Case Study

Northbeam + TikTok: Unlocking Full Funnel Value with Clicks + Deterministic Views Attribution

Maximizing TikTok's impact by deterministically measuring viewthrough conversions

TL;DR

  • TikTok's Attribution Challenge: Traditional click-based attribution methods fail to capture TikTok's full impact as a top-of-funnel driver, leading advertisers to undervalue its role in revenue and customer growth.
  • Northbeam’s Solution: The new Clicks + Deterministic Views (CDV) model integrates TikTok’s impression data with deterministic attribution, providing a more accurate measurement of TikTok’s contribution to transactions, revenue, and customer acquisition.
  • Performance Boost: Brands using CDV saw a 328% increase in transactions, a 354% boost in revenue, and a 44% rise in new customers, proving TikTok’s effectiveness in acquiring and converting high-value customers.
  • Key Advertiser Benefits: The enhanced model helps brands validate campaign performance, optimize ad spend, improve retargeting, and scale creative testing, allowing for more precise decision-making.
  • Proven Success: Brands like BYLT increased their TikTok spend by 54% YoY, achieved 30% higher efficiency during Black Friday and Cyber Monday, and confirmed TikTok’s role in cost-effective customer acquisition, setting a new standard for attribution.
  • TikTok's unique strength lies in its highly engaging, view-driven content, making it a performance driver for many disruptive DTC brands. Yet, traditional click-based attribution methods often fail to capture its full impact, leading advertisers to undervalue its contribution to revenue and customer growth.

    Northbeam’s new Clicks + Deterministic Views (DV) model bridges this gap. By combining TikTok’s impressions with Northbeam’s infinite look back and deterministic attribution, brands now have a reliable, data-driven way to measure TikTok’s full performance. This case study details the results from 15 advertisers participating in the CDV beta program during the critical October 1st to November 30th, 2024 period, comparing it to Northbeam's well-established Clicks-Only model. 

    The Challenge: Showing TikTok’s True Impact

    Despite TikTok’s low CPMs and ability to drive massive awareness, brands often struggle with a fundamental question:

    “We believe it works, but how can we measure the true impact of TikTok? 

    The skepticism stemmed from a reliance on traditional click-based attribution, which undervalued TikTok’s view-heavy contribution. This lack of visibility led advertisers to pull back spend or prioritize channels with clearer, albeit incomplete, attribution models.

    The Solution: Northbeam Clicks + Deterministic Views

    Northbeam’s CDV model is a transformative shift in attribution, designed to provide brands with fully factual, deterministic data while remaining conservative in its revenue attribution. Here’s how it works:

    1. Foundation of Accuracy: The model starts with factual Clicks-Only data, ensuring a solid, verified baseline. This data is 100% 1st Party, allowing us to provide an infinite attribution window to capture every page view, ad click, and site visit. 
    2. Layered TikTok Data: Verified TikTok impressions are integrated, allowing the model to track view-through impact with precision.
    3. Conservative Attribution: Views are validated against Northbeam’s tracking methodology to ensure accuracy and consistency.

    This consistent, factual approach ensures that the data is not only reliable but actionable. As Ryan Kovach, Northbeam’s Head of Media Strategy, explains:
    “This new lens of incorporating views into attribution increases the reliability of our data and its power in guiding better decisions. Brands are already using this approach to make precise campaign optimizations.”

    This new model can help showcase the impact of TikTok views and we are confident that this will provide advertisers a more accurate set of deterministic data to make decisions on which campaigns to scale up or down on a daily basis. 

    Performance Results: CDV vs. Clicks-Only

    The beta program revealed the transformative power of the CDV model compared to the Clicks-Only baseline. By design, this model will always provide a lift over Clicks Only but the magnitude of lift for performance metrics is impactful to highlight the full value of impression-focused platforms like TikTok.

    The following metrics were pulled from our 15 first advertisers on the beta using data from October 1st, 2024, to November 30th, 2024, using Northbeam’s Clicks Only model vs. the new Clicks + Deterministic Views model. This sample is analyzing over $7 million in TikTok Spend and over $10 Million in TikTok Attributed Revenue: 

    Transactions and Revenue: 

    • Transactions Lift: +328.04%
      TikTok campaigns drove a threefold increase in attributed transactions. This first metric is important in quantifying the additional transactions that TikTok played a part in when including views to the model. 
    • Revenue Lift: +354.00%
      Overall revenue attributed to TikTok grew more than threefold. 

    New Customer Percentage:

    • New Customers % Lift: +44.23%
      The share of new customers attributed to TikTok increased by 44%, solidifying its role as a discovery driver. This is a super promising metric, TikTok looked strong already in terms of new customer acquisition with click-based models. 
    • First-Time Revenue Lift: +388.34%
      Revenue from first-time customers skyrocketed, showcasing TikTok’s effectiveness in customer acquisition.

    Performance Metrics 

    • Conversion Rate Lift: +328.04%
      The enhanced model revealed significantly higher efficiency in converting traffic into sales.
    • ROAS Lift: +354.00%
      Return on Ad Spend (ROAS) improved dramatically, proving TikTok’s profitability as an acquisition channel.
    • First-Time ROAS Lift: +388.34%
      ROAS from first-time customers nearly quadrupled, reflecting TikTok’s ability to convert high-value new customers efficiently. 
    • CAC (First-Time) Improvement: -54.83%
      Customer Acquisition Costs for first-time customers dropped significantly, making TikTok campaigns more cost-effective.

    Key Insights for Advertisers

    The enhanced visibility provided by CDV enables brands to:

    • Validate Campaign Performance: CDV gives brands a complete view of how TikTok drives both awareness and revenue.
    • Optimize Spend: Advertisers can confidently scale budgets, knowing they’re supported by precise data.
    • Improve Retargeting Strategies: Insights from CDV refine retargeting windows, especially for brands with higher AOVs or longer consideration cycles.
    • Scale Creative Testing: With clear attribution of views and clicks, brands can effectively test and optimize creative strategies to maximize impact.

    Customer Impact: Real Results from BYLT basics on the Beta Program

    One beta participant, BYLT Basics, a rapidly growing DTC apparel brand, leveraged CDV to unlock TikTok’s full potential during the competitive holiday shopping season.

    • BYLT historically saw favorable auction costs on TikTok and felt it could be a strong top of funnel channel but, click-based ROAS was lower than what they saw on other social channels, which limited their ability to scale.


      • TikTok CPM’s were $10 cheaper than other paid social channels and $30 cheaper than our search platforms.
    • BYLT’s Key Outcomes using Clicks + Deterministic Views:
      • With the additional lens of Clicks + Deterministic Views, the customer was able to see during the most impactful weeks of the year that TikTok was moving the needle(compared to what we were only able to see on a click basis):
    • As TikTok's CPM's held steady through BFCM while other platforms crept up, BYLT increased TikTok ad spend by 54% YoY, while maintaining efficiency.
    • Achieved a 30% higher efficiency compared to other social platforms during Black Friday and Cyber Monday.
    • Saw a 44% increase in new customers, confirming TikTok’s role in driving first-time purchases.

    Conclusion: A New Era for TikTok Attribution

    The CDV model isn’t just an exciting innovation; it’s a rigorously factual tool for better decision-making:

    • The Solution: Northbeam Clicks + Deterministic Views: The model relies on verified impressions, reattributing fair distribution of revenue to TikTok. 
    • Future-Ready: Northbeam plans to expand the model to include impression data from additional platforms, broadening its reliability and application.
    • Proven Success: Brands in the beta program have already used this data to drive meaningful optimizations, scaling their TikTok efforts profitably.

    Northbeam’s Clicks + Deterministic Views model delivers a paradigm shift in how brands measure and scale their TikTok campaigns. By unlocking TikTok’s full potential as a performance driver, advertisers can now make smarter, data-driven decisions that lead to profitable growth.

    This Q4, brands using CDV achieved dramatic improvements in ROAS, conversion rates, and customer acquisition, positioning themselves for continued success in 2025. With Northbeam at the forefront of innovation, the future of attribution has never looked more promising.Contact your Northbeam Rep to get setup on Clicks + Deterministic Views today!

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