A study by ad platform Billo analyzing 88,329 Meta video ads found that high click-through rates often correlate with lower return on advertising spend (ROAS). The findings suggest that niche categories like baby products achieve higher conversion efficiency than entertainment-heavy ads, highlighting the need for more granular performance metrics in digital advertising.
The inverse relationship between clicks and conversions suggests that broad-reach creative often attracts non-buying audiences, diluting overall campaign efficiency. For streaming marketers, this highlights a critical gap between social media buzz and actual subscriber acquisition or retail sales. As the industry moves toward more granular performance tracking, the reliance on top-of-funnel metrics like clicks may give way to attention-based measurement that better predicts revenue. This shift forces a re-evaluation of high-profile celebrity campaigns that generate high engagement but low return on investment. Watch for whether Meta introduces new conversion-optimized video formats to address this efficiency gap in the H2 2026 reporting cycle.
Meta's advertising ecosystem continues to face scrutiny over how performance metrics translate into actual business outcomes. In August 2026, Meta announced it would expand its Advantage+ suite with new AI-driven creative optimization tools designed to automatically test and iterate on video ad variations, signaling the company's recognition that manual creative decisions often underperform on conversion efficiency. The Billo study's finding that high click-through rates correlate with lower return on ad spend aligns with a broader pattern Meta has acknowledged internally: broad-reach creative attracts audiences that engage but do not purchase. Meanwhile, a Q2 2026 report from eMarketer found that Meta's average cost per acquisition for video campaigns rose 18% year-over-year as competition for attention intensifies across Reels and in-feed placements, putting additional pressure on advertisers to optimize beyond surface-level engagement signals.
The measurement and verification layer around Meta video advertising has also seen significant movement. In July 2026, the Media Rating Council granted Meta's Brand Safety measurement accreditation for in-stream video placements, a milestone that gives advertisers third-party validation of viewability and brand-safety standards. Separately, Meta disclosed in its Q2 2026 earnings call that advertisers using its Conversions API saw a 13% improvement in ROAS compared to those relying solely on pixel-based tracking, reinforcing the platform's push toward server-side measurement as a more accurate proxy for true return. These developments suggest that Meta is actively building infrastructure to close the gap between engagement metrics and revenue outcomes that the Billo study highlights.
Independent benchmarking adds further texture to the efficiency question. A June 2026 analysis by VideoAmpli tested 12,000 short-form video ads across Meta, TikTok, and YouTube and found that Meta Reels delivered the highest click-through rates but the lowest cost-per-completed-view, while TikTok led on conversion rate for direct-response campaigns in the retail vertical. The study concluded that platform-specific creative optimization, rather than cross-platform repurposing, produced the strongest ROAS outcomes. For streaming services and CPG brands allocating video budgets across platforms, these benchmarks underscore that click volume alone is an unreliable proxy for revenue, and that category-specific creative strategies (as the Billo data on baby products versus entertainment content suggests) may outperform one-size-fits-all approaches.
A Billo study of 88,329 Meta video ads found that high click-through rates often result in lower return on ad spend (ROAS). While entertainment-heavy ads drive engagement, niche categories like baby products convert more efficiently. This suggests that broad-reach creative often attracts non-buying audiences, necessitating a shift toward conversion-focused measurement.
No. A Billo study found an inverse relationship where ads with high click-through rates, such as those in the arts and entertainment category, often yield lower ROAS compared to niche categories like baby products.
The average ROAS across 14 Meta video categories was 2.17 during the period from January to June 2026.
Baby and toddler ads achieved a 4.99 ROAS despite having a low 1.37% click-through rate, whereas arts and entertainment ads saw a higher 2.15% click rate but only a 2.04 ROAS.
Meta is expanding its Advantage+ suite with AI-driven creative optimization tools to help automate testing and improve conversion efficiency, alongside promoting the use of its Conversions API for better tracking.
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