GoogleGoogle

Meridian is now available to everyone

By Harikesh Nair·Jan 29, 2025·3 min read

Summary

Google's open-source MMM, Meridian, addresses critical gaps in traditional models by incorporating modern media like Search and AI-driven campaigns. Using Bayesian causal inference, it blends prior knowledge with real-world data to reveal true incremental impact. Key differentiators include:

- **Performance Media Insights**: Access to the MMM Data Platform with Google Search query volume provides a realistic view of paid search ROI, mitigating sales correlation biases.

- **Customization**: Full code transparency allows modification of parameters for specific business KPIs (sales, website visits, profit, conversions). Non-media variables like pricing and promotions can be included.

- **Reach & Frequency**: Unlike traditional impression-based video measurement, Meridian distinguishes between reach (unique viewers) and frequency (repetition), offering nuanced video impact analysis.

- **Experiment Integration**: Incrementality experiment results can be used as priors to calibrate models for real-world accuracy.

- **Partner Ecosystem**: Over 20 certified measurement partners (e.g., Analytic Edge) provide implementation support, best practices, and access to granular Google media data.

Actionable takeaways for ad ops: Reallocate budgets confidently using scenario optimization; validate MMM outputs with experiments; leverage open-source flexibility to align with business goals; and use reach/frequency metrics to optimize video ad effectiveness.

You Might Also Like

AppsFlyerAppsFlyer

The marketer’s guide to buying an MMP

This guide helps app marketers select a Mobile Measurement Partner (MMP) by covering essential features like privacy-first measurement, unified attribution, fraud protection, and advanced analytics. It emphasizes choosing an MMP that integrates easily, scales with business growth, and provides reliable data for optimizing marketing ROI across teams.

Shani Rosenfelder·Dec 16, 2024·5 min readRead article →
AppsFlyerAppsFlyer

Winning big with influencers: A comprehensive guide for app marketers

Influencer marketing drives app growth by building trust and authenticity beyond traditional UA. Budgeting should start with target markets, CPM benchmarks, and a 25% uplift in daily organic installs. Choose creators based on data: audience demographics, recent views, and content alignment. Measure performance with granular attribution links (e.g., AppsFlyer OneLink) to track installs, conversions, and ROI. Avoid vanity metrics; focus on CVR, retention, and long-tail effects. Start with small campaigns to gather benchmarks before scaling.

Marion Balinoff·Apr 7, 2025·12 min readRead article →
TikTokTikTok

TikTok Advertising Blog: Find Product Updates, Insights & Tips

This TikTok for Business landing page promotes a limited-period new-advertiser incentive program offering up to USD 6,000 in matched ad credits. Three self-serve tiers are presented: 50% off first 30-day spend (up to $200), dollar-for-dollar match up to $500, and match up to $6,000. A separate headline offer advertises Spend $100/Get $100, Spend $500/Get $500, and Spend $1,500/Get $1,500 plus 1-to-1 expert onboarding support. Registration requires email or phone sign-up with 2-step verification. Eligibility is restricted to new SMB self-serve accounts, excluding agency, Business Center, and TikTok Shop accounts; credits post within 7 days of hitting the highest threshold or after the 30-day window.

Dan Madden·Oct 7, 2026·3 min readRead article →
AppsFlyerAppsFlyer

2025 App Marketer Survey

The mobile advertising industry is optimistic heading into 2025, with 80% of marketers expecting the year to be as strong or stronger than 2024. Non-gaming apps are driving growth, with downloads up 12% YoY and IAP revenue increasing 20%+. Marketers are prioritizing profitability and ROAS, with over half reporting more aggressive KPIs. Generative AI is already benefiting creative production and optimization. iOS re-engagement remains underleveraged, and most marketers are still adapting to SKAN. Budgets are increasing, with a focus on ad networks and self-attributing networks.

Shani Rosenfelder·Feb 17, 2025·4 min readRead article →
AppsFlyerAppsFlyer

Omnichannel Analytics Explained

Omnichannel analytics unifies customer behavior and campaign performance across mobile, web, CTV, and AI search into one identity, one attribution model, and one ROAS number. The core problem: a single customer seen on three surfaces becomes three users, inflating performance and corrupting attribution, LTV, and retention. Stitching channel reports into one dashboard is not unification—each channel keeps its own attribution logic, so conversions get double-counted and upper-funnel spend looks unproductive. For ad ops leaders, the takeaway is that identity resolution (deterministic plus probabilistic, privacy-safe) must happen at the data layer before any dashboard exists. Platform choice hinges on surface coverage, identity resolution, compliance, incrementality testing, and migration support.

Roi Tamir·Oct 5, 2026·12 min readRead article →
AppsFlyerAppsFlyer

Boosting your user acquisition strategy with preload campaigns

Preload campaigns are critical for UA in 2025, offering early brand presence, higher trust, and cost-efficient growth. Key benefits include increased visibility, engagement, and LTV. Practitioners should leverage advanced segmentation, automated recommendations, predictive analytics, extended attribution windows, and incrementality testing. Partnerships with OEMs and platforms like Appnext, Aura, AVOW, Digital Turbine, and InMobi can drive significant results, as seen with Magalu's 100k+ monthly installs and 4x ROAS.

Shani Rosenfelder·Jan 14, 2025·11 min readRead article →
TikTokTikTok

TikTok Advertising Blog: Find Product Updates, Insights & Tips

TikTok for Business is promoting tiered first-30-day ad credit incentives for new self-serve SMB advertisers: spend $100 get $100, $500 get $500, or $1,500 get $1,500 plus 1-to-1 expert onboarding support, with a headline entry offer of 50% off first-month spend up to $200 and matching credits up to $6,000. Credits are applied within 7 days of hitting the highest threshold or after the 30-day accumulation window. Eligibility excludes agency, Business Center, and TikTok Shop accounts, and limits one ad account per new TikTok For Business account. For ad ops teams, these terms dictate budget pacing, account structure, and credit-expiry planning.

just paying·Sep 21, 2026·6 min readRead article →
AppsFlyerAppsFlyer

Understanding ad metrics: A guide for digital marketers

Ad metrics are essential for optimizing campaigns in a market with rising costs (CPL up 25%, CPC up 10%). Key metrics include impressions, CPM, CTR, CPC, ROAS, CPA, and LTV. Mobile ads require unique metrics like app installs, retention, and stickiness. Best practices: align metrics with campaign goals, choose channels wisely, and partner with an MMP. Future trends include privacy-preserving measurement and AI-driven optimization.

Shani Rosenfelder·Feb 20, 2025·6 min readRead article →

More from Google