Growth Marketing: Data-Driven Experimentation at Scale
Growth marketing combines marketing, product, and analytics to drive sustainable growth through continuous experimentation.
Core Growth Marketing Framework
AARRR Metrics:
- Acquisition: How do users find you?
- Activation: Do they have a great first experience?
- Retention: Do they come back?
- Revenue: Do they pay?
- Referral: Do they recommend you?
Growth Experimentation Process
- Identify Bottlenecks: Analyze metrics to find growth constraints
- Form Hypotheses: "If we change X, Y will improve by Z%"
- Design Experiments: A/B tests, multivariate tests, cohort analysis
- Run Tests: Collect statistically significant data
- Implement Winners: Scale what works
Growth Marketing Tactics
Viral Loops: Encourage users to refer friends (Dropbox, Uber)
Onboarding Optimization: Reduce time-to-first-action
Pricing Experimentation: Test pricing, packaging, trial lengths
Channel Testing: Identify highest-ROI acquisition channels
Retention Playbooks: Reduce churn through engagement sequences
Key Metrics to Track
CAC (Customer Acquisition Cost): Total marketing spend / new customers
LTV (Lifetime Value): Revenue from customer - acquisition cost
CAC Payback Period: Months to recover acquisition cost
Viral Coefficient: # of new users each user brings (>1 = viral growth)
Engagement Rate: % users taking core action weekly/monthly
Growth Marketing Tools
Analytics: Mixpanel, Amplitude, Heap
Experimentation: Optimizely, VWO, Convert
Email Automation: Klaviyo, ActiveCampaign
Topics
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