Adweek 联合 Shopify 拆解品牌获客新打法,新老客分算与渠道增量验证成关键
Breaking Down the New Customer Acquisition Playbook
- 1Adweek 与 Shopify 合办的讨论认为,客户行为持续演变令获客成本核算比以往更混乱复杂
- 2Naked & Thriving 用 Shopify 数据在 Meta、Google 及 ChatGPT 渠道核算 CAC,并排除老客投放
- 3Shopify 产品副总裁提出区分客户终身价值与增量性,用 holdout 组验证真实拉新效果
- 4Blue Bottle 建议在 Q4 前预留测试预算;Shopify 介绍按成交计费的 Shop Campaigns 与 Autopilot 工具
获客成本核算正从单次成交归因转向区分新老客与增量性,工具能算清账面,渠道判断仍依赖实验与经验直觉。
- 影响:把老客从拉新投放中排除并分开出价,可直接影响账面 CAC;新渠道测试难以突破总预算的几个百分点,规模化兑现有限;Q4 前不预留测试预算,旺季只能沿用旧打法。
- 参考:可考虑先在主要渠道把老客从拉新活动中排除并分别核算出价,用 holdout 组验证渠道增量;值得在 Q4 前划出固定测试预算,预算有限的商家可评估按成交计费的 Shopify Shop Campaigns。
- 依据:观点来自 Adweek 与 Shopify 合作产出的品牌讨论实录,属从业者经验口径,文中工具效果未经独立验证。
This post was created in partnership with Shopify
Key takeaways
- New tools can help marketers calculate customer acquisition cost but also add complexity.
- A brand’s customer acquisition cost (CAC) calculation needs to align with its use case and goals.
- Marketers need to adjust for the fragmented customer journey and experiment with different messaging and targeting strategies to drive incremental reach.
Marketers must contend with a fragmented customer journey and evolving customer behaviors when calculating customer acquisition costs.
During an ADWEEK House Advertising HQ group chat co-hosted with Shopify, marketing leaders came together to discuss ever-evolving customer behaviors and compare notes on how they price new customers.

More confusion and complexity than ever
It’s a question as old as time: How do you know your marketing spend is getting new customers?
Jess Jacobs, VP of shop growth and marketing at Shopify, answered with the adage: “I know 50% of my marketing is wasted; I just don’t know what 50%.”
Modern marketers may have more measurement techniques to wield, but the problem is that customer behavior keeps evolving. “There’s more confusion and complexity than there ever was,” Jacobs remarked.
Samir Pradhan, VP of product management at Shopify, suggested that successful marketers also keep their eyes on existing customers who haven’t yet become repeat customers.
“The key to me is to understand how much a new customer is worth, how much someone who’s bought from you before becoming more loyal to you is worth, and then adjusting how much you bid or pay for that opportunity,” he said. “Just because they bought from you once doesn’t mean that they truly are your customer.”
Scott Kramer, CMO of Naked & Thriving, uses Shopify’s analytics to identify its CAC across various channels—including Meta, Google, and more recently ChatGPT—and then excludes past customers from future campaigns on those channels.
“That doesn’t mean we shouldn’t spend anything on past customers,” Kramer stressed. “For us, email and SMS are how we want to drive that repeat customer revenue. It’s just very cost efficient.”
Some brands face a different calculation entirely. Ameetess Dira, CMO of Petzey Pet Telehealth, said her focus is less on acquiring new customers—whose need for the service is often out of their control—than on keeping them long term.
“We want to focus on lifetime value: educating the consumers, educating ecosystems that we already support,” Dira explained. “It’s not just for emergencies; it’s not just for triaging.”

Trusting your gut
As the consumer journey fragments across more channels, marketers have to experiment with different messaging and targeting strategies to drive incremental reach. The more they know their customers—who spends more during the holidays, who tends to stock up on their favorite products—the more impactful their marketing spend will be.
“I’m a very big proponent of understanding consumer behaviors based on your omni touchpoints,” said Marisa Smith, head of growth at Blue Bottle Coffee. “That helps dictate the strategy.”
Pradhan drew a careful distinction between a customer’s lifetime value and their incrementality. A repeat customer isn’t necessarily a sign of effective marketing; it could simply reflect more effective measurement of customers who would have purchased anyway, whether you targeted them or not. “I think holdouts are the main way I would assess whether you’re getting someone who you truly wouldn’t have gotten at a platform level,” he said.
For Kramer, the important metrics to watch are first-click attribution, new visitors versus returning traffic, and overall sales. He may not always be able to tell which channels yield exactly which results, but that’s where instinct comes in.
“Sometimes you just got to have these gut feelings,” Kramer said. “It’s like, all right, one plus one equals two. Let’s keep scaling.” He also uses Shopify Audiences to exclude high-intent users, trusting that Naked & Thriving can convert them in more cost-efficient ways.

Standing out from the crowd
If experimentation is key, then so is budgeting for it. Smith argued that brands should carve out testing dollars before Q4, so they can apply the results during the holiday crunch. “There’s value, whether it’s in the negative or the positive, before you start scaling into holiday,” she said. “The learnings are valuable regardless.”
The challenge, Kramer pointed out, is maintaining a sense of scale. Meta still claims the majority of ad spend for many brands, which means that promising new channels can drive incremental growth without ever exceeding a few points of the overall budget. “It’s hard to test a new channel and actually get a new channel that’s going to win at scale,” he observed. “How do we test them appropriately?”
For brands without the resources to rigorously test their advertising strategies, Shopify’s Shop Campaigns tool offers one solution. It lets merchants set the price they’ll pay for a sale, with different prices for new and repeat customers, and only charges when a sale occurs. Then there’s Shopify’s Autopilot, which runs cross-channel testing against a merchant’s goals and guardrails, and allocates the budget accordingly.
With costs rising on every channel, Kramer added, it’s more important than ever to send a message that breaks through the noise.
“Our creative needs to stand out more and more,” he concluded. “What I’ve started distilling it down to is: stop trying to fight where we show up, and just show up in those places where a consumer wants to be, and do a better job of getting our message across.”
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来源:Adweek · adweek.com