d-dat · agentic ai marketing TR·EN← glossaryen
// glossary

What is a Funnel?

Marketing / Sales Funnel

A funnel represents the staged journey from a prospect's first brand contact to a purchase. At each stage some users drop out — the surviving group shrinks, hence the inverted-funnel shape. Each stage's conversion rate is tracked separately to find where the bottleneck lives.

// classic funnel: AIDA

  • Awareness — user learns the brand exists.
  • Interest — engages with what the brand does.
  • Desire — wants the product, compares alternatives.
  • Action — purchase, signup, download.

// modern funnel: TOFU / MOFU / BOFU

  • TOFU (Top of Funnel) — broad audience, education content. Metrics: reach, CPM, video views.
  • MOFU (Middle of Funnel) — interested users, comparison content, lead magnets. Metrics: CPL, ebook downloads, demo signups.
  • BOFU (Bottom of Funnel) — purchase-ready users, pricing, demos, free trial. Metrics: CPA, conversion rate, revenue.

// how to do funnel analysis

  1. Define stages — e.g. homepage → product page → cart → checkout → order complete.
  2. Measure user count at each stage (GA4, Mixpanel, Amplitude, d-lens).
  3. Compute stage-to-stage conversion rate.
  4. Find the biggest drop ("the bottleneck").
  5. Hypothesize, A/B test, measure.

// e-commerce CR benchmarks

  • Homepage → product: 30-50%.
  • Product → cart: 8-15%.
  • Cart → checkout: 50-65%.
  • Checkout → order: 70-85%.
  • Total homepage → order: 1.5-3.5%.

// common pitfalls

  • Linear assumption — real journeys zigzag; same user returns 3-4 times across devices.
  • TOFU-only investment — traffic without conversion.
  • BOFU-only investment — short-term sales but no new audience growth.
  • Last-click attribution — TOFU value invisible; data-driven attribution fixes this.
Example: An e-commerce site reported 250K visits/mo, 4,200 orders (CR 1.68%). Funnel decomposition revealed product-to-cart at 6.5% (below benchmark). Redesigning 14 product pages (hero image + social proof + stock urgency) lifted product-to-cart to 11% in 30 days; total CR climbed to 2.4% — 1,800 extra monthly orders on the same traffic.
Message us on WhatsApp