Ecommerce Playbook: Numbers, Struggles & Growth

Common Thread Collective
  • 4.9 (72)
  • Business
  • Updated Weekly

2020 transformed the world of ecommerce forever. For the modern DTC brand, the rewards have never been greater. But the waters have also never been choppier, and the way forward has never been more uncertain. So how do you navigate this dangerous new reality? No matter how you do it, you’d better not do it alone. That’s where the Ecommerce Playbook Podcast comes in — join Common Thread Collective’s Taylor Holiday & Richard Gaffin as they bring you guiding insights from across CTC’s portfolio of growing DTC businesses. Whether you need a clear view on the macro issues affecting the world of ecommerce, or want to reorient your business around groundbreaking new big-picture strategies, Taylor & Richard are here to help answer the tough questions about what it takes to scale — and sustain — an ecommerce business.

  1. 2d ago

    Your Unsold Inventory Is Costing You More Than You Think

    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 inventory The real cost of holding inventory, including storage fees and opportunity cost on cash How cash constraints force brands to pull back spend and miss cohort value The four-step liquidation process: SKU identification, financial modeling, operating plan, and asset execution Why sequencing discounts correctly depends on your brand's historical discount behavior How CTC's portfolio-wide data gives brands an edge on ad angles and creative strategy Why adding a third party for liquidation adds capacity instead of displacing your evergreen business Key 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-july 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 podcast@commonthreadco.com to ask us any questions you might have

  2. 5d ago

    Cashmas in July: Turn Q3 Inventory Into Q4 Cash

    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 setup The cash event data: $156K Q3 cash generation led to 42% YoY Q4 growth How to wrap inventory in a narrative instead of slashing prices What CTC builds in a 30-day Cashmas event (creative, email, media, narrative) The awareness effect: Q3 ad spend primes Q4 buyers Why the brands that moved inventory early felt momentum, and the ones who waited felt flat Key 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-july Show Notes: Your free LTV audit is waiting at smile.io: https://bit.ly/4bKlMCv Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engine The Ecommerce Playbook mailbag is open — email us at podcast@commonthreadco.com to ask us any questions you might have

  3. Jul 9

    How 7-Figure Brands Can Win in Q3

    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 problem How Facebook's auction gets harder as you spend more The AOV vs. CAC framework that reveals who you're actually competing against Why Q3 is the window to solve offer-market fit before Q4 spend ramps How CTC's Marketing Moments service guarantees incremental revenue The sequence that matters: product-market fit → offer-market fit → creative strategy Key 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-engine The Ecommerce Playbook mailbag is open — email us at podcast@commonthreadco.com to ask us any questions you might have

  4. Jul 7

    How Meta Actually Works in 2026

    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 targeting The breakdown effect and why historical ROAS doesn't predict future ROAS Campaign structure: evergreen vs. marketing moment campaigns Signal quality, CAPI integration, and event match quality scores Budget liquidity and why day-to-day spend variance is a feature, not a bug The four-phase framework for solving underspend Why turning off ads is the single most common mistake brands make Key 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 Tapcart Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engine The Ecommerce Playbook mailbag is open — email us at podcast@commonthreadco.com to ask us any questions you might have

  5. Jul 2

    The Measurement Gap: iROAS, Geo Holdouts, and Progressive Truth

    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 you The measurement gap: reality vs. fiction, and how to move closer over time Geo holdout tests explained — how they work, why they're the gold standard CTC's incrementality benchmarks by channel: Facebook acquisition (1.14x iROAS), Google Branded (0.27x iROAS), and more Why Google branded search dramatically over-reports ROAS How iROAS normalization enables true apples-to-apples channel comparison The three-stage framework: aggregate benchmark, individual test, accumulated median Why iROAS is always subordinate to contribution margin Show Notes: Go to https://bit.ly/4aiEz79 to start your free migration with Omnisend today Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engine The Ecommerce Playbook mailbag is open — email us at podcast@commonthreadco.com to ask us any questions you might have

  6. Jun 30

    The Modeling System That Powers 30%+ Revenue Growth

    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 them Topics covered: Why a single ROAS number can't run a business The Spending Power Model — ACoNS curves and what spending power actually tells you The Retention Model — forecasting returning revenue cohort by cohort The Event Effect Model — how to get daily precision without breaking monthly targets The Creative Demand Model (teased — full breakdown in the creative strategy episode) How these four models wire together into a connected forecast system What R-squared below 0.6 signals about your retention data The three optimization points every brand should know: max CM, max revenue, max LTV CM Key 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 today Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engine The Ecommerce Playbook mailbag is open — email us at podcast@commonthreadco.com to ask us any questions you might have

  7. Jun 25

    Why Ritsu Switched Email Platforms Mid-Growth (And What It Actually Took)

    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 constantly The two criteria that actually drive platform decisions: cost and time How Omnisend managed the full migration, from contact database to flow automations What the QA process looks like after a migration (and how long it takes) The warm-up mechanics: 9 days to re-engage 60,000 contacts Why Q4 is the wrong time to switch email platforms (and when to do it instead) How an ESP migration becomes a flow audit opportunity CTC's Omnisend integration inside Statlas for forecast-connected email tracking 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-engine The Ecommerce Playbook mailbag is open — email us at podcast@commonthreadco.com to ask us any questions you might have

  8. Jun 24

    How We Forecast $4B in GMV to 3% Accuracy

    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 useful The "tigers not mice" framework for prioritizing what actually matters Qualitative planning: how a 12-month marketing calendar becomes a mathematical input The Spending Power (AMER) model and three optimization modes for new customer spend Cohort LTV modeling: why active vs. lapsed customer distinction changes everything The Event Effect model: how marketing moments get quantified, not just scheduled Building a full P&L forecast from customer cohorts up, not channel metrics down Why contribution margin is the north star metric, not ROAS Plot, Pivot, Profit: the daily cadence that makes forecasts self-correcting The "What / So What / Now What" daily operating format used by CTC profit engineers Results: 3% forecast accuracy across $4B GMV, 32% avg revenue growth, 41% avg CM growth This 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 today Explore the Prophit Engine: https://commonthreadco.com/pages/prophit-engine The Ecommerce Playbook mailbag is open — email us at podcast@commonthreadco.com to ask us any questions you might have

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2020 transformed the world of ecommerce forever. For the modern DTC brand, the rewards have never been greater. But the waters have also never been choppier, and the way forward has never been more uncertain. So how do you navigate this dangerous new reality? No matter how you do it, you’d better not do it alone. That’s where the Ecommerce Playbook Podcast comes in — join Common Thread Collective’s Taylor Holiday & Richard Gaffin as they bring you guiding insights from across CTC’s portfolio of growing DTC businesses. Whether you need a clear view on the macro issues affecting the world of ecommerce, or want to reorient your business around groundbreaking new big-picture strategies, Taylor & Richard are here to help answer the tough questions about what it takes to scale — and sustain — an ecommerce business.

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