B Evidence Grade B Graded under review Safe to Cite Current

50%

50% -- click through rate decrease ad frequency for ecommerce industry (2026-10)

2026-10  · Social Snowball

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Attribution: Social Snowball View source
Lighthouse Research Team
Last verified:  ·  How we verify data →
Source verified Evidence graded
Value
50%
Unit
Percentage
Data Vintage
2026-10
Entity
ecommerce industry
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

61/100 confidence

Single source - not yet corroborated

Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Social Snowball Primary Tier B
https://www.socialsnowball.io/post/bfcm-strategies-beyond-paid-ads ↗
Confidence: 53/100 Vintage: 2026-10 Channel: Deep Crawl
Source Article
Why Relying on Paid Ads Alone Is a Risky BFCM Play
Every BFCM season, ad spend skyrockets, inboxes overflow, and competition intensifies. Yet, even as more brands double down on paid ads, the ones consistently winning are those who have learned to grow beyond them. This year, ad costs are hitting record high, and privacy shifts are making attributio…
Original Research
Social Snowball · Original study ↗

Above frequency of 5-7

Methodology documented
IndustryeCommerce RoleAll marketers Channelpaid_ads
Plain Text
ecommerce industry: 50% click through rate decrease ad frequency. Source: Social Snowball (2026-10). Via Lighthouse Intelligence -- https://lighthousedata.io/data/bfcm-ad-frequency-click-through-rate-decrease
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<blockquote cite="https://lighthousedata.io/data/bfcm-ad-frequency-click-through-rate-decrease" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>50%</strong> -- click through rate decrease ad frequency for ecommerce industry<br><small>Source: Social Snowball (2026-10) · <a href="https://lighthousedata.io/data/bfcm-ad-frequency-click-through-rate-decrease" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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