The first thing I checked was to see if the CPCs were going down, as that could play a huge role in lowering CPAs. But as you can see here, the CPC is steady from week to week (with the exception of August where I had to turn off the campaign for 3 weeks for budget reasons).
It wasn’t that click prices were going down, it was that that the conversion rates were going way up - from the 2% range to the 7-8% range in recent months, as shown here:
How Did Conversion Rates Triple So Quickly?
Here’s what was different: During the time period in question, the company ran Facebook ad campaigns targeting higher-funnel audiences corresponding to people who have the same interests and demographics as their buyer persona. The audience size was approximately 20 million people.
We bombarded this selected audience group with tons of different videos, ads, offers and content. On average people in the target audience saw the ads just over 10 times each between February and October of 2017, as shown here:
The Facebook ads generated clicks and conversions, as you would expect from any pay-per-click advertising campaign.
But I believe the campaigns had an additional halo effect of creating a strong brand bias among the people who clicked through to the site, which profoundly impacted the RLSA campaigns, since they only target people who have previously visited your site.
Over the spring and summer months, we bought a ton of Facebook ads, bombarding their News Feeds with ads (essentially manufacturing brand affinity), and the conversion rates for the RLSA campaign went up every month.
What we’re seeing here is that people with stronger brand affinity have higher conversion rates than people without any, because people tend to buy from the companies that they've already heard of and begun to trust.
What does it all mean?
I’m a CRO skeptic - I think there’s a lot of the CRO bs out there that's just a bunch of smoke and mirrors.
Most of the time when people talk about conversion rate optimization, they focus first on the obvious things like tweaking ad copy and landing pages or changing your bids. Definitely, these are all important things we must attend to, but they rarely yield sustainable 200-300% decreases in cost per conversion.
When it comes to increasing conversion rates and lowering CPA, the unicorn of all conversion rate optimization hacks is to create brand affinity among your target audience, for your business.