Chapter 3: Common Terms and Abbreviations — Plain English Explanations
Published: Fri Feb 06 2026 | Modified: Fri Feb 06 2026 , 3 minutes reading.
1. Traffic Metrics: How many people saw it?
- Impression:
- Plain English: How many times the ad was displayed.
- Scenario: You hand out flyers. Even if someone just glances and puts it in their pocket, that’s 1 Impression.
- Reach:
- Plain English: The de-duplicated number of people who saw your ad.
- Scenario: If you give 3 flyers to the same person, Impression is 3, but Reach is 1.
- CTR (Click-Through Rate):
- Plain English: Clicks ÷ Impressions.
- Subtext: If CTR is high, your “flyer” is attractive. If low, either your creative is boring or you’re giving flyers to the wrong people (e.g., selling steak to vegetarians).
- CPC (Cost Per Click):
- Plain English: The average amount you pay to get one person to visit your site.
2. Conversion Metrics: Did they actually buy?
- Conversion:
- Plain English: The action you want the user to take (e.g., Purchase, Sign up, Download).
- CVR (Conversion Rate):
- Plain English: Buyers ÷ Visitors.
- Subtext: If CTR is high but CVR is low, your ad is good at “tricking” people in, but your store/landing page is bad at closing the deal.
- CPA (Cost Per Action):
- Plain English: How much you paid in ads to get one actual customer.
- Scenario: You spent $1000 and got 10 sales. CPA is $100. If your product costs $50, you are losing money.
- ROAS (Return on Ad Spend):
- Plain English: Revenue ÷ Ad Spend.
- Scenario: You spent $1k and made $5k in sales. ROAS is 5.
3. Audience & Tech: Who and How?
- Targeting:
- Scenario: A yoga studio setting ads to “Females, 25-45, living within 5 miles, interested in meditation.”
- Lookalike (LAL):
- Scenario: You give Facebook a list of your 1000 best customers and say, “Find me 1 million people whose underlying behaviors are most similar to these guys.”
- Pixel:
- Scenario: A user looks at red sneakers but doesn’t buy. Because you have a Pixel installed, Facebook sees this. The next day, that user sees those same sneakers in their feed. This is Retargeting.
- Attribution:
- Scenario: A user sees an ad on Monday, clicks a Google link on Wednesday, and buys on Friday. Who gets the credit? Attribution models decide this.
4. The “Causal Chain” of Metrics
Example: Selling a $1000 Air Purifier.
- Impression: 100,000 times.
- CTR: 1% (1,000 visitors).
- CPC: $1 (You spent $1,000).
- CVR: 2% (20 orders).
- CPA: $50 (Cost per customer).
- Revenue: $20,000.
- ROAS: 20,000 / 1,000 = 20.
5. Brand in Action: Booking.com’s “Conversion Magic”
Background: Booking.com’s tech team’s core mission isn’t “fixing bugs,” but ruthless A/B testing to increase CVR.
Terminology in Practice: Everything you see on Booking.com is “tuned” by CVR metrics:
- Scarcity: “Only 1 room left!” or “5 people booked this in the last hour.” The goal: Increase CVR by creating urgency before your CPC is wasted.
- Social Proof: Prominent review scores to lower purchase anxiety.
- Retargeting: If you search and leave, Booking uses its Pixel to show you that exact hotel on Facebook.
Insight: For a company of this scale, a 0.1% increase in CVR translates to hundreds of millions in additional revenue.
Next Chapter: Chapter 4: Reading Metrics, Not Calculating Them. We will discuss why high CTR can be bad and the 5 metrics beginners often focus on by mistake.
