Paid Search
A digital marketing channel bidding on keyword search terms to display sponsored ads on search engine results pages.

THE TECHNICAL LANGUAGE OF DIGITAL B2B INFRASTRUCTURE
An experimentation-led approach to finding scalable ways to acquire, activate, retain or monetize customers, often under resource constraints.
Growth hacking gives small teams a structured way to find low-cost acquisition and retention levers by testing many ideas quickly, instead of committing budget to channels before evidence exists.
A startup runs a weekly cycle: it scores 20 ideas using ICE, ships the top 3 as tests, such as a referral reward that gives both users one free month, and keeps only changes that lift activation at a set confidence level.
The label is often used for short-term tricks that harm brand trust, violate platform terms or attract low-quality users. Many tests lack statistical power, and gains found in one product rarely transfer directly to another.
Growth hacking runs a loop of analyzing funnel data, generating hypotheses, prioritizing them with frameworks such as ICE (impact, confidence, ease), running experiments and recording results. It spans the full funnel, often framed as acquisition, activation, retention, referral and revenue. Product changes such as referral programs, integrations and onboarding flows are treated as growth channels alongside marketing.
Experience Design, Performance Advertising
Andrew Chen — Growth Hacker is the new VP Marketing — https://andrewchen.com/how-to-be-a-growth-hacker-an-airbnbcraigslist-case-study/; Optimizely — Growth hacking — https://www.optimizely.com/optimization-glossary/growth-hacking/
A digital marketing channel bidding on keyword search terms to display sponsored ads on search engine results pages.
How analytics and ad platforms record user actions as named events with parameters, and how to plan event names for reliable reporting.
A traditional data integration method extracting data from source systems, transforming schemas, and loading curated tables.
The practice of structuring user experiences, page architecture, and messaging to guide visitors toward specific valuable outcomes.
Marketing mix modeling applies regression to aggregated spend, sales and outside factors to estimate channel contribution, diminishing returns and budget mix.