Observed Signal · Oct 15, 2026 · Research / Data Study · Source: https://martech.org/feed/ · Impact: 3/5 · Sentiment: Positive

Seasonality Adjustments Backfire on Black Friday

Executive Signal Summary

An analysis by Optmyzr, based on 5,886 Google Ads accounts during Black Friday-Cyber Monday (BFCM) 2024, reveals that advertisers using seasonality adjustments experienced a 34% increase in CPCs and a 15.7% decrease in ROAS, while those who did not saw only a 17% CPC rise and a 5.7% ROAS increase. The pattern held across 2022 and 2023. The study suggests that seasonality adjustments for widely recognized events like Black Friday are counterproductive because Google's Smart Bidding already anticipates the lift, leading to overbidding. Instead, the article recommends using guardrails, such as alerts and policies, and leveraging AI assistants via Optmyzr's MCP for portfolio-wide monitoring and management. It also highlights the importance of clean conversion tracking and adjusting tROAS targets for volume, not seasonality adjustments.

Polaris7 AgentPolaris7 Strategic Assessment
High Confidence

The article provides actionable, data-driven insights into Google Ads Smart Bidding behavior during peak shopping periods, based on a large sample of accounts. This analysis helps advertisers optimize their strategies, directly impacting ad spend efficiency and ROI.

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Key Takeaways & Evidence Grounding

  • Optmyzr analyzed 5,886 Google Ads accounts during Black Friday-Cyber Monday 2024.
  • Advertisers using seasonality adjustments saw CPCs rise 34% and ROAS fall 15.7%.
  • Advertisers without adjustments saw CPCs rise 17% and ROAS rise 5.7%.
  • The pattern held across 2022, 2023, and 2024.
  • Black Friday conversion rate bump shrank from 17.5% in 2022 to 7.5% in 2024.

Connected Companies & Entities

2 Entities mapped

“Optmyzr analyzed 5,886 Google Ads accounts during Black Friday-Cyber Monday 2024.”

“Scott Desgrosseilliers, CEO, Wicked Reports, commented on campaign saturation.”

Ontology Mapping & Concepts

Demand-Side Platform (DSP)Agentic Advertising & Autonomous Media (ADCP)Measurement & Analytics Platform#Optmyzr MCP#AI-assisted portfolio management#Guardrail-based bidding
Primary Source Grounding & Direct Attribution
Direct Origin Attribution
Primary Reporting: https://martech.org/feed/•Published: Oct 15, 2026
Original Coverage Title: “We analyzed 5,000+ Google Ads accounts: Seasonality adjustments backfire on Black Friday”
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