šš¼ Hey friends, this post is part of a series on User Acquisition! Iām going to go over some of the largest problems with UA, and try my best to explain the frameworks I use to solve them.
Previous Post: "Advertising doesn't work at scale", and other myths about growth š
Q: I canāt attribute more than 50% of my conversions, how can I possibly optimize and maximize my campaigns?
Marketing has evolved to be so data driven that saying something like āYeah I spent $1,000,000 and honestly have no ability to directly track the ROIā sounds borderline insane. š¤Æ
Yet, this is the reality of growing a product where users make their most important buying decisions in places you canāt track.
AKA, the Dark Funnel.
Itās really hard to have an honest conversation about the Dark Funnel. Thankfully I have close to 0 shame, otherwise imposture syndrome would start to set in. Is the Dark Funnel real, or am I just a bad marketer?
Are my UTM links set up right? Are my conversion pixels firing? Am I using the right tools to track multiple touch points across a multi channel campaign?
Maybe Iām just bad. Maybe thatās why I canāt track the actual impacts of my marketing.
Maybe if I donāt say anything they wont notice. š
Hereās the thing my brilliant talented friends. Itās not you. There are parts of the customer journey, that sometimes make up the bulk of your ROI, that you just are not able to track. The Dark Funnel is real, and itās not your fault.
What causes the Dark Funnel?
In my opinion thereās 4 major drivers of the Dark Funnel & why youāre not able to properly track your ROI.
Organic referrals / word of mouth
Channels that are hard or impossible to track (hello organic Instagram?)
Users with privacy/ad blockers
iOS 14 tracking issues & the āgeneral trend of privacyā
Word of mouth is often the #1 channel for truly amazing products, and it is also the hardest channel to track. Even if you have a referral campaign or ask people where they heard about you, you are going to be missing probably a minimum of 30-50% of these conversions.
And completely forget about the multi touch attribution of word of mouth factoring in ads. (You saw a Facebook ad, then got a cold email, then your friend told you about it so you signed up.)
Some channels are just flat out hard or impossible to track. Organic Instagram doesnāt even let you link so good luck tracking that. SDR teams are going to have a VERY hard time knowing how many Facebook ads their new sale saw. Doing a form of Influencer Marketing? Your best bet is going to be a discount code maybe 50% of people will actually use.
More and more users now use ad blockers and privacy software. iOS 14 completely screwed up our Facebook conversion tracking & thereās a giant trend in general towards providing more privacy to users.
The truth of the matter is evil marketers like myself who want to know every little thing about our users had it really good for the last 10 years, and the future is one where users have drastically more privacy.
Optimizing user acquisition within a Dark Funnel
No matter how you grow wether itās organic virality effects, Facebook ads, an army of SDRās, or some growth hacky āI leveraged Etsyās blog to drive billionsā strategy, growth & marketing is fundamentally a game of deploying resources to drive users.
So how do you deploy resources correctly, when you arenāt able to directly track the ROI?
Short answer? You track each channel to the best of your ability, but you make the ultimate decisions looking at the big picture.
This varies a bit depending on the company, but when dealing with strong issues from a Dark Funnel, I track a blended CAC on a MoM basis.
I spent $1M in January and we had 1,000 sign ups, generated X revenue
I spent $2M in February and we had 1,800 sign ups, generated Y revenue
I spent $3M in March and we had 2,500 sign ups, generated Z revenue
When doing this itās extremely important to understand the lifecycle of your referrals/word of mouth, the lifecycle of your users, and how to use confidence intervals to measure LTV.
For many products, word of mouth is an early lifecycle event. You see a Facebook ad, discover a new love for a product, and then tell your friends. If your word of mouth chart looks identical to your paid charts, this is probably the case.
āLook at the big pictureā is messy, and a shitty answer, and Iām sorry.
But if you deeply understand whatās driving different parts of your growth, it works.
Usually your funnel isnāt 100% dark. Usually youāre able to tell where a bulk of your users are coming from. The key is to use attribution tracking to the best of your ability to judge what is most effective, optimize for whatās proving effective, and then tracking ROI on a blended scale.
Give influencers discount codes. Use the conversion pixels that still work. Use UTM links in your emails. Ask your users where they heard about you.
Even if 50% of your funnel is dark, youāll still be able to understand āout of everything Iām doing, what is doing it the best?ā and then optimize for what works best.
Keep doing that, keep a strong positive ROI on an aggregate level, and your campaigns will get more and more efficient even in a Dark Funnel.
My CEO asked what the ROI of XYZ campaign is
The Dark Funnel creates two kinds of problems. The first is actually just being able to do your job when you canāt track where half of your ROI is coming from. The second is trying to explain to your boss why youāre spending money on things when you donāt know the exact ROI.
Take it for what itās worth, but hereās my fundamental belief around this.
There are things you do that are the core drivers of growth.
Facebook ads
Google ads
Sales
etc etc etc
Then there are things you do that lubricate growth.
Increase activation rates through a new onboarding flow
Decrease churn by fixing product issues or hiring an account management team
A referral program that increases the natural rate of referrals
etc etc etc
Disclaimer: Some products can be so lubricated that they donāt need anything to drive growth. 1 user generates 3 more.
I mentally break this down into what can I do that pushes the product forwards, and what can I do that makes it easier for the product to move forwards when itās being pushed.
If you canāt properly explain āFacebook ads (channel XYZ) are the core channel that drive our users, and then when they discover our product and fall in love, they refer their friends early on in the lifecycleā youāre basically screwed.
You have to understand how the whole thing impacts ROI, and then communicate that.
Communicate the fact you exist within a Dark Funnel and some attribution tracking doesnāt exist
Communicate how word of mouth is impacted by user acquisition efforts
Communicate how activation rates, engagement, and churn, will impact the ROI of user acquisition
Show a month over month report that shows blended CAC is improving, and that the ROI is positive
This is honestly the secret of the strongest growth/marketing teams I have ever been a part of, is that they did an amazing job communicating and selling internally the impact of their campaigns.
Itās not enough to be technically good at your job, other people who donāt understand marketing at all need to believe it.
If you donāt communicate it, especially when dealing with a Dark Funnel, itās going to get attributed to āorganic growthā that didnāt come from your campaigns, āand like why are we even paying these growth/marketing guys anywaysā?
And then they will fire you, turn off the campaigns, and the organic growth will disappear. š
Hey Koby, really enjoying this candid look at some of the stickier questions in growth. Thank you for sharing!
In the article you mention a couple things as critical for both understanding performance and being able to articulate that to others in the org:
"When doing this itās extremely important to understand the lifecycle of your referrals/word of mouth, the lifecycle of your users, and how to use confidence intervals to measure LTV."
"Communicate how word of mouth is impacted by user acquisition efforts
Communicate how activation rates, engagement, and churn, will impact the ROI of user acquisition
Show a month over month report that shows blended CAC is improving, and that the ROI is positive"
Would LOVE for you to dig into these topics further; specifically, lifecycle or referrals, confidence intervals to measure ltv, how word of mouth is impacted by user acquisition efforts.