All examples for Cross-Channel Performance Comparator

E-commerce CPC vs CPM Comparison

Comparing Google Ads (CPC model) against Facebook Ads (CPM model) for an e-commerce business. Demonstrates normalizing different pricing models to cost per conversion and ROAS, with budget reallocation recommendations based on efficiency rankings.

Input

What you provide to the skill

Compare Google Ads CPC ($5k, 2500 clicks, 50 purchases, $8k revenue) vs Facebook CPM ($3k, 600k impressions, 4k clicks, 40 purchases, $6k revenue)

Output

What the skill generates for you

Cross-Channel Performance Analysis

Normalized Metrics Summary

Channel Spend Conversions Cost/Conv ROAS Conv Rate Efficiency Score
Facebook CPM $3,000 40 $75.00 2.00x 1.0% 100% (best)
Google Ads CPC $5,000 50 $100.00 1.60x 2.0% 75%

Detailed Channel Breakdown

Facebook CPM (Best Efficiency)

  • Original model: CPM - $5.00 per 1,000 impressions
  • Impressions: 600,000
  • Clicks: 4,000
  • Normalized CPC: $0.75 ($3,000 / 4,000 clicks)
  • Click-through rate: 0.67% (4,000 clicks / 600,000 impressions)
  • Conversion rate: 1.0% (40 purchases / 4,000 clicks)
  • Cost per conversion: $75.00 - Lowest
  • Revenue: $6,000
  • ROAS: 2.00x

Google Ads CPC

  • Original model: CPC - $2.00 per click
  • Clicks: 2,500
  • Normalized CPM: $8.33 (estimated, assuming 0.6% CTR)
  • Conversion rate: 2.0% (50 purchases / 2,500 clicks)
  • Cost per conversion: $100.00
  • Revenue: $8,000
  • ROAS: 1.60x

Channel Rankings

By Efficiency (Cost per Conversion):

  1. Facebook CPM: $75.00/conversion - Best efficiency
  2. Google Ads CPC: $100.00/conversion (+33% vs Facebook)

By Revenue Performance (ROAS):

  1. Facebook CPM: 2.00x - Best return
  2. Google Ads CPC: 1.60x

By Volume Delivered:

  1. Google Ads: 50 conversions (highest volume)
  2. Facebook: 40 conversions

By Conversion Quality:

  1. Google Ads: 2.0% conversion rate (higher intent)
  2. Facebook: 1.0% conversion rate (cold traffic)

Insights and Recommendations

Facebook CPM - Best Efficiency Winner

  • Most efficient at $75/conversion (25% cheaper than Google)
  • Better ROAS at 2.00x vs 1.60x
  • Lower conversion rate (1.0%) is typical for CPM-based cold traffic campaigns
  • High click volume (4,000 clicks) shows strong reach and scalability
  • Action: This is your most efficient channel - increase budget by 40-60% to scale

Important Context:
Facebook’s efficiency advantage comes from lower cost per click ($0.75 vs $2.00), which more than compensates for Google’s higher conversion rate. The cold traffic nature means there’s room to improve conversion rate through better landing pages or retargeting.

Google Ads CPC - Volume and Quality Leader

  • Higher cost per conversion at $100 (33% more expensive than Facebook)
  • Lower ROAS at 1.60x
  • However: 2x higher conversion rate (2.0% vs 1.0%) indicates better quality, higher-intent traffic
  • Delivered highest volume (50 conversions)
  • Action: Maintain current spend, focus on reducing CPC through quality score improvements and negative keyword optimization

Quality vs Efficiency Trade-off:
Google delivers higher-intent traffic (2% conversion rate) but at a premium cost per click. Facebook delivers larger click volume at lower cost, but with lower conversion rate. Both are profitable (ROAS > 1.0x).

Budget Reallocation Scenario

Scenario 1: Maximize Efficiency
Shift $1,000 from Google to Facebook:

  • Facebook: $3,000 -> $4,000 (+$1,000)
    • Expected: 53 conversions (+13), $10,667 revenue (+$2,667)
  • Google: $5,000 -> $4,000 (-$1,000)
    • Expected: 40 conversions (-10), $6,400 revenue (-$1,600)
  • Net impact: +3 conversions, +$1,067 revenue from same total budget

Scenario 2: Maximize Volume
Maintain current allocation or slightly increase Google:

  • Current setup delivers 90 total conversions
  • Google’s higher conversion rate makes it the volume leader despite higher cost

Key Metrics Comparison

Cost Efficiency:

  • Facebook wins: $75/conversion vs $100/conversion
  • 25% cost advantage for Facebook

Revenue Efficiency:

  • Facebook wins: 2.00x ROAS vs 1.60x ROAS
  • 25% ROAS advantage for Facebook

Traffic Quality:

  • Google wins: 2.0% conversion rate vs 1.0% conversion rate
  • Google traffic converts at 2x the rate

Reach & Scale:

  • Facebook wins: 600k impressions, 4k clicks vs 2.5k clicks
  • Facebook provides 60% more click volume at 62.5% lower CPC

Recommendations

Immediate Actions:

  1. Scale Facebook: Increase Facebook budget to $4,000-5,000/month to capitalize on superior efficiency
  2. Optimize Google: Audit Google campaigns for:
    • Low-quality keywords driving up CPC
    • Opportunities to improve Quality Score and reduce CPC
    • Better ad copy to maintain high conversion rate

Testing Priorities:

  1. Facebook: Test conversion rate optimization to move from 1.0% toward 1.5%
    • Better landing page targeting
    • Retargeting campaigns for engaged users
    • Lookalike audiences based on converters
  2. Google: Test strategies to reduce CPC while maintaining 2.0% conversion rate
    • Quality Score improvements
    • Ad extension optimization
    • Dayparting and device bid adjustments

Long-term Strategy:

  • Facebook is your efficiency engine - scale this up while maintaining performance
  • Google is your quality/volume engine - optimize costs to improve efficiency
  • Both channels are profitable (ROAS > 1.0x) and complementary
  • Ideal allocation: 55% Facebook, 45% Google to balance efficiency and volume

Next Steps

  1. This week: Increase Facebook budget by $1,000, monitor conversion rate and ROAS
  2. This week: Export Google Ads search term report, identify wasted spend
  3. Next month: Run Facebook conversion rate optimization test (new landing page variants)
  4. Next month: Implement Google Quality Score improvements (ad relevance, landing page experience)
  5. Next quarter: Pull customer lifetime value (CLV) by channel to validate ROAS assumptions with repeat purchases