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Beyond Last Click: Measuring True ROI in Furniture Purchases

June 8, 2025
  •  
5 min
Laura Fernandez
Co-Founder

In the furniture industry, where price tags are high and purchase cycles are long, the path to conversion is anything but linear. A customer may begin their journey by pinning inspiration images on Pinterest months before they even visit a retailer’s website. They might browse online catalogs, interact with AR experiences, follow a brand on Instagram, and eventually visit a showroom before finally making a decision. This drawn-out, multi-touch journey challenges traditional performance marketing measurement tactics—especially last-click attribution models that disproportionately reward the final digital interaction before the sale.

To truly measure ROI in high-consideration furniture purchases, brands must evolve their attribution frameworks and develop a more nuanced understanding of how each touchpoint contributes to the eventual conversion. This means embracing multi-touch attribution (MTA), investing in offline conversion tracking, and integrating digital performance data with CRM systems. Only by capturing the complete picture can marketers optimize spend and strategy in a way that reflects real customer behavior.

The Pitfalls of Last-Click Attribution

Last-click attribution, despite its ubiquity in platforms like Google Ads or Meta Ads Manager, offers a dangerously limited view of customer acquisition—especially in furniture retail. In this model, 100% of the credit for a sale is assigned to the last action before purchase, whether it’s a branded search click or a retargeting ad. While that final interaction may seal the deal, it’s rarely the sole driver of the decision.

Consider a customer who discovers a sectional sofa through a promoted Pinterest Pin, follows the brand on Instagram, interacts with an AR ad, reads a blog post about arranging furniture for small spaces, signs up for email updates, and eventually clicks a Google ad to purchase. A last-click model would assign all credit to that final ad, ignoring the valuable—and expensive—top-of-funnel work that built trust and moved the customer closer to purchase.

Such misattribution can distort media mix decisions, leading marketers to underinvest in discovery platforms like Pinterest, influencers, or lifestyle content that often play outsized roles in early consideration.

Embracing Multi-Touch Attribution

Multi-touch attribution provides a more balanced alternative by assigning credit to several marketing interactions across the customer journey. Models like linear attribution, time-decay, or position-based attribution distribute value among touchpoints, depending on their role and timing.

  • Linear attribution gives equal credit to all touchpoints, offering a fair view when no single interaction dominates.

  • Time-decay attribution assigns more credit to interactions that occur closer to the conversion, useful for tracking urgency-driven decisions.

  • Position-based attribution (often referred to as the U-shaped model) gives higher weight to the first and last interactions, reflecting the importance of both discovery and decision phases.

For furniture retailers, position-based models are often the most insightful, capturing both the moment of inspiration (e.g., a first Pinterest interaction or YouTube video) and the final conversion driver (e.g., a retargeting email or paid search ad).

However, MTA can only be as effective as the data feeding it. To get the full benefit, brands must implement comprehensive tracking across all digital platforms and invest in tools that stitch together customer journeys, including cross-device tracking and user ID mapping.

Bridging Online to Offline: Conversion Tracking Beyond the Screen

In furniture, many high-value sales ultimately occur offline—in showrooms, via phone consultations, or through in-person interior design services. Without connecting these offline touchpoints to digital marketing efforts, brands miss a large portion of the ROI picture.

Offline conversion tracking is essential to bridge this gap. It allows retailers to upload CRM or POS data back into ad platforms to attribute offline sales to online ad interactions. For example, Meta’s Offline Conversions tool and Google’s Enhanced Conversions for Leads enable marketers to feed actual in-store sales data back into the platforms’ algorithms. This lets performance marketers optimize campaigns not just for online clicks or leads, but for real-world revenue.

The key here is capturing customer identifiers—such as email addresses or phone numbers—during showroom visits or over the phone, and matching those back to ad interactions through secure data hashing. This can be accomplished through lead capture forms, loyalty program sign-ups, or QR code scans linked to campaigns.

CRM Integration: Building a Holistic Customer View

A robust CRM system is the linchpin of effective attribution in high-consideration purchases. By centralizing data from digital touchpoints, showroom visits, customer service interactions, and post-sale behavior, CRMs enable brands to build unified customer profiles. These profiles not only inform attribution but also power more effective segmentation and personalization strategies.

For example, if a CRM shows that customers who first engage via Pinterest tend to convert 30% faster after receiving an email featuring AR demos, marketers can replicate that journey through automation. Similarly, if showroom visitors who previously watched product videos on YouTube are more likely to upgrade their purchase, content investment can be aligned accordingly.

CRM integration also supports full-funnel revenue tracking, allowing performance marketers to go beyond cost-per-click or cost-per-lead metrics and instead calculate cost-per-opportunity or even cost-per-sale with precision. This facilitates smarter budgeting and enables long-term ROI evaluation across campaigns, content, and channels.

Optimizing for Complex Journeys: Strategy Over Tactics

Understanding ROI in high-ticket furniture sales isn’t just about better attribution—it’s about rethinking performance strategy entirely. Rather than chasing immediate conversions, marketers must optimize for meaningful progress along the customer journey.

This might mean setting different KPIs for different stages. Top-of-funnel campaigns may be evaluated on engagement rate or new email sign-ups, while mid-funnel efforts focus on AR demo participation or showroom appointment bookings. Only at the bottom of the funnel does traditional ROAS become the primary goal.

When combined with MTA and CRM-informed insights, this tiered approach ensures that each campaign is judged by the role it plays, not just by the sales it closes. That’s critical in a purchase cycle that may span weeks—or even months.

Conclusion: The ROI of Real Understanding

In the world of furniture marketing, true ROI can’t be captured in a single click. The journey from inspiration to purchase is long, multifaceted, and increasingly hybrid—spanning Pinterest pins, immersive tech, showroom visits, and personalized follow-ups. By moving beyond last-click attribution and embracing tools like multi-touch attribution, offline conversion tracking, and CRM integration, performance marketers can finally see the full picture.

And in doing so, they not only improve reporting—they unlock smarter decision-making, more effective media spend, and ultimately, a more cohesive and satisfying customer experience.

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