What this lesson covers
What is really happening on my site and in my campaigns?
- GA4 (Google Analytics 4) events and conversions
- UTM (Urchin Tracking Module) parameters
- Measuring sales that never touch the website: call tracking, booking and POS (point-of-sale) data, promo codes, "How did you hear about us?" and store visits
- Importing offline conversions into Google and Meta
- Closed-loop reporting: recording each lead's source in the CRM (customer relationship management) system so revenue traces back to the campaign that produced it
- Vanity metrics vs. decision metrics
- Pipeline metrics: how many leads move from each stage to the next, and how fast
- Dashboards
- Privacy-aware measurement
Why this matters now
Placeholder for the lesson's opening story: a vivid, real moment where a marketer or small-business owner meets this exact problem.
You can now
Set up tracking and a dashboard of decision metrics, including the sales that never touch the website.
For your own business or employer: See what is really working, so the next decision rests on evidence.
Industry case studies
Industry Case
Bajada Plumbing & Drain
Local home service · Demand capture
Case update 8.1
Module 8 of 8 in this case
Which marketing made the phone ring?
In 1.1, Carmen couldn't say where five of Bajada's last 100 jobs came from. The truth is worse: she couldn't say for sure where any of them came from. Almost none of Bajada's sales ever touch the website. They start with a phone call and end with a credit card swiped in someone's kitchen.
So Bajada measures where its sales actually happen. Every channel has its own tracking phone number: Local Services Ads, the search ads, the Google Business Profile, the website and, soon, the trucks. When a call comes in, the system logs which number was dialed, how long the call lasted and whether it was answered.
Then Carmen closes the loop. The dispatch system knows which calls became booked jobs and what each job was worth. Every week, she imports those booked jobs back into Google Ads, matched to the calls that produced them. Now Google can optimize for booked jobs instead of calls, and a two-minute call asking for a competitor's number stops counting as a win.
One question covers everything else. Every booking ends with “How did you hear about us?” Neighbors, a truck in the driveway and a Nextdoor thread don't come with a tracking number, but customers remember them.
The dashboard fits on one screen: calls answered, booked jobs and cost per job, by channel, every week. Vanity numbers like website visits and video views get one small corner. Ray reads it on Monday mornings with his coffee. For the first time, he knows which marketing made the phone ring.
Artifact added
Dashboard: calls, booked jobs and cost per job by channel, including sales that never touch the website
Industry Case
Ocotillo & Ash
DTC fashion · Demand creation
Case update 8.1
Module 8 of 8 in this case
Every platform takes the credit
Every creator link, email, text and ad that Lena sends carries UTM tags, so GA4 can tell which one brought each visitor and each order.
Then she notices something. Add up the sales each ad platform claims, and the total is more than she actually sold. Each platform gives itself credit for orders that other channels helped create.
So the top line of her dashboard isn't any platform's ROAS. It's the marketing efficiency ratio: total revenue divided by total marketing spend. The platforms claim a ROAS of 3.1. MER says 2.4. Lena runs the business on MER and contribution margin, and uses the platform numbers only to compare ads with each other.
Artifact added
Dashboard: GA4, UTMs and blended MER next to platform ROAS
Industry Case
Tepary Kitchen
Local restaurant · Local and offline
Case update 8.1
Module 8 of 8 in this case
The dish that counts itself
Tepary doesn't have a website checkout for most sales. It has a point-of-sale system, and the POS turns out to be the best measurement tool Miguel owns.
The Tuesday Tepary Table is its own menu item, so every one sold is counted by night. Direct pickup orders and app orders are reported separately. Each channel gets its own reservation link and QR code: the club texts, the ads, the creators' posts, the patio sign. And every reservation asks, “How did you hear about us?”
Miguel's dashboard has four lines, the KPIs from 3.3: Tuesday and Wednesday covers, direct-order share, club members, and sales against the same week last year.
Artifact added
Dashboard: POS and direct-order data, by night and by channel
Listen

Podcast · Move at the Speed of Culture
When Metrics Improve but Brands Still Lose
Listen for how good-looking numbers can hide a problem: the difference between vanity metrics and decision metrics.
More from Move at the Speed of Culture →
Listen online: moveatthespeedofculture.com/when-metrics-improve-but-brands-still-lose
Key terms
- Call tracking: Using a unique phone number for each channel or ad so a business can see which marketing produced each call.
- Closed-loop reporting: Connecting marketing data to sales data, usually in the CRM, so each sale can be traced back to the lead source and campaign that produced it.
- Conversion: An action that matters to the business, such as a purchase, booking, call or sign-up. GA4 now calls conversions "key events."
- Dashboard: A one-screen view of the key metrics, updated regularly, so decision-makers can see performance at a glance.
- Decision metric: A number tied to a business outcome that tells you what to do next, such as cost per booked job or conversion rate. Also called an actionable metric.
- Event: In GA4, any recorded user action, such as a page view, click, form submission, video play or purchase.
- GA4 (Google Analytics 4): Google's free analytics platform for websites and apps. It records visitor activity as events and is the current version of Google Analytics.
- Lead source: Where a lead first came from, such as a search ad, a referral or the map listing, recorded on the contact so results can be credited later.
- Offline conversion: A sale or booking that happens away from the website, such as by phone, in a store or at a customer's home.
- Offline conversion import: Uploading offline sales or booked jobs into ad platforms such as Google Ads and Meta, matched to the ads that produced them, so the platforms can optimize for real sales.
- Pipeline velocity: How fast leads move through the pipeline from first contact to a sale.
- Privacy-aware measurement: Measuring marketing results while respecting consent and privacy laws, using methods such as first-party data, consent-based tracking and aggregated or modeled data.
- Promo code: A code a customer enters or mentions to get an offer. A unique code for each channel also shows which channel drove the sale.
- Stage conversion rate: The share of leads in one pipeline stage that move on to the next, such as estimates that become booked jobs.
- Store visits: An estimate, offered by some ad platforms, of how many people visited a physical location after seeing or clicking an ad.
- UTM parameters (Urchin Tracking Module): Tags added to the end of a link, such as utm_source, utm_medium and utm_campaign, that tell analytics tools where a visitor came from. They are named after Urchin, the analytics company Google bought.
- Vanity metric: A number that looks impressive but doesn't guide a decision, such as followers, likes or total page views.
- Web analytics: Collecting and analyzing data about how people find and use a website.