# ADSRUNNER > ADSRUNNER is a performance marketing agency for Shopify and DTC ecommerce brands and consumer subscription software, where senior operators run paid media on a platform built in-house that judges every channel against what the business actually banked. It also serves lead generation and education. It has managed $200M+ in ad spend across more than 50 industries, on Google Ads, Meta, Microsoft Ads, TikTok, Pinterest, and more. Senior operators run every account on a platform built in-house that reads the ad accounts, website analytics, the Shopify store, first-party tracking, and the customer list side by side, checks them every day, and ranks what it finds by the money at stake. People approve every change; automatic execution is built and deliberately switched off. Key pages: [Platform](https://www.adsrunner.com/platform), [Shopify](https://www.adsrunner.com/platform/shopify), [Pricing](https://www.adsrunner.com/pricing), [Services](https://www.adsrunner.com/services), [Work](https://www.adsrunner.com/work), [Insights](https://www.adsrunner.com/insights), [Compare](https://www.adsrunner.com/compare), [Free tools](https://www.adsrunner.com/tools), [Courses](https://www.adsrunner.com/learn), [Glossary](https://www.adsrunner.com/glossary), [Contact](https://www.adsrunner.com/contact) ## How we measure ADSRUNNER judges paid media against what the business banked, not against what each ad platform claims. It reads four ledgers side by side and never averages them: what each ad platform claims it caused, what website analytics recorded, what first-party tracking on the brand domain saw, and what the store or billing system booked after refunds. The store is the anchor. The disagreement between the other three is treated as the finding, because a sudden change in it usually means broken tracking rather than changed demand. - Connected sources: Google Ads, Meta, Microsoft Ads, TikTok, and Pinterest; Google Analytics 4; Shopify orders, line items, product cost, margin, refunds, and net revenue; the client customer list, with email and phone hashed on the way in; first-party tracking with server-side purchase capture. - Attribution: six models compared side by side on first-party data (last click, first click, linear, time decay, position based, data driven). Where they agree, credit is earned; where they disagree, the allocation is a judgment call worth testing. - New customers: purchases are matched against the client customer list to classify each sale as new, returning, or not yet identifiable, so new-customer CAC is measured rather than inferred from a pixel. - Daily checks: 27 automated checks read every account every day and rank findings by dollars at stake. A senior strategist decides what changes; client-affecting changes go through an approval the client controls. - Definitions: [Whole-business measurement](https://www.adsrunner.com/glossary/whole-business-measurement), [New-customer CAC](https://www.adsrunner.com/glossary/new-customer-cac), [New-customer ROAS](https://www.adsrunner.com/glossary/new-customer-roas), [MER](https://www.adsrunner.com/glossary/mer). Long form: [Why Meta, Google, GA4, and Shopify report different revenue](https://www.adsrunner.com/insights/why-meta-google-ga4-and-shopify-report-different-revenue). ## Ecommerce growth ladder Each monthly revenue band has a different binding constraint, and the work that got a brand to its current size is rarely what gets it to the next one. Full guide: [How to scale an ecommerce business: the revenue ladder.](https://www.adsrunner.com/insights/how-to-scale-an-ecommerce-business). Planner: [Ecommerce growth milestone planner](https://www.adsrunner.com/tools/ecommerce-growth-milestone-planner). - $250k to $500k a month: Creative supply. - $500k to $1M a month: A second channel and measurement you can trust. - $1M to $2M a month: A new-customer engine. - $2M to $3M a month: Margin, offers, and AOV. - $3M to $5M+ a month: Forecasting, incrementality, and the team. ## Questions we answer The questions a brand owner should be able to get answered about the business, not the campaigns. Full list with what a real answer requires: [Fourteen questions your agency should be able to answer](https://www.adsrunner.com/insights/questions-your-agency-should-be-able-to-answer). Self-assessment: [Agency accountability scorecard](https://www.adsrunner.com/tools/agency-accountability-scorecard). - Was last month profitable after product cost, shipping, and returns? - What did a new customer really cost, measured against the customer list? - Several platforms claim the same sale. Which one earned it? - Did sales drop, or did the tracking break? - Where is money leaking today, ranked by dollars? - Is growth coming from new demand or from existing customers? ## Pricing Published managed-service pricing in USD, with numeric parity in GBP and EUR. Minimum term 3 months. Full terms, including the growth share and setup fees: [Pricing](https://www.adsrunner.com/pricing). - Growth: $3,950 a month, includes $40k of monthly ad spend, 5% on spend above that. Brands spending 30k to 80k a month. - Scale: $5,950 a month, includes $100k of monthly ad spend, 5% on spend above that. Brands spending 80k to 260k a month. - Premier: $13,950 a month, includes $280k of monthly ad spend, 4% on spend above that. Brands spending 260k to 555k a month. - Enterprise: $24,950 a month, includes $600k of monthly ad spend, 3% on spend above that. Brands spending 555k a month and above. ## People - [Sam Nouri](https://www.adsrunner.com/team/sam-nouri) — Founder, ADSRUNNER: Founder of ADSRUNNER. Twelve years running paid media, now building the AI infrastructure the agency runs on. Profiles: https://www.linkedin.com/in/sam-nouri/, https://samnouri.com. - [Sophie Mills](https://www.adsrunner.com/team/sophie-mills) — Performance marketing strategist: Performance marketing strategist at ADSRUNNER, working across Google and Meta for ecommerce and lead-gen accounts. ## Services - [Google Ads agency — full-service Google Ads management](https://www.adsrunner.com/services/google-ads): Full-service Google Ads management across Search, Shopping, Performance Max, and YouTube, run by senior Google Ads specialists. AI-amplified, $200M+ in managed spend. - [Google Search Ads agency — Intent-driven search campaigns](https://www.adsrunner.com/services/google-search-ads): Capture buyers at the moment of intent. Keyword strategy, ad copy testing, bid management, and Quality Score optimization. - [Google Shopping Ads agency — Product feed optimization](https://www.adsrunner.com/services/google-shopping-ads): For eCommerce brands serious about scale. Product feed engineering, segmentation, and bid strategies that protect margins. - [Performance Max agency — Cross-channel AI campaigns](https://www.adsrunner.com/services/performance-max): Google's AI-driven campaign type, run with strategic guardrails. Asset group structure, audience signals, and exclusion strategy that beats default settings. - [YouTube advertising agency — Video-first acquisition](https://www.adsrunner.com/services/youtube-advertising): Brand-building and direct response on the world's second-largest search engine. From bumper ads to long-form storytelling. - [Microsoft Bing Ads agency — High-value secondary search](https://www.adsrunner.com/services/microsoft-bing-ads): Often overlooked, frequently profitable. Bing audiences skew older, wealthier, and more enterprise-focused than Google. - [Meta ads agency — Facebook & Instagram advertising experts](https://www.adsrunner.com/services/meta-ads): Meta ads management for brands that need profitable scale. Facebook and Instagram campaign architecture, creative testing, and server-side measurement run by senior specialists. - [Instagram advertising agency — Creative-first paid social](https://www.adsrunner.com/services/instagram-advertising): Where lifestyle brands win or lose. Stories, Reels, in-feed — strategic placement and creative iteration tied to real performance data. - [TikTok advertising agency — Native creative for new buyers](https://www.adsrunner.com/services/tiktok-advertising): The fastest-growing acquisition channel for eCom and DTC. Native-first creative strategy, Spark Ads, and TikTok Shop integration. - [LinkedIn advertising agency — B2B and SaaS focused](https://www.adsrunner.com/services/linkedin-advertising): The only platform where you can target by job title, company size, and seniority. Built for B2B, SaaS, and high-ticket service businesses. - [Pinterest advertising agency — Discovery-led purchasing](https://www.adsrunner.com/services/pinterest-advertising): Pinterest users plan purchases months in advance. Powerful for home, fashion, beauty, and lifestyle brands targeting researchers. - [CRO agency — Conversion rate optimization services](https://www.adsrunner.com/services/conversion-rate-optimization): Better conversion rates make every channel more profitable. Structured A/B testing programs on landing pages, checkout flows, and product pages. - [Google Analytics agency — GA4 setup and attribution](https://www.adsrunner.com/services/google-analytics): Clean measurement is the foundation of everything else. GA4 implementation, custom events, attribution modeling, and dashboard infrastructure. - [Email marketing agency — Lifecycle and retention flows](https://www.adsrunner.com/services/email-marketing): Paid acquisition without lifecycle is leaking buckets. Klaviyo, Customer.io, HubSpot — owned channels engineered for retention and LTV. - [Marketing consultancy — Strategic planning and advisory](https://www.adsrunner.com/services/marketing-consultancy): For brands that want senior strategic input without full retainer engagement. Quarterly planning, growth diagnostics, and exec-level advisory. - [Google Ads agency for ecommerce — margin-first management](https://www.adsrunner.com/services/google-ads-for-ecommerce): Google Ads management built for ecommerce economics: feed engineering, margin-based bidding, PMax with guardrails, and MER governance — not just platform ROAS. - [Google Ads for Shopify stores — feed, tracking, and scale](https://www.adsrunner.com/services/google-ads-for-shopify): Google Ads management built around the Shopify stack: catalog-synced feeds, server-side tracking, COGS-aware bidding, and PMax with guardrails for Shopify brands. - [Google Ads agency for SaaS — pipeline, not just leads](https://www.adsrunner.com/services/google-ads-for-saas): Google Ads for subscription software and SaaS: intent-tiered keywords, trial and payment events sent back to Google, and CAC payback as the target, not cost per signup. - [Google Ads for lead generation — quality-first PPC management](https://www.adsrunner.com/services/google-ads-for-lead-generation): Lead gen Google Ads that optimizes for qualified leads and closed revenue, not form fills: CRM feedback loops, value-based bidding, call tracking, and junk-lead defense. - [Meta & Facebook ads for ecommerce — creative-led, MER-governed](https://www.adsrunner.com/services/facebook-ads-for-ecommerce): Meta advertising for ecommerce brands: creative testing systems, Advantage+ with discipline, server-side signal quality, and blended efficiency as the real scoreboard. - [Meta ads for Shopify stores — catalog, CAPI, and creative](https://www.adsrunner.com/services/meta-ads-for-shopify): Facebook and Instagram advertising built on the Shopify stack: server-side CAPI, catalog-synced dynamic ads, margin-aware scaling, and creative systems for DTC brands. - [Ecommerce PPC agency — Google, Meta, TikTok under one MER](https://www.adsrunner.com/services/ecommerce-ppc-agency): A performance agency built for ecommerce: Google, Meta, Microsoft, and TikTok run as one system, governed by blended efficiency and contribution margin — not per-channel dashboards. - [B2B PPC agency — paid media measured in pipeline](https://www.adsrunner.com/services/b2b-ppc-agency): B2B paid media across Google, LinkedIn, Meta, and Microsoft — optimized on CRM-verified pipeline and CAC payback, built for long sales cycles and buying committees. - [Meta & Facebook ads for lead generation — quality-scored leads](https://www.adsrunner.com/services/facebook-ads-for-lead-generation): Meta lead generation that optimizes for qualified leads: instant forms vs landing pages by economics, CRM feedback into the pixel, and creative built to pre-qualify. - [Shopify marketing agency — paid growth for Shopify brands](https://www.adsrunner.com/services/shopify-marketing-agency): A growth partner built around the Shopify stack: Google, Meta, and TikTok acquisition, email coordination, server-side tracking, and margin truth from your store data. - [TikTok ads for ecommerce — native creative, honest economics](https://www.adsrunner.com/services/tiktok-ads-for-ecommerce): TikTok advertising for ecommerce brands: native-first creative systems, Spark Ads, TikTok Shop strategy, and incrementality-honest measurement against blended targets. - [SaaS PPC agency — paid acquisition governed by CAC payback](https://www.adsrunner.com/services/saas-ppc-agency): A PPC agency for subscription software and SaaS: Google, Meta, TikTok, Microsoft, and LinkedIn run against paying customers, self-serve and sales-led handled distinctly. - [Meta & Facebook ads for SaaS — demand creation, not cheap trials](https://www.adsrunner.com/services/meta-ads-for-saas): Meta ads for consumer subscription software and SaaS: optimized to activation and first payment rather than signups, with creative that teaches before it asks. - [DTC growth agency — contribution-margin growth for DTC brands](https://www.adsrunner.com/services/dtc-growth-agency): A growth agency for DTC brands: creative-led acquisition on Meta and TikTok, Google capture, LTV-aware economics, and scaling governed by contribution margin — not vanity ROAS. - [Enterprise PPC agency — paid media for six-figure monthly spend](https://www.adsrunner.com/services/enterprise-ppc-agency): An enterprise PPC agency for brands spending six figures a month: capital allocation, a measurement stack that can survive a board pack, and a platform — not a media buyer running the $20k playbook at 10x the budget. - [Shopify Plus agency — paid growth for Plus merchants](https://www.adsrunner.com/services/shopify-plus-agency): A Shopify Plus agency for catalogs, Markets, and checkout complexity that outgrew the default stack: Google and Meta on Plus-grade feeds, B2B and wholesale alongside DTC, and measurement your store actually owns. ## Industries - [eCommerce & D2C marketing agency — Retailers, marketplaces & founder-led brands](https://www.adsrunner.com/ecommerce): For multi-brand retailers, marketplaces, and founder-led D2C brands. Margin-aware ROAS systems, inventory-driven bidding, creative-led acquisition, and lifetime-value measurement at scale. - [SaaS marketing agency — Subscription and trial-to-paid growth](https://www.adsrunner.com/saas): Paid media for consumer and prosumer subscription software sold direct. CAC payback, trial-to-paid, churn-aware budgets, and first-party measurement. - [Lead generation agency — High-intent pipeline](https://www.adsrunner.com/lead-generation): For service businesses, B2B brands, and high-ticket consumer offerings. Pipeline-aware bidding, close-rate attribution, and lead-quality optimization. - [Info product & education marketing agency — Courses, coaching & communities](https://www.adsrunner.com/info-education): For course creators, coaches, memberships, and education brands. Webinar and VSL funnels measured to cash collected, authority-led creative, and nurture-aware attribution. ## Case studies - [Case study — Awesome Books: 300% sales growth across millions of titles](https://www.adsrunner.com/work/awesome-books): How we scaled Awesome Books from a regional bookseller to a global eCommerce performer — 300% sales growth in 6 months while maintaining ROAS and CPA targets. - [Case study — Vortexa: 200% lead growth in 3 months](https://www.adsrunner.com/work/vortexa): How we doubled qualified lead volume for Vortexa, a global energy analytics SaaS, through regional strategy and dynamic budget optimization. - [Case study — Rugs Outlet: from 2.5x to 4.5x ROAS in 4 months](https://www.adsrunner.com/work/rugs-outlet): How we took a loss-making global rugs retailer to $20M+ revenue and 4.5x ROAS in 4 months through data-driven paid media and full-funnel strategy. - [Case study — Illusionaries: 100,000+ tickets sold, 16M reached](https://www.adsrunner.com/work/illusionaries): How a social-first full-funnel growth engine sold 100,000+ tickets and reached 16 million people for London's leading immersive art experience. - [Case study — Saffron Alley: 55% growth while maintaining profitability](https://www.adsrunner.com/work/saffron-alley): How we achieved market leadership for the UK's premium halal meat retailer — 55%+ sales growth, No.1 impression share in UK paid search. - [Case study — Bulletproof Fitness: 1,100% ROAS and doubled sales in 3 months](https://www.adsrunner.com/work/bulletproof): How we took a US premium home-gym brand from struggling to scale to profitable growth — 1,100%+ ROAS and doubled monthly sales in 3 months. - [Case study — FinancialDocs: 33% acquisition growth in 3 months](https://www.adsrunner.com/work/financial-docs): How we broke through a performance plateau for a leading D2C SaaS financial services business — 33% acquisition uplift, $2M+ managed spend. - [Case study — Global SMM: from loss-making to profitable growth in 3 months](https://www.adsrunner.com/work/global-smm): How we managed $3M+ in ad spend, doubled customer acquisition, and grew revenue by 60% for a global social media marketing business. ## Free tools - [Breakeven ROAS calculator](https://www.adsrunner.com/tools/breakeven-roas-calculator): Find the exact ROAS where ads break even from AOV, COGS, shipping, and fees — plus the target ROAS for a chosen profit per order. - [ROAS profit calculator](https://www.adsrunner.com/tools/roas-profit-calculator): Enter ad spend and ROAS with real unit economics to see monthly net profit, POAS, profit per order, breakeven ROAS, and what you keep at every ROAS. - [CAC payback calculator](https://www.adsrunner.com/tools/cac-payback-calculator): Months to recover customer acquisition cost, with gross-margin LTV and LTV:CAC — for SaaS and subscription businesses. - [Ad budget calculator](https://www.adsrunner.com/tools/ad-budget-calculator): Work backward from a monthly revenue goal to the required ad budget, implied CPA/ROAS, and the Smart Bidding learning floor. - [Lead value & allowable CPL calculator](https://www.adsrunner.com/tools/lead-value-cpl-calculator): Work back from customer value, margin, and close rates to the max cost per lead, per qualified lead, and per customer — for lead-gen and B2B advertisers. - [Agency accountability scorecard](https://www.adsrunner.com/tools/agency-accountability-scorecard): Fourteen questions about profit, new customers, attribution, tracking, and waste. Scores what a current paid media setup can actually see about the business. - [Ecommerce growth milestone planner](https://www.adsrunner.com/tools/ecommerce-growth-milestone-planner): Turn a monthly revenue target into required new customers, ad spend, blended MER, contribution after ads, and first-month working cash, with CAC rising as acquisition volume grows. - [Peak season budget planner](https://www.adsrunner.com/tools/peak-season-budget-planner): Plan November and BFCM ad spend week by week on a diminishing-returns curve, with average ROAS, marginal ROAS, and the stop point where marginal ROAS falls below breakeven ROAS. - [MER target calculator](https://www.adsrunner.com/tools/mer-target-calculator): Breakeven MER, target MER, and maximum ad spend at each from monthly revenue, contribution margin, fixed costs, and a profit target, with breakeven ROAS for reference. ## Free courses - [Google Ads for ecommerce — the free operator course](https://www.adsrunner.com/learn/google-ads-for-ecommerce): A free 7-part course on running profitable Google Ads for ecommerce: unit economics, feed, account structure, Shopping, Performance Max, bidding to margin, and scaling. - [Part 1 — Unit economics before ad accounts](https://www.adsrunner.com/learn/google-ads-for-ecommerce/unit-economics-first): Compute contribution margin, breakeven ROAS, and allowable CAC — the three numbers every later decision depends on. - [Part 2 — The feed is the campaign](https://www.adsrunner.com/learn/google-ads-for-ecommerce/feed-foundations): Titles, identifiers, taxonomy, and custom labels — the feed work that outperforms most bid changes. - [Part 3 — Structure the account around margin, not vibes](https://www.adsrunner.com/learn/google-ads-for-ecommerce/account-structure): Consolidate for learning volume, segment only where economics genuinely differ, and isolate brand from day one. - [Part 4 — Standard Shopping: the control surface](https://www.adsrunner.com/learn/google-ads-for-ecommerce/shopping-campaigns): Priority tiers, query sculpting, margin-based subdivision — and the honest comparison with PMax. - [Part 5 — Performance Max without the black box](https://www.adsrunner.com/learn/google-ads-for-ecommerce/performance-max): Asset group architecture, brand exclusions, and the 2026 controls — running PMax as an operator, not a passenger. - [Part 6 — Bid to margin, measure with MER](https://www.adsrunner.com/learn/google-ads-for-ecommerce/bidding-and-measurement): tROAS vs tCPA, margin-aware conversion values, server-side tracking, and MER as the number that cannot lie. - [Part 7 — Scaling without breaking it](https://www.adsrunner.com/learn/google-ads-for-ecommerce/scaling): Budget steps, marginal CAC, headroom reads, and the sequence for expanding past what currently works. - [Paid acquisition for SaaS — the free operator course](https://www.adsrunner.com/learn/paid-acquisition-for-saas): A free 5-part course on SaaS paid acquisition: payback economics, keyword and intent strategy, trial vs demo funnels, the Google + Meta interplay, and measurement that survives long cycles. - [Part 1 — Payback economics set every target](https://www.adsrunner.com/learn/paid-acquisition-for-saas/economics-and-targets): Compute honest CAC payback, place yourself against current benchmarks, and derive the CAC target every campaign inherits. - [Part 2 — The intent map: category, problem, competitor, brand](https://www.adsrunner.com/learn/paid-acquisition-for-saas/keywords-and-intent): Four intent tiers, four different economics — and the order to fund them. - [Part 3 — Trial, demo, or both: choosing your conversion event](https://www.adsrunner.com/learn/paid-acquisition-for-saas/trial-vs-demo): Let ACV pick the funnel, use friction deliberately, and optimize to the event that predicts revenue — not the cheapest one. - [Part 4 — Google captures, Meta and LinkedIn create](https://www.adsrunner.com/learn/paid-acquisition-for-saas/channel-interplay): Demand capture before demand creation, the realistic role of each channel, and how to read cross-channel effects. - [Part 5 — Measurement that survives a 90-day sales cycle](https://www.adsrunner.com/learn/paid-acquisition-for-saas/measurement): Server-side signal, offline conversion feedback, cohort payback reads, and incrementality on a budget. ## Glossary ### Metrics & economics - [AOV (average order value)](https://www.adsrunner.com/glossary/aov): AOV is total revenue divided by number of orders — the starting point of every ecommerce unit-economics calculation. - [Blended ROAS](https://www.adsrunner.com/glossary/blended-roas): Blended ROAS is total business revenue divided by total ad spend across every channel, taken from the store or finance records rather than from any ad platform. It is the inverse of MER. - [Breakeven ROAS](https://www.adsrunner.com/glossary/breakeven-roas): Breakeven ROAS is the return on ad spend at which advertising exactly covers its own cost after product, fulfillment, and payment costs. It equals AOV divided by contribution margin per order. - [CAC (customer acquisition cost)](https://www.adsrunner.com/glossary/cac): CAC is the fully loaded cost of acquiring one new customer: ad spend plus the sales and marketing costs attributable to new business, divided by new customers only. - [CAC payback period](https://www.adsrunner.com/glossary/cac-payback): CAC payback is the number of months a new customer’s gross margin takes to repay their acquisition cost: CAC divided by (monthly revenue per customer × gross margin). - [Churn rate](https://www.adsrunner.com/glossary/churn-rate): Churn rate is the share of paying subscribers who cancel or lapse in a period, usually a month. It sets how long a customer pays and therefore how much acquisition a subscription business can afford. - [Cohort retention](https://www.adsrunner.com/glossary/cohort-retention): Cohort retention tracks what share of the customers acquired in one period are still active, paying, or buying in each later period. It shows how customer quality changes over time and by acquisition source, which a company-wide average hides. - [Contribution margin](https://www.adsrunner.com/glossary/contribution-margin): Contribution margin is what remains of an order after variable costs — product cost, shipping and fulfillment, payment and platform fees, returns allowance. It is the money available to pay for advertising and profit. - [Conversion rate](https://www.adsrunner.com/glossary/conversion-rate): Conversion rate is conversions divided by clicks (or sessions) — the share of traffic that completes the goal action. Ecommerce paid traffic typically lands between 1.5% and 3%. - [CPA (cost per acquisition)](https://www.adsrunner.com/glossary/cpa): CPA is advertising spend divided by conversions — the cost of one purchase, lead, or signup. Breakeven CPA for ecommerce equals contribution margin per order. - [CPC (cost per click)](https://www.adsrunner.com/glossary/cpc): CPC is advertising spend divided by clicks. In auction platforms it is an output of competition and quality, not a price you simply choose. - [CPM (cost per thousand impressions)](https://www.adsrunner.com/glossary/cpm): CPM is the cost of one thousand ad impressions — the native pricing unit of social and display auctions. - [CTR (click-through rate)](https://www.adsrunner.com/glossary/ctr): CTR is clicks divided by impressions — the share of people who saw an ad and clicked it. It measures message-audience fit, not business results. - [First-order profitability](https://www.adsrunner.com/glossary/first-order-profitability): First-order profitability is the rule that a new customer must be profitable on their first purchase: the contribution margin of the first order has to cover the cost of acquiring the customer, with repeat purchases treated as upside rather than as the plan. - [Incrementality](https://www.adsrunner.com/glossary/incrementality): Incrementality is the share of conversions that advertising actually caused — conversions that would not have happened without the ads, as opposed to conversions the ads merely touched. - [LTV (customer lifetime value)](https://www.adsrunner.com/glossary/ltv): LTV is the total value a customer generates over their relationship with the business — honestly computed as contribution margin per cohort over time, not revenue. - [LTV:CAC ratio](https://www.adsrunner.com/glossary/ltv-cac-ratio): LTV:CAC compares customer lifetime value to acquisition cost. The conventional healthy floor is 3:1 on gross-margin LTV; below 1:1 every customer loses money. - [Marginal ROAS](https://www.adsrunner.com/glossary/marginal-roas): Marginal ROAS is the revenue returned by the last increment of ad spend, divided by that increment. It answers whether the next dollar is worth spending, which average ROAS cannot, because an average includes every cheaper dollar that came before it. - [MER (marketing efficiency ratio)](https://www.adsrunner.com/glossary/mer): MER is total marketing spend divided by total business revenue, expressed as a percentage, where lower is better. A 20% MER means one-fifth of revenue goes to advertising. - [Net revenue](https://www.adsrunner.com/glossary/net-revenue): Net revenue is what the business keeps from sales after discounts, refunds, and returns, and excluding taxes and shipping charged to the customer. It is the revenue figure paid media should ultimately be judged against. - [New-customer CAC](https://www.adsrunner.com/glossary/new-customer-cac): New-customer CAC is ad spend divided by the number of first-time customers acquired in the same period. It is the acquisition cost growth actually depends on, because it excludes repeat buyers who inflate every blended cost figure. - [New-customer ROAS (NC-ROAS)](https://www.adsrunner.com/glossary/new-customer-roas): New-customer ROAS is revenue from first-time customers divided by ad spend. It strips out repeat buyers who were coming back anyway, so it measures what paid media is doing for acquisition rather than for retention. - [POAS (profit on ad spend)](https://www.adsrunner.com/glossary/poas): POAS is gross profit generated per unit of ad spend — the same arithmetic as ROAS with margin instead of revenue in the numerator. It re-ranks campaigns by what they contribute, not what they turn over. - [Repeat purchase rate](https://www.adsrunner.com/glossary/repeat-purchase-rate): Repeat purchase rate is the share of customers acquired in a period who buy again within a defined window, such as 90 or 365 days. It is the input that decides how much a brand can afford to pay for a first order. - [ROAS (return on ad spend)](https://www.adsrunner.com/glossary/roas): ROAS is revenue attributed to advertising divided by advertising spend. A 4.0 ROAS means $4 of tracked revenue per $1 of ad spend — before any product or fulfillment costs. - [Trial-to-paid conversion rate](https://www.adsrunner.com/glossary/trial-to-paid-conversion-rate): Trial-to-paid conversion rate is the share of free trials that become paying subscriptions within a defined window. It links acquisition cost per trial to acquisition cost per paying customer. ### Google Ads - [Asset group](https://www.adsrunner.com/glossary/asset-group): An asset group is Performance Max’s creative unit: a themed collection of headlines, descriptions, images, videos, and audience signals from which Google assembles ads for every surface. - [Brand exclusions](https://www.adsrunner.com/glossary/brand-exclusions): Brand exclusions are campaign-level controls that stop Performance Max and other automated campaigns from serving on searches for your own brand, keeping brand traffic in dedicated campaigns. - [Broad match](https://www.adsrunner.com/glossary/broad-match): Broad match is the loosest keyword match type: ads may serve on any search Google considers related in meaning to the keyword, including searches sharing no words with it. - [Custom labels](https://www.adsrunner.com/glossary/custom-labels): Custom labels (custom_label_0 through _4) are five free-text feed attributes used to segment products in Shopping and Performance Max — most powerfully by margin band, price tier, or lifecycle stage. - [Demand Gen campaigns](https://www.adsrunner.com/glossary/demand-gen): Demand Gen is Google’s visually led campaign type serving YouTube (including Shorts), Discover, and Gmail — Google’s answer to social-style feeds, aimed at generating rather than capturing demand. - [Dynamic Search Ads (DSAs)](https://www.adsrunner.com/glossary/dynamic-search-ads): Dynamic Search Ads target searches by matching them to your website content instead of keywords — Google generates the headline and landing page from your site. - [Exact match](https://www.adsrunner.com/glossary/exact-match): Exact match serves ads on searches that share the same meaning or intent as the keyword — including close variants, reorderings, and paraphrases, not just the literal string. - [Google Merchant Center](https://www.adsrunner.com/glossary/merchant-center): Merchant Center is where your product feed lives: it ingests, validates, and serves product data to Shopping ads, Performance Max, and free listings. - [Impression share](https://www.adsrunner.com/glossary/impression-share): Impression share is the percentage of eligible auctions in which your ad actually appeared. Lost impression share is split into "lost to budget" and "lost to rank". - [Learning phase](https://www.adsrunner.com/glossary/learning-phase): The learning phase is the period after a campaign launch or significant change during which the bidding algorithm recalibrates. Performance is typically volatile until enough new conversion data accumulates. - [Negative keywords](https://www.adsrunner.com/glossary/negative-keywords): Negative keywords prevent ads from serving on specified searches. They are the primary steering mechanism in a broad-match, Smart Bidding account. - [Performance Max](https://www.adsrunner.com/glossary/performance-max): Performance Max (PMax) is Google’s goal-based campaign type that serves across Search, Shopping, YouTube, Display, Discover, Gmail, and Maps from a single campaign, with targeting and placement decided by the algorithm. - [Phrase match](https://www.adsrunner.com/glossary/phrase-match): Phrase match serves ads on searches that include the meaning of the keyword. It sits between exact and broad match in reach and control. - [Product feed](https://www.adsrunner.com/glossary/product-feed): The product feed is the structured data file describing your catalog — titles, prices, images, availability, identifiers — that Shopping and Performance Max campaigns serve from. - [Quality Score](https://www.adsrunner.com/glossary/quality-score): Quality Score is Google’s 1-10 diagnostic rating of keyword relevance, built from expected CTR, ad relevance, and landing page experience. Higher quality effectively discounts your CPCs. - [Responsive search ads (RSAs)](https://www.adsrunner.com/glossary/responsive-search-ads): Responsive search ads are the default Google search ad format: you supply up to 15 headlines and 4 descriptions, and Google assembles combinations per auction. - [Search terms report](https://www.adsrunner.com/glossary/search-terms-report): The search terms report shows the actual queries that triggered your ads — as opposed to the keywords you bought. It is the primary feedback loop for query control and demand discovery. - [Smart Bidding](https://www.adsrunner.com/glossary/smart-bidding): Smart Bidding is Google’s auction-time automated bidding, which sets a distinct bid for every auction using contextual signals unavailable to manual bidders. Main strategies: Target ROAS, Target CPA, Maximize Conversions, Maximize Conversion Value. - [Target CPA (tCPA)](https://www.adsrunner.com/glossary/target-cpa): Target CPA is a Smart Bidding strategy that bids to achieve an average cost per conversion you specify. It suits lead generation and single-price conversions where every conversion is worth roughly the same. - [Target ROAS (tROAS)](https://www.adsrunner.com/glossary/target-roas): Target ROAS is a Smart Bidding strategy that bids to achieve an average return on ad spend you specify — e.g., a 400% target asks for $4 of conversion value per $1 spent. ### Meta & paid social - [Advantage+ shopping campaigns](https://www.adsrunner.com/glossary/advantage-plus): Advantage+ shopping campaigns (ASC) are Meta’s automated campaign type: targeting, placement, and budget allocation are algorithmic, and the advertiser’s levers are creative volume, catalog quality, and conversion signals. - [Aggregated Event Measurement (AEM)](https://www.adsrunner.com/glossary/aggregated-event-measurement): Aggregated Event Measurement is Meta’s framework for measuring conversions from users who opt out of tracking (notably on iOS): a limited number of prioritized events are measured in aggregate, privacy-preserving form rather than at the individual level. - [Andromeda](https://www.adsrunner.com/glossary/andromeda): Andromeda is the name associated with Meta’s machine-learning retrieval engine that selects which ads to consider for each opportunity — the system behind the platform’s improved ability to match ads to people from a huge candidate pool. - [Bid cap](https://www.adsrunner.com/glossary/bid-cap): Bid cap is a Meta bid strategy that sets a hard maximum bid in the auction itself — the most controlling and least forgiving option, used by advertisers who know their marginal value per action and manage to it deliberately. - [Conversions API (CAPI)](https://www.adsrunner.com/glossary/conversions-api): The Conversions API is Meta’s server-side event channel: conversions are sent from your server directly to Meta, bypassing browser limitations like ad blockers and cookie restrictions that erode pixel coverage. - [Cost cap](https://www.adsrunner.com/glossary/cost-cap): Cost cap (cost per result goal) is a Meta bid strategy that keeps your average cost per result around a target while maximizing volume under that constraint — an efficiency control that targets an average rather than a hard ceiling. - [Creative diversity](https://www.adsrunner.com/glossary/creative-diversity): Creative diversity is how genuinely different the ads in an account are from each other: in the person they speak to, the desire or problem they address, the format, and the visual world. On Meta it matters more than raw creative volume, because very similar ads compete for the same delivery. - [Creative fatigue](https://www.adsrunner.com/glossary/creative-fatigue): Creative fatigue is the performance decay that occurs as an audience is repeatedly exposed to the same ad: CTR falls, CPM and CPA climb, and the delivery system throttles reach. - [Event match quality (EMQ)](https://www.adsrunner.com/glossary/event-match-quality): Event match quality is Meta’s score for how well the customer parameters you send with a server event (hashed email, phone, and other identifiers) can be matched to a Meta user — higher match quality means more conversions attributed and better optimization. - [Frequency](https://www.adsrunner.com/glossary/frequency): Frequency is the average number of times each person in the audience has seen your ad over a given window — impressions divided by reach. - [Highest volume bidding](https://www.adsrunner.com/glossary/highest-volume-bidding): Highest volume (formerly "lowest cost") is Meta’s default bid strategy: it spends the full budget to get as many results as possible with no cost constraint, giving the delivery system maximum freedom to find conversions. - [Lookalike audience](https://www.adsrunner.com/glossary/lookalike-audience): A lookalike audience is a platform-built audience of users statistically similar to a source list you provide — typically your customers or highest-value converters. ### Measurement & tracking - [Attribution](https://www.adsrunner.com/glossary/attribution): Attribution is the assignment of conversion credit to marketing touchpoints — the set of rules deciding which ad, channel, or interaction "caused" a sale. - [Attribution window](https://www.adsrunner.com/glossary/attribution-window): An attribution window is the time period after an ad interaction during which a conversion can be credited to it — e.g., 7-day click / 1-day view on Meta, or 30-day click on Google. - [Consent mode](https://www.adsrunner.com/glossary/consent-mode): Consent mode is Google’s framework for adjusting tag behavior based on user consent choices: when consent is denied, tags send cookieless pings that feed conversion modeling instead of setting identifiers. - [Data-driven attribution (DDA)](https://www.adsrunner.com/glossary/data-driven-attribution): Data-driven attribution distributes conversion credit across touchpoints using a model trained on converting and non-converting paths, instead of a fixed rule such as last click. It is the default model in Google Ads and GA4. - [Enhanced conversions](https://www.adsrunner.com/glossary/enhanced-conversions): Enhanced conversions is Google’s mechanism for improving conversion measurement by sending hashed first-party data (email, phone) alongside conversion events, letting Google match conversions to signed-in users when cookies fail. - [First-party data](https://www.adsrunner.com/glossary/first-party-data): First-party data is information a business collects directly from its own customers and properties — purchase history, email lists, on-site behavior — as opposed to third-party data purchased from brokers. - [Last-click attribution](https://www.adsrunner.com/glossary/last-click-attribution): Last-click attribution assigns 100% of conversion credit to the final click before purchase, ignoring every earlier touchpoint in the journey. - [Media mix modeling (MMM)](https://www.adsrunner.com/glossary/media-mix-modeling): Media mix modeling estimates how much each channel contributes to sales by regressing total outcomes on spend over time, controlling for seasonality, price, and other factors. It needs no user-level tracking, which makes it resilient to privacy changes. - [Multi-touch attribution (MTA)](https://www.adsrunner.com/glossary/multi-touch-attribution): Multi-touch attribution distributes conversion credit across multiple touchpoints in the customer journey, using positional rules (linear, time-decay, U-shaped) or data-driven models. - [Offline conversion import](https://www.adsrunner.com/glossary/offline-conversion-import): Offline conversion import (OCI) uploads conversions that happen outside the website — closed deals, qualified leads, phone sales — back to the ad platform, matched via click ID or hashed customer data. - [Position-based attribution](https://www.adsrunner.com/glossary/position-based-attribution): Position-based attribution, sometimes called U-shaped attribution, gives most of the credit for a conversion to the first and last touches and shares the remainder among the touches in between. A common split is 40% first, 40% last, 20% middle. - [Server-side tracking](https://www.adsrunner.com/glossary/server-side-tracking): Server-side tracking sends conversion events from your server (or a first-party tagging endpoint) to ad platforms, rather than relying solely on browser scripts that ad blockers and privacy features increasingly suppress. - [Time-decay attribution](https://www.adsrunner.com/glossary/time-decay-attribution): Time-decay attribution splits credit for a conversion across the touches before it, giving more credit to touches closer in time to the conversion. The weight usually halves over a fixed interval, called the half-life. - [UTM parameters](https://www.adsrunner.com/glossary/utm-parameters): UTM parameters are URL tags (utm_source, utm_medium, utm_campaign, utm_content, utm_term) that identify where a visit came from, feeding analytics tools’ channel and campaign reporting. - [View-through conversion](https://www.adsrunner.com/glossary/view-through-conversion): A view-through conversion is credited to an ad that was seen but not clicked before the user converted through another path. - [Whole-business measurement](https://www.adsrunner.com/glossary/whole-business-measurement): Whole-business measurement judges paid media against what the business actually banked, by reading four ledgers side by side: what each ad platform claims, what analytics recorded, what first-party tracking saw, and what the store or billing system booked. ### Operating practice - [Brand vs non-brand](https://www.adsrunner.com/glossary/brand-vs-non-brand): Brand traffic comes from searches containing your name; non-brand from generic category searches. Separating them is the first honesty test of any search account. - [Dayparting](https://www.adsrunner.com/glossary/dayparting): Dayparting is scheduling ads (or adjusting bids) by hour of day and day of week, concentrating spend when the audience converts best. - [Geo holdout test](https://www.adsrunner.com/glossary/geo-holdout): A geo holdout test pauses (or launches) advertising in a matched set of geographic regions while keeping it live elsewhere, then compares outcomes to measure the channel’s true incremental effect. - [Hero SKU](https://www.adsrunner.com/glossary/hero-sku): A hero SKU is the single product that carries a disproportionate share of a brand’s ad spend, revenue, and new customers. It is usually the reason the account works, and the reason it is fragile. - [Landing page](https://www.adsrunner.com/glossary/landing-page): A landing page is the destination a visitor reaches after clicking an ad. Its conversion rate multiplies everything upstream — the same traffic on a page converting at 2.5% versus 2.0% is a 25% budget difference. - [Remarketing (retargeting)](https://www.adsrunner.com/glossary/remarketing): Remarketing serves ads to people who previously visited your site or engaged with your brand — the warmest cold audience available, and the most commonly over-credited. - [Subscribe and save](https://www.adsrunner.com/glossary/subscribe-and-save): Subscribe and save is a recurring-order option on a physical product, sold at a discount to the one-time price in exchange for automatic repeat delivery. It trades margin on every order for a more predictable repeat rate. ## Compare Index: [Compare ADSRUNNER](https://www.adsrunner.com/compare). In-house versus agency lives at [the existing Insight](https://www.adsrunner.com/insights/in-house-vs-agency-the-honest-comparison), not a second URL. - [ADSRUNNER vs Triple Whale.](https://www.adsrunner.com/compare/adsrunner-vs-triple-whale): Triple Whale is an ecommerce attribution dashboard. ADSRUNNER is a paid-media operator with a first-party measurement stack. Where each wins, what we will not claim, and how to choose. - [ADSRUNNER vs Hyros.](https://www.adsrunner.com/compare/adsrunner-vs-hyros): Hyros is ad and call tracking software, strongest for info and high-ticket funnels. ADSRUNNER is a paid-media operator with first-party tracking and commerce truth. How to choose without a feature-list lie. - [ADSRUNNER vs a typical agency.](https://www.adsrunner.com/compare/adsrunner-vs-typical-agency): What changes when the agency is an operating system rather than a media buyer: named operator load, a blended scoreboard, AI sensing with human approval, and a published rate card. - [Attribution software vs an agency.](https://www.adsrunner.com/compare/attribution-software-vs-agency): Triple Whale and Hyros are tools for teams that already buy ads. An agency is the team. How to tell which problem you actually have, without buying both by accident. ## Insights ### Platform strategy - [Free trial or paid: what your ads should optimize toward.](https://www.adsrunner.com/insights/free-trial-or-paid-what-your-ads-should-optimize-toward): Why the cheapest trial is often the most expensive subscriber, how trial design changes what Meta and Google learn to buy, and which conversion event and value to send for each trial type. - [Shopping profit by product: the losers campaign ROAS hides.](https://www.adsrunner.com/insights/shopping-profit-by-product-the-losers-campaign-roas-hides): A healthy campaign ROAS can hide products that lose money on every sale. How to compute profit and breakeven ROAS by product, what margin should include, and how to restructure Shopping and Performance Max around margin bands. - [Are Bing ads worth it in 2026? A data-grounded answer.](https://www.adsrunner.com/insights/are-bing-ads-worth-it-2026): Microsoft Ads in 2026: what changed with PMax transparency, experiments, and Copilot placements — and a spend-based framework for deciding whether Bing deserves your budget. - [Audience exclusions and retargeting in a consolidated Meta era.](https://www.adsrunner.com/insights/meta-audience-exclusions-and-retargeting-2026): How audience exclusions and retargeting work in a consolidated, Advantage+ Meta era — stopping brand and existing-customer cannibalization, structuring retargeting that is genuinely incremental, and what still needs manual control. - [Meta account structure in 2026: consolidation, Advantage+, and control.](https://www.adsrunner.com/insights/meta-account-structure-2026-consolidation-and-control): Meta ads now rewards consolidated structures that feed the algorithm signal, not fragmented ones that feed the media buyer control. When Advantage+ earns trust, and when manual structure still wins. - [Performance Max examples: what good actually looks like.](https://www.adsrunner.com/insights/performance-max-examples-what-good-looks-like): Three anonymized Performance Max setups that work — ecommerce catalog, considered purchase, and lead gen — with the structure, controls, and results logic behind each. - [Google AI Max for Search: should you turn it on?](https://www.adsrunner.com/insights/google-ai-max-for-search-should-you-turn-it-on): Google AI Max for Search expands reach using AI to find new queries and rewrite ads. Here is when it helps, when it cannibalizes existing performance, and how to test it safely. - [Meta bidding: cost cap, bid cap, and when to use which.](https://www.adsrunner.com/insights/meta-ads-bidding-cost-cap-bid-cap-explained): Meta cost cap vs bid cap with the current names: highest volume, cost per result goal, ROAS goal, and bid cap. How to set a goal from margin and adjust it. - [Advantage+ Shopping campaigns in 2026: an operator’s guide.](https://www.adsrunner.com/insights/advantage-plus-shopping-campaigns-guide): Advantage+ Shopping is now the Advantage+ sales campaign. What changed, what keeps it on, how to limit spend on existing customers, and how to judge it. - [How to scale Meta ads in 2026.](https://www.adsrunner.com/insights/how-to-scale-meta-ads-2026): Scaling Meta in 2026 means feeding the machine: consolidated Advantage+ structures, creative volume as the primary lever, clean conversion signal, and cost controls that hold at scale. - [Smart Bidding in practice: tROAS vs tCPA and when each wins.](https://www.adsrunner.com/insights/smart-bidding-troas-vs-tcpa-when-each-wins): A practical decision framework for choosing between target ROAS and target CPA in Google Ads, plus the data hygiene a Smart Bidding strategy needs to actually work. - [Google Shopping feeds: the optimization layer most retailers ignore.](https://www.adsrunner.com/insights/google-shopping-feed-optimization-layer): Shopping and Performance Max results are decided in the product feed before a bid is placed. Titles, GTINs, margin labels, rules, and what AI titles change. - [Performance Max in 2026: how to actually control it.](https://www.adsrunner.com/insights/performance-max-2026-how-to-actually-control-it): Performance Max is a budget router that reports one average. The levers that exist in 2026, what the reporting can and cannot tell you, and the arithmetic behind your PMax ROAS. - [How to scale Google Ads without breaking it.](https://www.adsrunner.com/insights/how-to-scale-google-ads-without-breaking-it): Scaling Google Ads is a readiness test an account can fail, not a sequencing trick. Efficiency slope on your top spenders, marginal versus average ROAS arithmetic, paper versus real headroom, and the four gates to clear before funding anything. - [Google Shopping vs Performance Max: which, and when.](https://www.adsrunner.com/insights/google-shopping-vs-performance-max-which-and-when): Standard Shopping or Performance Max? The honest trade-offs — control vs reach, transparency vs automation — and a decision framework based on account maturity. - [Google Ads audience segments that do real work.](https://www.adsrunner.com/insights/google-ads-audience-segments-that-do-real-work): Most accounts sprinkle audiences on top of campaigns and call it strategy. How to build first-party, custom, and in-market segments that actually change outcomes. - [YouTube ads for performance, not branding.](https://www.adsrunner.com/insights/youtube-ads-for-performance-not-branding): How to run YouTube as a direct-response channel: format selection, audience construction, the creative structure that converts, and the measurement that keeps it honest. - [How Performance Max actually works under the hood.](https://www.adsrunner.com/insights/how-performance-max-actually-works-under-the-hood): What Google does with your assets, feed, and audience signals inside Performance Max — asset combination, surface arbitration, and why inputs are the real targeting. - [Microsoft Ads: the second search engine your competitors ignore.](https://www.adsrunner.com/insights/microsoft-ads-the-second-search-engine-your-competitors-ignore): Microsoft Ads reaches an older, higher-income audience at CPCs well below Google. Who it works for, what the real volume looks like, and how to run it without doubling workload. ### Attribution - [Why Meta, Google, GA4, and Shopify report different revenue.](https://www.adsrunner.com/insights/why-meta-google-ga4-and-shopify-report-different-revenue): Meta, Google Ads, GA4, and Shopify rarely agree on revenue. The seven reasons they disagree, how big the gap normally is, and how to read the four numbers side by side without averaging them. - [Six attribution models, one set of orders: how to read the disagreement.](https://www.adsrunner.com/insights/attribution-models-side-by-side-how-to-read-the-disagreement): Six attribution models on the same orders, with a worked journey and a worked month. How to read where they agree and disagree, what no model can tell you, and why Google now offers only two. - [Server-side tracking and the Conversions API: a practical 2026 setup.](https://www.adsrunner.com/insights/server-side-tracking-conversions-api-2026-setup): A practical guide to server-side tracking, Meta Conversions API, and Google Enhanced Conversions in 2026, including what a trustworthy setup looks like and the mistakes to avoid. - [Attribution after iOS 14: what actually works.](https://www.adsrunner.com/insights/attribution-after-ios14-what-actually-works): Pixel attribution is not coming back, and platforms now fill the gaps with modeling. The four-layer stack, and the four kinds of number it produces, so you know which one to spend against. ### Creative - [Scaling Meta creative production without burning out.](https://www.adsrunner.com/insights/scaling-meta-creative-production-system): How to build a Meta creative production system that keeps pace with spend: concept pipelines, modular production, testing cadence, fighting creative fatigue, and turning winners into the next round of tests. - [Creative testing: you cannot afford significance.](https://www.adsrunner.com/insights/creative-testing-system-that-scales): Detecting a 20% creative difference needs roughly 400 conversions per variant, which most accounts cannot buy. The ranking and retirement system that replaces significance testing. - [Creative volume is the new targeting.](https://www.adsrunner.com/insights/creative-volume-is-the-new-targeting): Meta now finds the audience from your creative. How many concepts your spend needs each month, the arithmetic behind it, and how to build the supply. ### Measurement - [What a new customer really costs.](https://www.adsrunner.com/insights/what-a-new-customer-really-costs): Blended ROAS credits ads for customers who were coming back anyway. How to measure new-customer ROAS and new-customer CAC against your own customer list, and why a pixel overcounts new buyers. - [Subscription payback: what you can afford per subscriber.](https://www.adsrunner.com/insights/subscription-payback-what-you-can-afford-per-subscriber): How to work out subscription CAC payback from a retention curve, with a worked month-by-month table, the levers that shorten payback, annual plans, and how to turn it into a maximum cost per subscriber. - [First-party data for paid media: what to collect and where to send it.](https://www.adsrunner.com/insights/first-party-data-for-paid-media-what-to-collect-and-where-to-send-it): A practical first-party data plan for ecommerce advertisers: which identifiers and outcomes to capture, where each one goes (Conversions API, enhanced conversions, offline import, customer lists), consent rules, and how to tell it worked. - [Meta reporting beyond Ads Manager.](https://www.adsrunner.com/insights/meta-ads-reporting-beyond-ads-manager-mer): Why Ads Manager ROAS overstates performance, how attribution windows and view-through inflate reported results, and how to build Meta reporting on a blended metric (MER) that matches your bank balance. - [The measurement stack for high-spend advertisers.](https://www.adsrunner.com/insights/measurement-stack-for-high-spend-advertisers): What a serious measurement stack looks like for advertisers spending six figures a month: server-side tracking, blended metrics, incrementality testing, and the layered system that keeps platform reporting honest. - [Facebook Ads cost benchmarks in 2026 — and why they mislead.](https://www.adsrunner.com/insights/facebook-ads-cost-benchmarks-2026): What Facebook and Meta ads cost in 2026 — realistic CPM, CPC, and CPA ranges by objective and industry — plus the reason benchmarks mislead and how to read them without setting the wrong target. - [SaaS marketing metrics that matter.](https://www.adsrunner.com/insights/saas-marketing-metrics-that-matter): CAC payback, LTV:CAC, pipeline velocity, and the magic number — what each metric governs, current 2026 benchmark ranges by segment, and how to set paid media targets from them. - [Incrementality testing: work out what your test can detect first.](https://www.adsrunner.com/insights/incrementality-testing-without-a-data-team): Most geo holdouts cannot detect anything smaller than a 20% swing, so they return nulls that get misread as "this channel does not work". Compute the minimum detectable effect first, then design the test, including why variance reduction beats running longer by four to one. - [Profit on ad spend: bidding to margin, not revenue.](https://www.adsrunner.com/insights/profit-on-ad-spend-bidding-to-margin): Revenue ROAS treats a 70% margin sale and a 15% margin sale as equals. How to pass margin-aware conversion values and structure campaigns so bidding chases profit, not turnover. - [MER vs ROAS: the argument is a decoy.](https://www.adsrunner.com/insights/mer-vs-roas-which-number-tells-the-truth): MER and ROAS are the same economics in opposite directions. What decides whether you scale or cut is which revenue you divided by. The ladder and the arithmetic. - [Brand vs non-brand: the error that grows as you succeed.](https://www.adsrunner.com/insights/brand-vs-non-brand-the-measurement-error): Blending brand and non-brand does not just inflate ROAS. It makes every other number in the account uninterpretable, and it flatters you more the better your non-paid marketing gets. The full decomposition, the six ways separation leaks, and where the split is genuinely ambiguous. - [Ecommerce unit economics: four numbers, one quantity.](https://www.adsrunner.com/insights/ecommerce-unit-economics-cac-ltv-mer): CAC, LTV, payback, and MER are four questions about contribution margin: the full waterfall, the CAC denominator error, and a payback rule per revenue band. - [Google Ads metrics that lie to you.](https://www.adsrunner.com/insights/google-ads-metrics-that-lie-to-you): CTR, conversion rate, impression share, quality score, platform ROAS — five metrics that mislead more than they inform, and the honest replacements for each. ### Industry analysis - [TikTok ads for ecommerce: when the demographic actually fits.](https://www.adsrunner.com/insights/tiktok-ads-for-ecommerce-when-the-demographic-fits): TikTok is not a smaller Meta. When product and audience fit, when they do not, and how to measure incrementality instead of last-click theater. - [Google Ads keyword economics for SaaS.](https://www.adsrunner.com/insights/google-ads-keyword-economics-for-saas): SaaS search is not an ecommerce auction. How to price keywords by close rate and ACV, why volume is a trap, and when competitor terms earn their CPC. - [LinkedIn ads: the honest defense of $18 CPCs.](https://www.adsrunner.com/insights/linkedin-ads-the-honest-defense-of-eighteen-dollar-cpcs): LinkedIn CPCs look indefensible next to Meta. They are not, if you are buying a job title rather than a click. When the premium is rational, when it is waste, and the $15k test that is not our engagement floor. - [Scaling ecommerce ads past $100k a month: what changes.](https://www.adsrunner.com/insights/scaling-ecommerce-ads-past-100k-a-month): Past $100k a month in ad spend, the rules change: marginal returns, channel saturation, creative production, measurement infrastructure. What breaks and how to build past it. - [How we scaled a global book retailer 300% without breaking ROAS.](https://www.adsrunner.com/insights/scaling-a-global-book-retailer-300-percent): How ADSRUNNER scaled Awesome Books 300% in six months across millions of titles and multiple regions, while holding strict ROAS and CPA targets throughout. - [Lead gen bidding when not every lead is equal.](https://www.adsrunner.com/insights/lead-gen-bidding-when-not-every-lead-is-equal): Bidding to cost per lead buys the cheapest form fills. How to value each lead stage, send it back to Google and Meta, and move to value-based bidding. - [You are buying pipeline, not leads.](https://www.adsrunner.com/insights/lead-gen-you-are-buying-pipeline-not-leads): Cost per lead is the most seductive wrong metric in lead generation. How to re-plumb campaigns around qualified pipeline: CRM feedback, value-based bidding, and honest reporting. - [The SaaS paid acquisition playbook.](https://www.adsrunner.com/insights/saas-paid-acquisition-playbook): SaaS paid acquisition is bounded by cash, not by LTV:CAC. How payback period sets your maximum self-funding growth rate, why billing terms move the affordable budget more than any campaign decision, and the channel and measurement sequence that compounds. ### Agency craft - [Fourteen questions your agency should be able to answer.](https://www.adsrunner.com/insights/questions-your-agency-should-be-able-to-answer): Fourteen questions about profit, new customers, attribution, tracking, and waste that a serious agency should answer from your own data. What a real answer sounds like, and what an evasive one sounds like. - [Why we left automatic execution switched off.](https://www.adsrunner.com/insights/why-we-left-automatic-execution-switched-off): We built the ability for our platform to make changes to ad accounts on its own, tested it, and switched it off. Why read-only is the right default when the money belongs to someone else. - [The high-spend monthly review, done properly.](https://www.adsrunner.com/insights/high-spend-monthly-review-what-to-actually-review): A structured monthly review for high-spend paid media accounts — the blended scoreboard, marginal-return check, measurement integrity, structural hygiene, and forward allocation that a six-figure budget deserves. - [Freelancer, expert, or agency: who should actually run your ads?](https://www.adsrunner.com/insights/freelancer-vs-expert-vs-agency-who-should-run-your-ads): A neutral comparison of the three ways to get paid media run (a freelancer, an individual specialist, or an agency), with the spend thresholds, failure modes, and the honest case for each. - [Performance dropped: a systematic method for finding out why.](https://www.adsrunner.com/insights/performance-dropped-a-systematic-diagnostic-method): When Google Ads or paid social performance drops suddenly, most teams start changing things. The right move is a diagnostic sequence: measurement first, then market, then platform, then account. - [Questions to ask before hiring an ads agency.](https://www.adsrunner.com/insights/questions-to-ask-before-hiring-an-ads-agency): Most hiring questions can be answered well by an agency that will serve you badly. The test that separates a useful question from a useless one, nine questions with the reassuring and the disqualifying answer for each, and the four popular questions that reveal nothing. - [The first 90 days: how we approach a foundation rebuild.](https://www.adsrunner.com/insights/the-first-90-days-foundation-rebuild): The first 90 days of a paid media engagement should be foundation work, not tactical optimization. Here is the sequence we follow to rebuild an account before scaling it. - [Managing Google Ads at $100k a month and beyond.](https://www.adsrunner.com/insights/managing-google-ads-at-100k-per-month): How Google Ads management changes at six figures a month in spend — where the marginal dollar goes, why measurement and incrementality dominate, structural discipline at scale, and the failure modes unique to large accounts. - [Why most Google Ads audits miss the real issue.](https://www.adsrunner.com/insights/why-most-google-ads-audits-miss-the-real-issue): After running 200+ Google Ads audits, the same three structural issues appear in 80% of accounts, and they have nothing to do with bidding or keyword strategy. - [In-house vs agency: the honest comparison.](https://www.adsrunner.com/insights/in-house-vs-agency-the-honest-comparison): The real cost of an in-house paid media team vs an agency, where each wins, the hybrid model most scaling brands land on, and the decision factors that actually matter. - [Landing pages: where paid media is actually won or lost.](https://www.adsrunner.com/insights/landing-pages-where-paid-media-is-won-or-lost): A CPC gain is capped to one campaign. A conversion rate gain compounds across every channel. The arithmetic, message match, speed, and the 2026 URL changes. - [The paid-media account standard, v1.0.](https://www.adsrunner.com/insights/paid-media-account-standards-what-good-looks-like): A versioned, scored standard for auditing any Google Ads or paid social account: 22 criteria with explicit thresholds, weighted scoring with a gate on the conversion and measurement layers, what we deliberately excluded, and a changelog policy so scores stay comparable. - [How to choose a performance marketing agency.](https://www.adsrunner.com/insights/how-to-choose-a-performance-marketing-agency): Agency selection is four decisions in sequence, and most people start at the third. Whether you need one at all (with the crossover arithmetic against an in-house hire), what shape of help fits, how to select, and how to structure the trial so it can actually fail. ### Guides - [The BFCM 2026 paid media playbook for ecommerce.](https://www.adsrunner.com/insights/bfcm-2026-paid-media-playbook-for-ecommerce): A Black Friday Cyber Monday 2026 plan for Google, Meta, and Shopify brands: offer economics, tracking freeze, creative, feed, peak pacing, and January review. - [Paid acquisition for subscription apps and digital products.](https://www.adsrunner.com/insights/paid-acquisition-for-subscription-apps-and-digital-products): How to run paid media for a consumer subscription: the metrics that matter in order, trial design as a media decision, what signal to send Meta and Google, reading by cohort, and payback you can defend. - [How to scale an ecommerce business: the revenue ladder.](https://www.adsrunner.com/insights/how-to-scale-an-ecommerce-business): How to scale an ecommerce business from $250k to $5M a month: the one constraint that binds at each revenue band, the math of doubling, and what to fix first. - [The Facebook Ads audit checklist for high-spend accounts.](https://www.adsrunner.com/insights/facebook-ads-audit-checklist-high-spend): A thresholded Meta Ads audit for accounts spending $50k+/month. The conversion arithmetic that caps how many ad sets you can run, why a clean reconciliation can be two errors canceling, what makes creative fatigue a finding rather than noise, and why Meta audits find capacity where Google audits find waste. - [PPC management pricing models, compared.](https://www.adsrunner.com/insights/ppc-management-pricing-models-compared): Every PPC fee model creates a conflict, and each conflict has a size you can calculate. The dollar cost of the spend-more incentive, the under-service math behind flat retainers, the attribution gap that decides a performance invoice — and the contract term that neutralizes each one. - [How much should you spend on ads?](https://www.adsrunner.com/insights/how-much-should-you-spend-on-ads): Ad budgets set as a percentage of revenue are guesses wearing a formula. The unit-economics-first framework: floors from learning velocity, ceilings from marginal returns. - [How much does a Facebook Ads agency cost in 2026?](https://www.adsrunner.com/insights/how-much-does-a-facebook-ads-agency-cost): Meta management costs more than search at the same spend for a structural reason: creative production is a fixed monthly cost that does not scale with your budget. The arithmetic that derives how many concepts an account needs, the floor it creates, and how to judge any fee against margin. - [How much does a Google Ads agency cost in 2026?](https://www.adsrunner.com/insights/how-much-does-a-google-ads-agency-cost): What Google Ads agencies charge in 2026 and — more usefully — the arithmetic for judging any fee: what share of the profit the channel produces it consumes, and the performance improvement it must deliver to break even. Worked at 40% and 20% contribution margin. - [The Google Ads audit checklist for high-spend accounts.](https://www.adsrunner.com/insights/google-ads-audit-checklist-high-spend): A thresholded Google Ads audit for accounts spending $50k+/month. Every check carries the number that makes it a finding and the significance floor below which it is noise — including the Poisson arithmetic behind the zero-conversion waste threshold, and how to rank findings by recoverable dollars. - [Dynamic keyword insertion without embarrassing yourself.](https://www.adsrunner.com/insights/dynamic-keyword-insertion-without-embarrassing-yourself): DKI can lift relevance or generate nonsense headlines at scale. The syntax, the failure modes, where it still belongs in an RSA world, and the rules that keep it safe. - [Demand Gen campaigns: when to use them (and when not to).](https://www.adsrunner.com/insights/demand-gen-campaigns-when-to-use-them): Google Demand Gen spans YouTube, Shorts, Discover, and Gmail in one campaign. What it is actually for, how it differs from PMax and standalone video, and a decision framework. - [PMax asset groups: how to structure them properly.](https://www.adsrunner.com/insights/performance-max-asset-groups-structure-guide): A practical guide to structuring Performance Max asset groups: how many to run, how to theme them, listing group splits, and the asset quality bar that determines reach. - [PMax brand exclusions: setup, step by step.](https://www.adsrunner.com/insights/pmax-brand-exclusions-step-by-step): How to stop Performance Max from spending on your own brand name: brand exclusion lists, campaign-level negative keywords, and how to verify the exclusion is working. - [Google Shopping ads: the complete operator's guide.](https://www.adsrunner.com/insights/google-shopping-ads-the-complete-operators-guide): Google Shopping is a feed problem, then a margin problem, in that order. Eligible-inventory checks, the margin-band target ROAS arithmetic that shows what one blended target costs you, spend-concentration and zero-conversion thresholds, and the weekly rhythm. - [What is Performance Max? A plain-English guide.](https://www.adsrunner.com/insights/what-is-performance-max-a-plain-english-guide): Performance Max explained without the jargon: what it is, where your ads actually show, what you control, what you give up, and when it makes sense to run it.