Ecommerce OS · Info Products7 min readUpdated November 2, 2026

Ad Attribution for Info Product Businesses

How course creators and coaches measure which ads sell: webinar and call funnels, cash collected on payment plans, refunds, affiliates, holdouts.

Nick Bonnassies, CMO at Tagada · checked against 10 sources

Article summary

TL;DR

Don't judge a course or coaching funnel on Meta's reported ROAS. The sale often comes days or weeks after the click, through a webinar, a call or emails, and Meta's longest click window is 7 days. Trust checkout orders, count cash collected, subtract refunds, ask buyers where they found you, and test your biggest channel with a holdout.

Meta's default attribution setting is 7-day click, 1-day engage-through and 1-day view; a 7-day click is the longest window in the ad set (Jon Loomer, March 2026).
Hyros, an attribution vendor, says coaching offers from $3,000 to $15,000 take "45 to 90 days" to buy, based on its own accounts, not a public benchmark.
Meta's standard events include "SubmitApplication" for a person who "applies for a product, service, or program".
Under the FTC's endorsement guides, "an advertiser may be liable for a deceptive endorsement even when the endorser is not liable": affiliate claims count as yours.
Visa's misrepresentation dispute names "business opportunities" that suggest "an income will be generated"; refunds and disputes belong in your ad math.

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On this page

This guide is part of our playbook on the best ecommerce platform for info product businesses. The general guide: attribution modeling. Getting the event data right comes first: server-side tracking for info product businesses.

Why attribution is harder for info products

Long decisions
A buyer watches a webinar replay, reads emails for two weeks, books a call, then pays. The ad that started it is often outside Meta's 7-day click window1.
Sales happen on calls
No pixel sees a deal closed on Zoom unless you send it back.
Payment plans
A $3,000 program sold in six installments is $500 of cash this month. Contract value makes a launch look better than your bank account does.
Refunds and disputes
A campaign that sells to the wrong people shows up weeks later as refunds.
Affiliates and launch partners
Much demand comes from partners' lists, not from your ads.

The numbers that matter

Number	Formula	What it tells you
Checkout orders	From your checkout, by day	The truth everything else is checked against
Cash collected	Payments received in the period	What actually funds next month's ads
Net revenue	Cash collected minus refunds and disputes	Whether a launch really paid
MER	Total revenue ÷ total ad spend	Whether the whole system is efficient4
New-customer CAC	Total ad spend ÷ new buyers	Whether acquisition pays back
Cost per call held	Ad spend ÷ sales calls that happened	For high-ticket coaching funnels

Fig. 1One program, two numbers

Contract value

Program sold$3,000 in six installments
reportsPurchase valueFull $3,000 sent to the ad platform

Platform ROAS looks higher than the cash you collect

Cash collected

Program sold$3,000 in six installments
collectsCash this month$500 of cash this monthApproved

What actually funds next month's ads

Contract value flatters the launch. Cash funds the next one.

Illustrative example.

Watch out

If you send the full contract value of a payment plan as the purchase value, your platform ROAS will look higher than the cash you collect. Pick one rule (first payment or full value), write it down, and compare campaigns only under the same rule.

Webinar and call funnels: track every step

Step	What to record	Where it comes from
Ad click	Click ID and UTM tags	Landing page
Registration or application	Lead, CompleteRegistration or SubmitApplication3	Form, server event
Attendance	Live or replay viewed	Webinar tool
Call booked, held, closed	Status and the original source	Calendar and CRM
Payment	First payment and plan	Checkout
Refund or dispute	Date and amount	Checkout, processor

Fig. 2A coaching sale, step by step

Ad clickClick ID and UTM tags
Registration or applicationLead, CompleteRegistration or SubmitApplication
AttendanceLive or replay viewed
CallBooked, held, closed
PaymentFirst payment and plan
Refund or disputeDate and amount

Tie every step to the source of the lead, by email.

Steps from the table above.

Hyros says a call outcome such as "Closed Won" should be posted back to the ad platform with the buyer's identifier2. Whatever tool you use, the rule is the same: tie each closed deal and each refund to the source of the lead, by email.

Which number for which decision

Decision	Use
Raise or cut the total ad budget	MER and new-customer CAC, on cash collected net of refunds
Move budget between platforms	New-customer CAC by platform, checked with surveys and tests
Choose campaigns inside Meta	Platform results, within Meta only
Choose a webinar or a direct sales page	Net revenue per registrant, over 30 to 60 days
Judge a setter or closer team	Cost per call held and close rate by lead source
Judge an affiliate or partner	Orders by code or link, minus refunds

Affiliates and launch partners

Affiliates and joint venture partners drive a large part of many launches. Count them in your checkout, not in your ad platform.

Give each partner a code and a link, and count orders and refunds by code.
Expect undercounting. Buyers often search your name later; the survey below catches part of them.
Their claims are your claims. The FTC's guides say "an advertiser may be liable for a deceptive endorsement even when the endorser is not liable"5. A partner email promising income is a risk for you, with the FTC and with your processor.
Watch partner refund rates. A partner whose buyers refund or dispute more is costing you, whatever the sales count says. Visa's dispute rule 13.5 covers "business opportunities" that suggest "an income will be generated"8.

Ask buyers, then test

The post-purchase survey. One question on the thank-you page catches what tracking misses: podcasts, YouTube, a partner's list, word of mouth6.

Ask: "Where did you first hear about us?"
Offer a short list, including "A webinar", "A podcast or YouTube video" and "Someone recommended you".
Compare with platform claims every month.

The holdout test. Turn a channel off for part of the audience or a group of regions, then compare new buyers4.

Pick one channel with enough spend, often Meta prospecting.
Hold out a share of the audience or a group of regions.
Avoid launch weeks, when demand moves on its own.
Run long enough to cover your sales cycle, including calls and email follow-up.
Use the result to discount or credit that channel's reported numbers.

Run it outside launch weeks and long enough to cover the sales cycle.

Monthly routine

Step	What you do
1	Reconcile checkout orders with each platform's reported purchases
2	Split revenue into new sales, installments, renewals and upsells
3	Subtract refunds and disputes, by campaign and by partner
4	Compute MER and new-customer CAC on net cash
5	Read survey answers and partner code orders
6	Plan one holdout test per quarter

Clean data makes every step easier: send purchases server-side, deduplicated with the browser pixel7.

How Tagada helps

Checkout data your ad numbers can be checked against

"If you sell something real, we will get you paid." TagadaPay lists info products, coaching and online courses among its industries, with "enhanced review for regulated verticals." "Most merchants are live under 24 hours."10

Server-side events to Meta, Google and TikTok from the checkout, plus postbacks on each paid order to trackers such as RedTrack, ClickMagick and Hyros (tracking docs)9
Subscriptions and memberships in the same system, so installments and renewals can be told apart from new sales
One-click upsells and order bumps on the checkout, sent with their own value
A/B tests on offers and checkout
Your current tools: "Already on Shopify, WooCommerce, ClickFunnels or BigCommerce? Drop TagadaPay in."10

Plans are on the pricing page.

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Checkout data your ad numbers can be checked against

Updated on November 2, 2026

Nick Bonnassies

CMO at Tagada

CMO at Tagada. Before Tagada, Nick built direct-to-consumer brands that generated over $115M in sales, raised over $25M in crowdfunding and sold two of them. He also works as a fractional CMO on marketing operations and AI systems.

Frequently asked questions

What attribution window should I use for high-ticket coaching?

Meta's ad set settings stop at a 7-day click, while coaching sales can take much longer: Hyros reports 45 to 90 days on its own accounts. Keep Meta's window for optimizing inside Meta, and judge the budget on checkout data tied back to the lead's first source.

How do I know which ad booked a sales call?

Capture the click ID and UTM tags on the application or booking form, store them with the lead's email, and carry them into your CRM. When the call closes, post the outcome back with that identifier, and match the payment to the same email.

How do I attribute sales from a webinar?

Track each step: registration, attendance, offer click and payment, tied by email. Then judge the webinar on net revenue per registrant over 30 to 60 days, not on what Meta reports in its 7-day window.

Should I count payment plans at full value in my ROAS?

Choose one rule and keep it. Full contract value flatters a launch; first payment understates it. For budget decisions, use cash collected minus refunds, which is the money that pays for the next campaign.

Do affiliate sales need FTC disclosures?

Yes. Affiliates must disclose the relationship, and you can be liable for their claims: the FTC's guides say an advertiser may be liable for a deceptive endorsement even when the endorser is not. Review partner emails before a launch, especially any income claims.

Sources

Checked November 2, 2026

Tagada

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