Ecommerce Playbook: Numbers, Struggles & Growth

Richard breaks down what's holding most 7-figure brands back from crossing into 8-figure territory, and announces CTC's first in-person workshop designed to close that gap.On September 2nd, 2026, CTC is hosting the Seven-Figure Growth Workshop at our Costa Mesa office. Taylor Holiday will deliver the keynote, and founders will rotate through five hands-on workshops covering forecasting, team building, creative operating systems, paid media, and AI tooling, led by the CTC leaders who run these disciplines every day.Tickets are on sale now. Link in show notes.What you'll get at the workshop:Accurate revenue forecasting that drives confident paid investmentHow to build the right team and keep them (led by Dane, VP of Employee Development)A creative operating system that scales volume without chaos (led by Ally, Dir. of Growth Strategy)Paid social fundamentals and how to build a performing ad account (led by Tony Chopp, VP of Paid Media)How to build scalable AI tools that actually move the needle (led by Anmar, Dir. of Profit Engineering)Direct access to Taylor Holiday + CTC strategy staff throughout the dayNetworking with other 7-figure founders in the same building moment.Show Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Tony Chopp, VP of Paid Media at Common Thread Collective, breaks down CTC's Google Ads Canon, the complete framework we use to turn Google into a true demand-harvesting machine for 7-9 figure ecommerce brands. Learn how to expand your search frontier beyond product queries, set incrementality-adjusted ROAS targets, and structure campaigns for maximum profitable growth.In this episode:Why Google is demand harvesting, not demand creation — and why that distinction changes everythingThe four-quadrant search term framework: mapping competition vs. volume to find untapped intentExpanding your search frontier into problem and use-case queries (the silicone ring example)Landing page strategy: matching page intent to query intent, not defaulting to generic PDPsThe trifecta: smart bidding + broad match + responsive search adsIncrementality-adjusted bidding: Google brand benchmark = 0.27 iROAS, non-brand = 0.6 iROASSix-campaign structure: Brand Search, Non-Brand Search, and PMax/Shopping split by acquisition vs. retentionBrand search defense strategy: when to bid aggressively and when to pull backFeed optimization: complete attributes, optimized titles, daily updates, less than 10% disapproval rateHow Statlas normalizes iROAS across all channels for true apples-to-apples budget allocationKey Stat: Google brand search has an average incrementality benchmark of 0.27 — meaning most of that attributed revenue would have happened anyway. Are you bidding against platform numbers or real incremental numbers?Show Notes:Your free LTV audit is waiting at smile.io: https://bit.ly/4bKlMCvExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Most ecommerce brands head into Q4 carrying too much inventory and not enough cash, and those two problems are directly connected. In this episode, Richard Gaffin sits down with Anmar Anmar Abdul Jawad, Director of Profit Engineering at CTC, to walk through the Cashmas in July framework, a four-step process for liquidating slow-moving inventory in Q3 so your brand has the capital and focus it needs to win in Q4.What we cover:Why brands fall into either an execution gap or a strategy gap with inventoryThe real cost of holding inventory, including storage fees and opportunity cost on cashHow cash constraints force brands to pull back spend and miss cohort valueThe four-step liquidation process: SKU identification, financial modeling, operating plan, and asset executionWhy sequencing discounts correctly depends on your brand's historical discount behaviorHow CTC's portfolio-wide data gives brands an edge on ad angles and creative strategyWhy adding a third party for liquidation adds capacity instead of displacing your evergreen businessKey insight: Brands that are cash-constrained in Q3 have to reduce new customer acquisition spend precisely when efficient CAC opportunities are available. Liquidating inventory early funds the cohorts that drive your Q4 contribution margin.Ready to run Cashmas in July for your brand? https://commonthreadco.com/pages/cashmas-in-julyShow Notes:Go to http://outersignal.com/thread to get 50% off your first two monthsExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Stale inventory and thin cash flow are the two things that show up in nearly every Q3 conversation we have with ecommerce brands. In this episode, Richard Gaffin and Randall Thompson break down Cashmas in July, a CTC framework for turning slow-moving inventory into real cash before Q4 bets get expensive.Topics covered:Why Q3 is the lull that destroys Q4 setupThe cash event data: $156K Q3 cash generation led to 42% YoY Q4 growthHow to wrap inventory in a narrative instead of slashing pricesWhat CTC builds in a 30-day Cashmas event (creative, email, media, narrative)The awareness effect: Q3 ad spend primes Q4 buyersWhy the brands that moved inventory early felt momentum, and the ones who waited felt flatKey stat: Brands that ran Q3 cash events saw Q4 growth of 42% to 67% YoY. Brands that did nothing averaged -8% to +11%.Cashmas in July: https://commonthreadco.com/pages/cashmas-in-julyShow Notes:Your free LTV audit is waiting at smile.io: https://bit.ly/4bKlMCvExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Joy Sharma runs CTC's PE7 program for mid to high 7-figure brands. His claim: if you're stuck at a growth plateau, he can diagnose what's wrong without looking at your ad account. The answer is almost never creative. It's almost never ad structure. It's offer-market fit.In this episode, Joy breaks down why Facebook's auction works against you as you scale spend, how the AOV-to-CAC ratio determines your ceiling, and why Q3 is the single most important window for 7-figure brands to get this right before Q4.In this episode:Why growth plateaus are a business problem, not a marketing problemHow Facebook's auction gets harder as you spend moreThe AOV vs. CAC framework that reveals who you're actually competing againstWhy Q3 is the window to solve offer-market fit before Q4 spend rampsHow CTC's Marketing Moments service guarantees incremental revenueThe sequence that matters: product-market fit → offer-market fit → creative strategyKey insight: Creative strategy is a volume mechanism, not an efficiency mechanism. If you're trying to solve a business problem with a marketing solution, that's where 7-figure brands go to die.Show Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Meta has fundamentally changed how it targets and delivers ads, and most brands are still operating on the old rules. In this episode, CTC's VP of Paid Media Tony Chopp breaks down the CTC Methodology for Meta advertising: why creative is now the targeting, how Meta's Andromeda and GEM systems make decisions no human operator can match, and the counterintuitive principle that defines how our profit engineers manage accounts every single day.Topics covered:How Andromeda and GEM replaced audience-first targetingThe breakdown effect and why historical ROAS doesn't predict future ROASCampaign structure: evergreen vs. marketing moment campaignsSignal quality, CAPI integration, and event match quality scoresBudget liquidity and why day-to-day spend variance is a feature, not a bugThe four-phase framework for solving underspendWhy turning off ads is the single most common mistake brands makeKey stat: Meta's Andromeda enables a 10,000x increase in model capacity per impression opportunity.Show Notes:Book a free demo at tapcart.com/ctc to learn how brands like Aviator Nation, BEIS, Athletic Brewing, and thousands more are winning with TapcartExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Your platform ROAS is not the truth. It's a story your attribution tool tells you. Luke Austin, breaks down exactly how CTC approaches marketing measurement — and why the gap between platform-reported numbers and actual incremental revenue is where most brands make their worst capital allocation decisions.This is Part 3 of the CTC Canon Series — our codified methodology across the core disciplines of ecommerce growth. In this episode, Luke covers the full measurement framework: why geo holdout tests are the gold standard, how CTC's database of hundreds of incrementality tests gives every new brand a head start, and what it means to build "progressive truth" over time instead of chasing a single source of truth.Topics covered:Why media efficacy is always in flux — and why any system that treats it as fixed is lying to youThe measurement gap: reality vs. fiction, and how to move closer over timeGeo holdout tests explained — how they work, why they're the gold standardCTC's incrementality benchmarks by channel: Facebook acquisition (1.14x iROAS), Google Branded (0.27x iROAS), and moreWhy Google branded search dramatically over-reports ROASHow iROAS normalization enables true apples-to-apples channel comparisonThe three-stage framework: aggregate benchmark, individual test, accumulated medianWhy iROAS is always subordinate to contribution marginShow Notes:Go to https://bit.ly/4aiEz79 to start your free migration with Omnisend todayExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Most brands forecast from gut feel and ROAS. CTC runs on four interlocked proprietary models that produce a daily P&L forecast with 3.1% accuracy across more than $3 billion in GMV. In Part 2 of the Canon series, Luke Austin breaks down each model, how they connect, and what a Profit Engineer actually does with themTopics covered:Why a single ROAS number can't run a businessThe Spending Power Model — ACoNS curves and what spending power actually tells youThe Retention Model — forecasting returning revenue cohort by cohortThe Event Effect Model — how to get daily precision without breaking monthly targetsThe Creative Demand Model (teased — full breakdown in the creative strategy episode)How these four models wire together into a connected forecast systemWhat R-squared below 0.6 signals about your retention dataThe three optimization points every brand should know: max CM, max revenue, max LTV CMKey stat: 3.1% forecast accuracy across $3B+ in GMV managed — producing 30%+ revenue growth and 40%+ contribution margin growth.Show Notes:Go to https://bit.ly/4aiEz79 to start your free migration with Omnisend todayExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Every dollar spent on SaaS is a dollar that does not go into ads.In this episode, Luke Austin sits down with Gil Dyen, Head of Marketing at Rutsu Barefoot, to walk through a real email and SMS platform migration to Omnisend — what drove the decision, what the process actually looked like, and how a 60,000-contact list got fully migrated in under 30 days with less than a working day of direct involvement.Gil runs marketing at a mid-7-figure DTC footwear brand that has sold 45,000 units in its first 18 months, with a clear mandate: keep SaaS costs lean, reinvest every freed dollar into Meta spend and creative, and build the retention engine that takes the brand from 12% returning customers today to 45% by year three.Topics covered in this episode:Why a bootstrapped DTC brand audits its SaaS stack constantlyThe two criteria that actually drive platform decisions: cost and timeHow Omnisend managed the full migration, from contact database to flow automationsWhat the QA process looks like after a migration (and how long it takes)The warm-up mechanics: 9 days to re-engage 60,000 contactsWhy Q4 is the wrong time to switch email platforms (and when to do it instead)How an ESP migration becomes a flow audit opportunityCTC's Omnisend integration inside Statlas for forecast-connected email trackingShow Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Every forecast is wrong. The question is whether yours is useful.Luke Austin, walks through the CTC Methodology series opener: a complete operating model for making profit predictable across ecommerce brands. This is not a spreadsheet. It is a four-step system built on 12 years of experience and $4 billion in GMV, combining proprietary data science with daily operational discipline to hit 3% forecast accuracy at scale.Topics covered in this episode:Why all models are wrong and what makes the best ones usefulThe "tigers not mice" framework for prioritizing what actually mattersQualitative planning: how a 12-month marketing calendar becomes a mathematical inputThe Spending Power (AMER) model and three optimization modes for new customer spendCohort LTV modeling: why active vs. lapsed customer distinction changes everythingThe Event Effect model: how marketing moments get quantified, not just scheduledBuilding a full P&L forecast from customer cohorts up, not channel metrics downWhy contribution margin is the north star metric, not ROASPlot, Pivot, Profit: the daily cadence that makes forecasts self-correctingThe "What / So What / Now What" daily operating format used by CTC profit engineersResults: 3% forecast accuracy across $4B GMV, 32% avg revenue growth, 41% avg CM growthThis is Episode 1 of the CTC Canon Series. The Canon represents CTC's cumulative operating principles across 12-plus years and hundreds of brands, covering forecasting, media buying, creative strategy, email, and media measurement.Show Notes:Go to https://bit.ly/4aiEz79 to start your free migration with Omnisend todayExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

What if your agency published every opinion, every framework, and every strategy they use to grow your brand? That's exactly what CTC just did.The Canon is a decade of ecommerce methodology distilled into seven categories: technology, forecasting, marketing measurement, Meta advertising, Google advertising, email strategy, and creative strategy. It's not a pitch deck. It's the actual operating system behind how CTC grows 170+ ecommerce brands.In this episode, Taylor Holiday walks through why codifying methodology changes everything, how The Canon updates itself through live testing across hundreds of brands, and why the way you evaluate agencies is about to fundamentally shift.Topics covered:What The Canon is and why methodology needs to be written downHow CTC's methodology updates in real time through aggregate testingWhy evaluating agencies by individual talent is an outdated frameworkThe role of AI in deploying institutional methodology at scaleFrontier methodology: catalog strategy, affiliate creative, TikTok ShopsHow brands should codify their own methodology for better partner outcomesWhy publishing methodology for scrutiny is a competitive advantageShow Notes:Book a free demo at tapcart.com/ctc to learn how brands like Aviator Nation, BEIS, Athletic Brewing, and thousands more are winning with TapcartExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Taylor Holiday reveals the system CTC built to deploy 12 years of ecommerce knowledge across every brand they manage. From AI-powered scouting reports for his son's Little League team to the Canon, CTC's institutional playbook, and the MCP database now free for every client.Topics covered:How AI + unique knowledge + the right data creates competitive advantageThe Canon: CTC's 12-year methodology written down and codifiedTurning tribal knowledge into AI skills that any team member can deployThe Profit Engineer model and why it worksWhy structured data is the moat for ecommerce brandsMCP (Model Context Protocol): connecting your entire data stack to AICTC is making the Statlas MCP free for every brandH2 plans built by the system, reviewed by your engineerLoops, alerts, and the future of automated diagnosisLearn more about CTC's creative services → https://commonthreadco.comShow Notes:Go to https://bit.ly/4aiEz79 to start your free migration with Omnisend todayExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Joy Sharma runs CTC's PE7 program for mid to high 7-figure brands pushing toward 8 figures. His claim: if you're stuck at a growth plateau and you've tried more creative, new ad structures, and different platforms, we can tell you what's wrong without even looking at your account. The answer is offer-market fit.In this episode, Joy breaks down why Facebook's auction forces you to compete against increasingly sophisticated players as you scale spend, why the AOV-to-CAC ratio in your industry determines your ceiling, and how CTC's Marketing Moments service guarantees incremental revenue by solving the offer problem first.In this episode:Why growth plateaus are a business problem, not a marketing problemHow Facebook's auction works against you at higher spend levelsThe AOV vs. CAC framework that reveals who you're really competing againstWhy the AOV vs. conversion rate log curve determines your offer's viabilityHow static images outperform expensive videos when you have offer-market fitCTC's Marketing Moments service and the revenue guarantee behind itThe sequence that matters: product-market fit → offer-market fit → creative strategyKey insight: Creative strategy should be a volume mechanism, not an efficiency mechanism. If you're trying to solve a business problem with a marketing solution, that's where businesses go to die.Show Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

How do you build branded ads fast enough to find winners at scale? Nisha Fermawi, Senior Branded Ads Manager at CTC, breaks down the exact system that delivers ad plans in 24 hours, moves to production in a week, and uses performance data to drive every creative decision.In This Episode:The full branded ads pipeline: kickoff to live ads in 10 business daysWhy performance data runs creative strategy (not opinions)20 ads per batch and the 5% hit rate realityHow AI enables speed without replacing human designersProduct-level personas vs. brand-level personas (the big unlock)Why emotional copy beats sterile benefit-listing every timeThe review platform that killed the feedback game of telephoneHow to iterate on winners and compound creative insightsLearn more about CTC's creative services → https://commonthreadco.comShow Notes:Go to https://bit.ly/4aiEz79 to start your free plan todayExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

What does a CTC Profit Engineer actually do all day? Brian Sakansky, Profit Engineer Manager at CTC, breaks down the exact daily, weekly, and monthly cadence behind managing 7, 8, and 9-figure eCommerce brands. From Monday's plan reset to Friday's close-the-loop review, this is the operating system behind the Profit Engine.In this episode:The weekly rhythm: reset, diagnose, align, ship, close the loopHow execution and strategy split 50/50 (and when that flexes)Why daily action beats waiting for a weekly callThe scientific method applied to eCommerce growthContingency planning that saved Black FridayHow Statlas and AI tools accelerate diagnosisWhat makes a Profit Engineer different from an account manager6:45 AM to 4:30 PM: A Day in the Life of a Profit Engineer: https://commonthreadco.com/blogs/coachs-corner/6-45-am-to-4-30-pm-a-day-in-the-life-of-a-profit-engineerShow Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Randall Thompson built an ecommerce brand from scratch, scaled it to eight figures, and sold it. Along the way, he learned that the goals he set had almost nothing to do with what his business could actually deliver.In this episode, Randall joins Richard to break down what it means to understand your business's DNA, the non-negotiable metrics (COGS, repeat rate, margins) that determine what's actually possible, and how to align your goals to reality instead of fantasy.They cover the three goal buckets every founder should be thinking about, why all roads lead to profit regardless of your endgame, and how CTC's Prophit System functions as a data-driven reality check for your brand.In This Episode:Why every business has a "DNA" that determines its ceilingThree goal categories: build to sell, raise capital, or optimize for lifestyleHow to connect daily execution metrics to long-term outcomesWhy money may be flowing back into eCommercePersonal brand as a key element of business DNAHow CTC's Prophit System gives you a second opinion rooted in dataShow Notes:Go to https://bit.ly/4aiEz79 to start your free plan todayExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Growth MastermindWhat if you could get weekly strategy sessions with a senior CTC profit engineer, full Statlas access, and a private cohort of brands at your stage, all for $500/month?That's the Next Level Growth Mastermind.Richard breaks down exactly what's inside, who it's built for, and five real insights that came out of our pilot cohort sessions, including why offer-market fit matters more than CRO, the exact launch sequence for marketing moments, and a Post-It note ad tactic that's outperforming studio creative.What you get with the Growth Mastermind:Weekly live calls with senior CTC leadershipSmall cohorts of 10 brands matched by revenue stageFull Statlas subscription ($750/mo value included)All your data ingested for a complete 360 view of your businessDedicated cohort Slack channelFull access to CTC's methodology archive (Meta, Google, email, TikTok, AppLovin)30-day money-back guaranteeWhether you're a 6-figure brand looking for a second opinion, a 7-figure operator who wants to connect with founders in a similar stage, or an 8-figure brand that wants senior strategic guidance on a weekly basis, this is built for you.Show Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

CTC's AppLovin specialist Connaugh is back four months after our first episode on the platform to break down what's actually working. Discovery campaigns are averaging 284% incrementality, 45-60 second video creative is where the spend goes, and the tactical playbook is starting to take shape.If you're running an 8-figure ecommerce brand and haven't tested AppLovin yet, this episode makes the case for why you should.Topics covered:AppLovin's new Discovery campaign type and how it differs from ProspectingIncrementality test results: 284% average on Discovery vs. 141-150% on ProspectingWhy 45-60 second video creative gets 44% of total AppLovin spendThe creative set hack for granular reportingHow to drip new creative without tanking performanceProduct catalog segmentation by campaignCTC's $5K spend match partnership with AppLovinKey stat: Discovery campaigns are driving 85-90% completely new visitor traffic with 190% incrementality (excluding outliers).Show Notes:Go to http://outersignal.com/thread to get 50% off your first two monthsExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

In this episode, Steve Rekuc breaks down the latest DTC Index findings showing 14.5% revenue growth year-over-year, even as brands face margin pressure. We dive into Mother's Day performance data and what it signals for Memorial Day and Father's Day spending patterns.Topics Covered:14.5% revenue increase with only 2% AMER decline  Mother's Day performance and Memorial Day predictions  Why discounting is down year-over-year  Amazon cannibalization testing methodology  TikTok Shops incrementality analysis  Macro trends affecting consumer confidence  Oil prices and their impact on DTC margins  Key Insight: Brands increased ad spend 18% while maintaining near-flat acquisition efficiency - showing significantly improved spending power in the current market.Show Notes:Go to http://outersignal.com/thread to get 50% off your first two monthsExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

We just got back from the 2026 Meta Performance Marketing Summit, and the biggest takeaway wasn't a single feature or tool. It was the realization that the brands growing the fastest right now are operating in two completely different worlds at the same time.Luke Austin breaks down everything we saw, heard, and learned at this year's summit. From Meta's push to make conversion lift studies the backbone of a broader measurement discipline, to the explosive growth of TikTok shops and the creator-led strategies that are reshaping how brands think about growth entirely.In this episode:What Meta revealed about their measurement roadmap at the summitHow the best brands are building a layered measurement practice with MMM, geo-holdouts, and always-on conversion lift studiesWhy TikTok shops has already leapfrogged Walmart.com as a sales channelMeta's upcoming Instagram competitor to TikTok shopsThe shift from media spend-first to creator investment-first growthWhy the brands crushing it right now are mastering both measurement discipline and creator chaosShow Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

In this episode, Richard sits down with Ian Jordan, VP of Private Equity Partnerships at CTC, to unveil our brand new Creative Assessment Quiz. This 6-pillar framework helps 7-9 figure brands move from placing bets to making strategic investments in creative production.Key Topics Covered:The 6 pillars of creative production assessmentWhy volume and velocity create more shots on goalHow Meta's entity ID system impacts creative diversityMoving from cost center to supply chain mindsetProduction system maturity and feedback loopsExpected value vs production cost calculationsKey Insight: Only 3.5% of total ads drive 80% of revenue, but you need volume to find those outliers.Take the Quiz: https://commonthreadco.com/pages/creative-assessmentShow Notes:Go to http://outersignal.com/thread to get 50% off your first two monthsExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Every satisfied customer creates demand you never see. It spills across Meta, Amazon, TikTok Shop, and your DTC site, and most brands have no system for tracking it, let alone capturing it.In this episode, Luke Austin introduces the ecommerce Demand Cascade: a framework for understanding how demand flows across media channels and sales channels, and why optimizing just one leaves money everywhere else.We cover:The two pillars of the Demand Cascade: media channels vs. sales/distribution channelsWhy Meta's 120% incrementality factor is just the starting pointHow 20-50% of demand created on DTC spills over to AmazonTikTok Shop as a demand creation engine, not just a sales channelThe creator-driven growth mechanism fueling TikTok ShopWhy brands throttle growth by ignoring cross-channel halo effectsCTC's new TikTok Shop service offeringStop optimizing channels in isolation. Start capturing the full cascade.Show Notes:Go to http://outersignal.com/thread to get 50% off your first two monthsExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

You're spending $20 per ad and it's not working. You think you need more creative volume. But the real problem? You don't have your customer journey figured out.In this episode, Joy Sharma breaks down why 7-figure brands get stuck, and it's almost never a creative problem. He shares the exact formula CTC uses to diagnose and fix growth for emerging brands, and why testing inside marketing moments (not evergreen) changes everything.The Formula: (Landing Pages + Offers + Creative) ^ Customer Journey ^ MomentsWhat You'll Learn:Why 8-figure brands seem to have "better ads" (they don't, they have better offers)The AOV vs Conversion Rate graph that tells you if you're winning or losingWhy you should NEVER test offers in evergreenThe 4-peak monthly strategy for 7-figure brandsHow to use marketing moments as free testing containersWhy CRO doesn't matter until you hit ~$30MShow Notes:Go to https://www.chargeflow.io/ and use CF30 to recover chargebacks free for 30 days.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

In today's episode Taylor walks through a live Statlas demo showing why AI tools hallucinate when they lack business context. He shows how the same data produces wildly different (and wrong) recommendations without a methodology layer, then demonstrates how CTC's hierarchy of metrics framework transforms AI from unreliable to actionable.This episode also covers why Meta's Advantage+ tools are designed without a point of view, and what that means for brands relying on them.In this episode:Why Meta's Advantage+ has no underlying methodologyLive demo: AI hallucinating on a Statlas dashboardHow providing context (the hierarchy of metrics) fixes everythingWhy contribution margin should be your AI's north starThe "squeezing the sponge" trap of single-objective optimizationWhy CTC's context layer is a structural advantageWhat founders need to clarify before AI can help themShow Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Taylor sits down with Austin Harrison, founder and CEO of Northbeam, to announce an official partnership between CTC and Northbeam. After years of public debate about attribution, they've found common ground: bringing enterprise-grade measurement to 7-figure DTC brands.In this episode, Taylor and Austin discuss their history, what's evolved in measurement, and how CTC will deliver Northbeam's deterministic attribution data through Statlas.Topics covered:The origin story: from intellectual sparring to partnershipHow MTA has evolved with clicks + deterministic views (C+DV)Why 7-day click windows are insufficient for most brandsFirst-party data and new vs. returning customer identity resolutionHow Northbeam data integrates directly into StatlasWhy service models can serve SMBs where software pricing can'tIncrementality testing and the path to get thereThe mission: enterprise-grade tools for 7-figure brandKey stat: Meta's longest DTC attribution window (7-day click) is structurally insufficient for brands with long consideration cycles or high AOVs.Show Notes:Go to https://www.chargeflow.io/ and use CF30 to recover chargebacks free for 30 days.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

What happens when a home flipper and an aspiring doctor decide to start selling lights during a pandemic? You get Lighthouse Co a curated lighting and home goods brand with 20,000+ SKUs, serving designers and homeowners across Canada and the US.In this episode, Brian Sakansky sits down with Lighthouse Co co-founders Sarah and Jason at CTC HQ in Southern California. They break down the real story behind building multiple businesses from scratch, from custom cabinetry to curated ecommerce to building their own ERP software (ManuLink, all without formal training in any of it.What you'll learn:How Lean methodology transformed a small cabinetry shop into a scalable operationWhy Lighthouse Co gives every employee 30 minutes of paid time daily to improve one processThe customer service principles that built their reputation (and why they fire vendors who don't match them)How they're navigating tariffs, economic uncertainty, and cross-border commerce in Canada and the USWhat it's really like running multiple businesses as a married coupleWhy their new ERP software was born out of necessity, not a business planShow Notes:See how Attentive helps connect people and the brands they love.: https://bit.ly/4ag8oEJExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Steve Rekuc, Director of Data at Common Thread Collective, joins Richard to break down the Q1 2026 vs Q1 2025 year-over-year data from the DTC Index.The headline: Meta spend is up 25% year over year while ROAS only degraded 3%. Google ROAS actually increased 12% despite higher spend. The platforms are getting more elastic.In this episode:Total revenue up 13.6% YoY with more coming from returning customersMeta spend up 25.28% with only 3% ROAS degradation Google ROAS up 12% with 3.65% more spendWhy AI-driven ad delivery is making both platforms betterCPMs are up but click-through rates are improvingThe DTC Index data set: 200-300 stores, proprietary consumer confidence metricsConsumer confidence: future purchase sentiment and hope for the economyHow the DTCCI (DTC Consumer Confidence Index) predicts spending elasticityShow Notes:Go to https://www.chargeflow.io/ and use CF30 to recover chargebacks free for 30 days.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

The number one pain point brands bring to us: "My current agency gives me execution, not strategy."Luke and Richard, break down why that complaint, while valid, doesn't go far enough.Most brands are stuck in one of two broken relationships:An agency that only executes (you tell them what to do, they do it)A consultant that only strategizes (they give you a plan and leave)Neither owns the outcome. And that's the real problem.In this episode, Luke and Richard walk through the hierarchy of what actually matters:Execution is the baseline (necessary but not sufficient)Strategy is the ascension (backed by data, methodology, and experience)Outcome is the North Star (predictable results you can hold someone accountable to)Key insight: If the outcome isn't there, the strategy doesn't matter. If the strategy isn't there, the execution is just busy work. The Prophit Engine is built to own all three.3% forecast accuracy across billions in managed revenue. That's outcome ownership.Show Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Taylor and Luke, walk through exactly how the Prophit Engine system enables one person to deliver the work and outcome of three.This isn't about replacing people with AI. It's about what happens when you combine 12 years of methodology, a purpose-built data infrastructure, and an operator empowered by enterprise-grade tooling.In this roundtable replay, Taylor demos:How data infrastructure creates the foundation for fast decisionsThe planning process: marketing calendar → financial forecast → daily targetsStatlas dashboard: from contribution margin to campaign-level actionsThe Hierarchy of Metrics: diagnosing problems top to bottomCreative demand planning: how many ads, what products, which momentsOutlier engine: why 3.5% of ads drive 66% of spendHow AI context layers are making Prophit Engineers move 10x fasterLuke walks through:Creative analytics: spending power, outlier rates, activation economicsHow to turn creative production from gambling into mathKey stat: 3% forecast-to-target accuracy across $3B+ in managed revenue.Show Notes:Go to https://www.chargeflow.io/ and use CF30 to recover chargebacks free for 30 days.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Tony Chopp, walks through the Hierarchy of Metrics — the framework our Prophit Engineers use to diagnose problems and take action for 170+ ecommerce brands.In this episode, Tony and Richard break down a real brand example in Statlas, showing how you go from a contribution margin miss all the way down to a specific campaign adjustment in Google Ads.The hierarchy:Business-level metrics (revenue, contribution margin, ad spend)Customer-level metrics (new vs. returning, paid vs. organic)Channel-level metrics (Google, Meta, email — iROAS by channel)Campaign-level actions (bids, budgets, new creative)Key takeaways:Your ROAS target should be backed into through incrementality math and unit economics — not vibes"4 is not necessarily better than 3" — if 3 is the right number based on your COGS and incrementality, targeting 4 leaves volume on the tableOver-efficiency is a symptom of underspend, not a badge of honorGood data in = good decisions out. The system is only as strong as your cost data, audience segmentation, and incrementality testingShow Notes:See how their guarantees work at https://redstag.com/Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

AI is changing how ecommerce brands produce creative. But most brands are using it wrong.They're generating entire ads with AI and wondering why performance drops. Or they're ignoring it entirely and falling behind on volume.In this episode, we break down how to actually use AI in your creative workflow without sacrificing the authenticity that drives results. The brands winning with AI aren't replacing their creative process. They're using AI to scale what already works.What we cover:Why pure AI-generated creative sees CTR drops within 3 weeksWhere AI actually adds value in the creative pipeline (backgrounds, cleanup, iteration)How to maintain authenticity while increasing creative volumeThe production ecosystem that lets you play probability instead of gamblingWhy 3-5% of your ads drive 70-80% of spend and what that means for AIIf you're running Meta ads and trying to figure out where AI fits into your creative strategy, this episode cuts through the hype.Show Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine Lite: https://meetings.hubspot.com/richard-gaffinThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Common Thread Collective is now an owner in Commerce Roundtable. In this episode, Taylor with Jimmy Kim, founder of Commerce Roundtable, to tell the full story of how this partnership came together and why in-person events matter more than ever.Jimmy shares the origin story of Commerce Roundtable, from a 50-person CBD roundtable in a San Diego office in 2019 to a community-driven ecommerce event with 350+ curated attendees. Taylor talks about why CTC decided to go from attendee to owner, and what they're building together.What we cover:How Commerce Roundtable started in 2019 and evolved through COVIDWhy most ecommerce events are broken (vendor-first, content-last)The difference between sponsor-driven events and community-driven eventsWhy physical proximity and in-person relationships compound over timeHow CTC and Commerce Roundtable plan to work togetherWhat's coming: Austin (April 20-21), retention road show, San Diego (September)Why brands are willing to pay $400 to be in the roomThe future of ecommerce events and educationIf you're building an ecommerce brand and you want to be in rooms with operators who actually get it, this is why we invested.Commerce Roundtable: https://commerceroundtable.comShow Notes:See how their guarantees work at https://redstag.com/Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Every ecommerce growth team spends the majority of their time answering the same five questions. The problem? Most brands answer them with disconnected tools, siloed teams, and spreadsheets that have nothing to do with the actual marketing levers they can pull.In this episode, Luke breaks down the five questions that account for 80% of your marketing team's work - and how the Prophit Engine answers all five inside a single system:What should my forecast be, and what does each channel need to deliver?What's the optimal spend allocation across channels?How much creative output do I actually need?What's the right full-funnel Meta strategy and daily optimization workflow?Where's the gap vs. forecast, and what specific action closes it today?For each question, Luke walks through how brands typically answer it (disconnected finance forecasts, historical budget splits, gambling on creative volume, manual ad building, weekly business reviews) - and how a unified system replaces all of that with daily clarity.Show Notes:See how their guarantees work at https://redstag.com/Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

CTC has never had a service offering for brands below seven figures. That changes today.Prophit Engine Lite is for any Ecommerce brand with established revenue below $1M annually. If you're past the startup phase, running ads, generating sales, and trying to figure out how to grow profitably, this is built for you.In this episode, Richard walks through exactly what PE Lite includes:Step 1: Connect every data source to Statlas.Marketing data, store data, COGS, shipping costs, fixed expenses, promo schedule. Everything in one place. One source of truth.Step 2: Build a custom 12-month forecast model.What happens if business continues as usual? What needs to change to hit your goals? Where are the gaps? The model shows you.Step 3: Growth guidance from a Prophit Engineer.Monthly sessions where your PE guides you through what to do next. What levers to pull. Where to allocate budget. What to stop doing.Plus: Weekly cohort Q&A with Joy Sharma (Head of PE7 Accelerator). Learn alongside other founders in similar positions.Pricing:$1,500 onboarding (data integration + model build)$500/month after (month-to-month, cancel anytime)Show Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine Lite: https://meetings.hubspot.com/richard-gaffinThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Most brands are stuck in a cycle: source UGC creators, send product, hope the content is usable, repeat. The hit rate is low, the management is painful, and the content lacks consistency.Adrianne breaks down a different model: a dedicated in-house creator, fully managed by CTC.What this episode covers:Why one dedicated creator outperforms a rotating roster of 50 UGC creatorsHow CTC matches creators to brands based on lifestyle, aesthetic, and audience fitThe three boxes every brand needs checked: high quality, high volume, high diversityHow the same creator face showing up across formats (ASMR, product walkthrough, day-in-the-life, green screen) builds trustReal examples: East Coast apparel brand matched with a creator who lives by the water, and a high-end furniture brand where gifting product is a $10K gambleHow this feeds the PE creative demand model The surround sound strategy: same person, wildly different formatsThe dedicated creator model delivers the authenticity of UGC with the consistency and volume of an in-house team..Show Notes:See how their guarantees work at https://redstag.com/Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Most 7-figure brands are stuck in the same loop. They've outgrown guesswork but can't justify a $15K/month agency retainer. Every dollar has to work, and there's no infrastructure to know if it is.Joy Sharma breaks down how the Prophit Engine system adapts for brands in the 7-figure range.What this episode covers:Why "just use AI" doesn't replace the PE - the difference between general advice and accountability backed by 12 years of dataThe 3 core services: forecasting, strategy, execution - all in one operatorWhy creative strategy lives inside the PE (and why that's controversial)The "ruthlessness of the forecast" - how modeling drives every decisionCreative scoring: why making more ads doesn't help if they all look the same to MetaHow the growth strategist connects creative to the marketing calendar, not just to ROASUnits of growth: marketing calendar, creative, landing pages, offersThe Prophit Engine 7 uses the same methodology, same data models, and same system as the full PE8 - calibrated for the stage your brand is at.The PE doesn't replace your internal team. It gives them the infrastructure they've been missing.Show Notes:Visit https://postscript.io/ to turn your replies into revenue.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Every brand wants more capacity from their growth team. Most try to solve it by adding people or plugging data into ChatGPT. Neither works.In this episode, Luke breaks down the 3-layer infrastructure behind the Prophit Engine that actually creates capacity:Layer 1: The DatabaseOrder-level, finance, marketing, and cost data aggregated in one place. Living in the context of your targets and forecast, not just historical performance. Informed by a data set across hundreds of brands and billions in GMV.Layer 2: Methodology & ContextThe layer most people skip. Drop a Statlas dashboard screenshot into an LLM with no context and you get useless output. Layer in CTC's hierarchy of metrics, outlier methodology, and 12 years of pattern recognition across the DTC landscape and the output transforms completely.Layer 3: The Tech-Enabled OperatorThe Prophit Engineer sits on top of both layers. Not just a person with a dashboard. A person with aggregated data, informed methodology, and AI tooling that multiplies their capacity to make decisions and execute in real time.This is why one Prophit Engineer outperforms a traditional 4-person growth team. The infrastructure does the heavy lifting. The operator makes the decisions.Show Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineTheEcommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Most brands have a media buyer, a strategist, and a creative lead. Everyone's doing their job. Everyone has a dashboard. But when you ask "are we on plan this week?" you get three different answers.In the episode Luke breaks down the three pillars of accountability inside the Prophit Engine:We create the forecast AND execute against it. No handoffs between planning and doing.One person owns the entire workflow. Every lever is at their disposal, from media mix to creative strategy to Meta campaign builds.Skin in the game. Our compensation is tied directly to hitting your contribution margin target.This isn't about adding more people. It's about collapsing the workflow into one operator with the full picture, backed by infrastructure that handleShow Notes:Visit https://postscript.io/ to turn your replies into revenue.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Most ecommerce brands are making slower, worse decisions than they realize, and it's not because of bad people. It's because of a broken structure.In this episode, Richard sits down with Luke and Tony to break down one of the most important benefits of the Prophit Engine: total clarity. From fragmented data and siloed teams to a single operator with a full end-to-end view of the business, they unpack exactly why consolidation leads to better decisions, faster action, and stronger results.They also walk through a real-world sale that crushed projections, and explain why having three people with three partial views of the same problem is often worse than having one person with the complete picture.In this episode:Why siloed teams lead to degraded decision makingThe 3 layers of clarity the Prophit Engine providesHow a single operator outperformed a multi-person workflow over a live sale weekendWhy your Meta media buyer needs to understand your inventory positionWhat the biggest ecommerce opportunity looks like in 2026The litmus test: How much of your weekly marketing meeting is spent figuring out what's going on — versus actually making decisions to change it?If most of your time is in the first bucket, this episode is for you.Show Notes:Visit Postscript.io to turn your replies into revenue.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

What if one person could replace your entire ecommerce growth team, and get better results? In this episode Richard and Luke break down exactly how the Profit Engine works and why it's changing the way DTC brands scale.Luke walks through the four core functions every ecommerce brand needs — forecasting & target setting, creative strategy, media measurement, and Meta media buying — and explains how one person, enabled by the right tools and data models, can own all four. The result? A leaner, faster, more profitable growth operation.What we cover:What the Profit Engineer role is and why it existsThe 4 data models powering the forecasting system (Spending Power, Retention, Event Effect & Creative Demand)How to build a daily forecast accurate to within 3% of targetHow the Ad Plan determines exactly how much creative you need and who should make itHow Media Mix Modeling (MMM) and geo holdout incrementality testing optimize budget allocation across channelsHow the "Push to Build" feature launches Meta ads in seconds instead of hoursWhy reducing time from insight to action is the real unlock for ecommerce growthEverything you need to understand the Profit Engine system — from the data models to the media buying — is in this episode.Show Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Common Thread Collective just launched the Prophit Engine to the public—and in this episode, Richard and Taylor break down what it is, why it exists, and how it helps DTC brands forecast more accurately, grow contribution margin, and simplify their growth stack for less cost. You’ll hear how CTC is combining data + methodology + AI-enabled tooling into a system (and a new “Profit Engineer” role) that replaces complexity with clear expectations and execution.What we coverWhy profit + predictability are harder than ever for DTCWhat the Prophit Engine is and the outcomes it’s built to deliverHow the Profit Engineer role collapses growth strategy, Meta buying, and creative strategy into one operatorWhat brands still own vs. what CTC takes off the plate—and who this works best forIn short: this episode introduces CTC’s Prophit Engine as a tech-enabled operating system for growth—built to replace a fragmented stack of people + tools with one clear forecast, tighter execution, and accountability to contribution margin. If you’re trying to run leaner without sacrificing performance, this is the blueprint for how CTC thinks the next era of agency services will work.Show Notes:Get Dataships' free A/B test: https://www.dataships.io/demoExplore the Prophit Engine: https://commonthreadco.com/pages/prophit-engineThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

In this episode, Richard and Taylor Holiday discuss the rise of the “SEANs” — the Software-Enabled AgeNcy — and why it represents a fundamental shift in how eCommerce brands will build growth teams going forward.Taylor explains how traditional agencies struggle to operationalize institutional knowledge across individuals, leading to inconsistent execution and diffused accountability. The solution? Embedding a clear point of view directly into software, turning ideology into infrastructure. Rather than offering neutral tools like Ads Manager, CTC is building software with an opinion: a system designed to unify marketing and finance around a daily, trackable path to predictable, profitable growth.The conversation explores:Why “software with a point of view” is different from open-ended toolsHow declining SaaS gross margins and rising customer demands for outcomes are collapsing the line between software and servicesWhy agencies are becoming more like software companies — and software companies more like agenciesThe impact of AI on compressing labor costs and increasing individual output expectationsIf you care about the future of growth teams, SaaS economics, and how AI is reshaping both labor and leverage inside eCommerce, this conversation is a must-listen.Show Notes:Get Dataships' free A/B test: https://www.dataships.io/demoExplore the PROPHIT System: http://prophitsystem.comThe Ecommerce Playbook mailbag is open — email us at podc

Incrementality tests are “in”… but the real problem is what you do after the read.In this episode, Taylor sits down with Olivia Kory (Chief Strategy Officer at Haus) and George Davis (CMO at Cozy Earth) to unpack the messiest part of modern measurement: operationalizing incrementality when results swing, channels conflict, and “platform ROAS” can’t be trusted.If you’ve ever asked:“Our holdout came back way lower than Meta… now what?”“Why don’t test results replicate month-to-month?”“How do I actually use an incrementality factor in real budget decisions?”“If everything is under 1.0 iROAS… should we cut spend or keep investing?”…this one is for you.What we coverWhy incrementality requires a holdout (and why “spend up / spend down” isn’t enough)The replication problem: why results change even with “clean” testsThe gap between measurement and optimization (platforms optimize for attribution, not incrementality)How operators use incrementality factors without letting them become a blunt instrumentWhy channel vs. channel is often the wrong fight (and why profit thresholds matter more)iROAS → IMR (Incremental Marginal Return): a more intuitive way to compare performanceBudget cadence: daily realities vs monthly allocation decisionsLong-term effects, “adstock” claims, and why post-treatment windows matterPractical levers that can improve results: creative, account structure, exclusions, distribution expansion (Amazon/retail)Got a weird incrementality result? Drop it in the comments. We’ll let you know what we’d do next.Read this next: CTC Core Methodology Series: Marketing Measurement - https://bit.ly/4tW2JwFShow Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the PROPHIT System: http://prophitsystem.comThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Sales tax feels simple—until you hit nexus.In this episode, Ryan Pinkham (VP of Go-to-Market at TaxCloud) breaks down why sales tax gets complex fast for growing ecommerce brands, what happens when you cross nexus thresholds in new states, and how ignoring compliance can turn into a painful (and expensive) distraction.We cover:What sales tax nexus actually means for ecommerceThe three “buckets” of brands (doing nothing, unhappy with current tools, or knowingly delaying)Why sales tax is a year-round operational loadHow modern brands approach checkout tax vs. filing/registrationThe Streamlined Sales Tax (SST) program and why 24 states matterA simple start-of-year checklist to get compliant and reduce riskIf you had a strong Q4 and expanded into new states, this is your sign to do a quick nexus and tooling review..Show Notes:TaxCloud has you covered: https://taxcloud.com/thread/Explore the PROPHIT System: http://prophitsystem.comThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Acquisition is getting tighter! In this episode, we flip the script and talk about the lever most brands under-invest in: retention + lifecycle marketing.Taylor is joined by Jennifer Peters, Director of DTC, MarTech & Digital Compliance at OLLY (a Unilever brand), to break down how they think about keeping customers coming back when the brand is sold everywhere — from Target and Walmart to their own DTC site.We get into what retention really means beyond “subscription,” how to message customers when you don’t want to channel-shift them, and how OLLY is using loyalty (including receipt scanning) to better understand in-store shoppers.What you’ll learn:How OLLY drives retention across DTC + retailEmail vs SMS strategy, plus segmentation that prevents “list blasting”Using loyalty + receipt scanning to understand in-store shoppersSetting smarter KPIs for promos, launches, and contentWhy they chose Attentive, how they handled ESP migration, and where AI actually helpsThe first retention moves: audit flows, refresh creative, nail the basicsIf you’re running ecommerce for a consumable, CPG, or multi-channel brand, this is a must-watch for building a retention engine that actually scales.Show Notes:See how Attentive helps connect people and the brands they love.: https://bit.ly/4ag8oEJExplore the PROPHIT System: http://prophitsystem.comThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

In this episode, Richard and Luke unpack a pattern they couldn’t ignore after running 224 sales call transcripts through an LLM:The #1 issue mid-market ecommerce brands face isn’t that performance is down… it’s that they don’t know why performance is happening.And when you don’t trust the numbers, you can’t trust the decisions.Luke walks through a painfully familiar weekly business review scenario—multiple agencies, multiple dashboards, multiple “versions of the truth”—where 80% of the meeting is spent trying to figure out what’s actually going on, and almost none of it translates into confident action.What you’ll learn in this episode:Why brands don’t hire help because results are bad—they hire because clarity is missingThe hidden cost of “dashboard chaos” (and why more stakeholders often makes it worse)The 3-step framework to go from confusion → clarity → action:Why incrementality (geo holdouts) is the gold standard when ROAS debates never endHow to sanity-check your “real-time” metrics against your closed P&L (and what variance is acceptable)They also tease what they’ve been building to solve this problem end-to-end: a higher-capacity operator role designed to reduce complexity and speed up decisions—so your team spends less time arguing about numbers and more time changing outcomes.If you’re leading growth at a brand in the $10M–$100M range and your team spends more time debating performance than improving it, this one will hit home.Show Notes:Axon is offering $5K ad credit when you spend $5K. Go to https://axon.ai/en/ctc to set up your first campaign.Explore the PROPHIT System: http://prophitsystem.comThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

Scaling a DTC brand from $1M → $10M isn’t about finding more “hacks,” it’s about focusing on the right growth lever at the right revenue stage.In this episode, Richard and Joy, break down a practical “one move per stage” roadmap for scaling through seven figures into eight.What you’ll learn in this video$1M → $2M: Why creative volume is the unlock (and why the benchmark is ~100 ads/month)$2M → $3M: Build a marketing calendar (one marketing moment per month) to create “reasons to buy” beyond evergreen$3M → $4M: The stage where brands stagnate most: offer market fit + offer testing (and why it’s so industry-dependent)$4M → $5M: Creative again—but at a different level (think 100 ads/week)$5M → $6M: Product development for LTV (front-end vs back-end products, subscription angles, upsell paths)$6M → $7M: When “tactics” finally matter—international expansion, audience expansion, email, CS, and other incremental edges$7M → $8M: Why media buying becomes bespoke (your account structure should reflect what’s working: promos, whitelisting, LP testing, subscription, etc.)$10M+: The real unlock becomes people—why one A-player operator can outperform 10 average hiresThe big takeawayMost brands don’t need more noise—they need ruthless prioritization. The fastest path to $10M is doing the right thing for your stage, deeply, before moving on.Show Notes:See how Attentive helps connect people and the brands they love.: https://bit.ly/4ag8oEJExplore the PROPHIT System: http://prophitsystem.comThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

In this episode, Richard and Luke break down the system we use to help 8-figure ecommerce brands stop guessing and start making confident decisions about budget, creative, and channel investment.They walk through the three core models that answer the questions every operator wrestles with:How much should we actually spend right now?How much creative do we need to support that spend?Which channels should we test next — and why?You’ll learn how to spot when additional ad spend becomes a bad trade, how to plan creative volume around real marketing moments (not vibes), and how to prioritize incrementality testing based on potential revenue impact — not opinion or politics.If your team would answer these questions differently depending on who you ask, this episode is for you.What we cover:How to identify when ad spend stops being efficientThe Spending Power Model and how it sets real budget capsHow creative volume directly affects performance and efficiencyA practical framework for planning moment-based vs evergreen creativeHow to prioritize channel tests using incrementality rangesWhy “waiting for perfect data” is often more dangerous than actingIf you’re running or advising an 8-figure ecommerce brand and want a clearer way to allocate budget, plan creative, and make smarter growth decisions — this episode lays out the playbook.Show Notes:Get Dataships' free A/B test: https://www.dataships.io/demoExplore the PROPHIT System: http://prophitsystem.comThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

AI promised clarity. Instead, it delivered information overload.In this episode, we unpack what happens when AI gives ecommerce teams more data than they can reasonably act on, dashboards multiplying, forecasts diverging, tests contradicting each other, and decisions getting harder instead of easier.Taylor and Andrew talk through:Why AI surfaces problems faster than it solves themHow “more insight” can actually paralyze operatorsThe limits of forecasting, incrementality, and optimization at scaleWhere human judgment still matters, and always willWhat ecommerce leaders should focus on when the data stops agreeingThis isn’t an anti-AI conversation. It’s a reality check.Because the competitive advantage isn’t knowing more, it’s knowing what to ignore, what to trust, and when to act.Show Notes:See how Attentive helps connect people and the brands they love.: https://bit.ly/4ag8oEJExplore the PROPHIT System: http://prophitsystem.comThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have

In this episode, Richard and Tony break down what agentic commerce actually is, why Shopify and Google’s Universal Commerce Protocol matters, and how AI-driven shopping is quietly replacing traditional websites, checkout flows, and even ads.Instead of customers clicking through pages, filtering products, and checking out manually, AI agents are beginning to discover products, compare options, negotiate price, and complete purchases on behalf of users. That shift has massive implications for marketers, founders, and operators.You’ll Learn:What agentic commerce really means (beyond the buzzwords)Why product data feeds are becoming the foundation of modern commerceHow Shopify’s agentic checkout connects AI directly to your catalogWhat this means for SEO, paid media, and brand discoveryWhy reviews, social proof, and product structure matter more than everHow platforms like Meta are making everything shoppableWhat marketers should be paying attention to right now to stay aheadThis episode isn’t about hype—it’s about understanding the infrastructure changes shaping the next era of e-commerce and how to prepare before it becomes the default.Show Notes:See how Attentive helps connect people and the brands they love.: https://bit.ly/4ag8oEJExplore the PROPHIT System: http://prophitsystem.comThe Ecommerce Playbook mailbag is open — email us at [email protected] to ask us any questions you might have