: Use segments in GA4/analytics to avoid overcounting direct

Attribution for Channel Optimization

Ads, growth channels, and medium can be optimized by viewing attribution data. Clean UTM + conversion tracking feeds attribution models; reliable attribution drives budget allocation and channel decisions.

Use

Action

Optimize ads

Compare paid channels (Google, Meta, LinkedIn) by attributed conversions; reallocate budget to winners

Optimize growth channels

Identify which medium (cpc, email, social, referral) drives conversions; scale what works

Multi-touch attribution

Requires clean UTM data; inconsistent tagging (e.g., facebook vs Facebook) fragments reports and misattributes

GA4 Default Channel Grouping: Align utm_medium and utm_source with GA4's rules to avoid "Unassigned" traffic. ~30% of campaigns lack proper UTM markup, leading to wasted ad spend; teams standardizing UTM see 29% improvement in attribution accuracy.

Reference: UTM.io – utm_medium, utm_campaign & utm_source Optimization, UTMs for Marketing Attribution

UTM Best Practices

Parameter

Use

Example

utm_source

Origin

newsletter, facebook, google

utm_medium

Channel type

email, cpc, social

utm_campaign

Campaign name

summer_sale, product_launch

utm_content

Variant (optional)

banner_a, cta_button

utm_term

Paid keyword (optional)

running_shoes

GA4 alignment (avoid Unassigned):

Channel

utm_medium

utm_source

Paid Search

cpc

google, bing

Paid Social

paid-social, cpc

facebook, instagram

Email

email

newsletter, mailchimp

Organic Social

social

twitter, linkedin

App install

cpc, app

google, facebook, apple

CTV / Streaming

video, ctv

hulu, roku, youtube

Display / Banner

display, cpc

Publisher or network name

Directory ads

paid, cpc

taaft, shopify, g2, capterra

  • Consistent naming: Lowercase, hyphens; document conventions; never tag internal links (overwrites session attribution)
  • Apply everywhere: Every link in emails, social posts, ads
  • Avoid: Typos, inconsistent values; causes fragmentation

Traffic Diversification

Principle

Guideline

Search share

Keep organic search below ~75% of total traffic

Health

Higher direct + referral share = healthier profile

Brand sites

Diversified traffic is common for strong brands

Engagement

Content, email, social, free tools drive return visits

See seo-monitoring for full SEO data analysis framework.

Natural Traffic Benchmark

Location: GA4 > Reports > Acquisition > Traffic acquisition

  • Review organic traffic trend
  • Record baseline (e.g., monthly total)
  • Compare periodically to detect growth or decline

Output Format

  • Traffic source breakdown
  • Dark traffic estimate and actions
  • UTM tagging recommendations
  • Segmentation approach for reporting

Related Skills

  • analytics-tracking: Implement UTM, events, conversions; attribution models
  • google-ads, paid-ads-strategy: Paid channels; attribution informs budget allocation
  • ai-traffic-tracking: AI search traffic
  • google-search-console: GSC performance and indexing analysis
  • seo-monitoring: Full SEO data analysis system, benchmark, article database
  • email-marketing: Email strategy; UTM for email links
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