Ecommerce Playbook: Numbers, Struggles & Growth
Common Thread Collective
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.
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.
Episodes
Mentioned books
Mar 26, 2026 • 27min
In-House Creator, Outsourced Management: The New Creative Model
Adrienne Barkley, VP of Performance Creative at Common Thread Collective, leads creative strategy for paid social and creator programs. She explains a dedicated in-house creator model that boosts quality, volume, and diversity. Adrienne covers how matching lifestyle fit builds trust, how one consistent creator can appear across formats, and real brand-match examples that make the approach work.
Mar 24, 2026 • 31min
The Ruthless Forecast: How We Hold 7-Figure Brands Accountable
Joy Sharma, Director of the Prophit Engine at Common Thread Collective, builds data-driven forecasting and growth systems for seven-figure DTC brands. She explains why a ruthless, model-backed forecast beats generic AI, how forecasting, strategy, and execution tie creative to the marketing calendar, and why every dollar must map to a specific action to drive accountability.
Mar 19, 2026 • 20min
Data + Methodology + Operator: How We Build Capacity
Luke Austin, VP of e-commerce strategy at Common Thread Collective, outlines the Prophit Engine and how it scales DTC brands. He walks through the three-layer system: a unified database, a methodology that gives context to data, and a tech-enabled operator who executes. The conversation spotlights forecasting, outlier creative scaling, and how one empowered operator can outperform a traditional growth team.
Mar 17, 2026 • 18min
The 3 Accountability Rules That Drive 108% YoY Growth
Luke Austin, VP of e-commerce strategy who builds Common Thread Collective’s Prophit Engine, walks through three accountability pillars that reshape how teams plan and act. Short segments cover forecasts made by doers, owning the full workflow from media mix to creative, and tying compensation to contribution margin. Concise, practical, and focused on aligning responsibility with results.
Mar 12, 2026 • 26min
How the Prophit Engine Creates Total Clarity
Tony Chop, former DTC operator now with Common Thread Collective, explains how consolidation fixes structural ecommerce problems. Luke Austin, hands-on profit-engine operator, walks through media strategy and forecasting wins. They focus on clarity from single-operator workflows, how fragmented teams hurt handoffs, a live sale that outperformed projections, and where 2026 growth dollars should flow.
7 snips
Mar 10, 2026 • 30min
The Profit Engine Explained: How It Works & What It Does
Luke Austin, VP of e-commerce strategy at Common Thread Collective, explains the Profit Engine and his role building data-driven growth systems for DTC brands. He breaks down the four core functions: forecasting & targets, creative demand and ad planning, media measurement with MMM and incrementality, and rapid Meta media buying. Learn how tooling and daily forecasts speed insight to action and streamline growth operations.
Mar 5, 2026 • 25min
Why We Built the Prophit Engine: Who Is It For?
They unpack a new tech-enabled system that simplifies forecasting and boosts contribution margin for DTC brands. They explain how data, methodology, and AI replace fragmented tools and roles. They describe a single operator combining strategy, Meta buying, and creative planning. They outline who still owns what and which brands benefit most.
Mar 3, 2026 • 29min
The Rise of SEANs
Discussion of software-enabled agencies that encode agency knowledge into opinionated tools. Exploration of how software and services are converging as SaaS margins and outcome demands shift. The rise of a 'profit engineer' role that blends forecasting, media allocation, creative testing, and execution. How embedding accountability in systems speeds course correction and reshapes growth team hiring.
Feb 26, 2026 • 1h 30min
Turning Incrementality Tests Into Action That Makes You Money
George Davis, CMO at Cozy Earth, shares hands-on experience running holdout tests for a DTC home goods brand. Olivia Kory, Chief Strategy Officer at Haus, designs and operationalizes incrementality experiments. They discuss when to run holdouts, why results shift month-to-month, how to turn iROAS into actionable IMR, practical levers to improve tests, and how to use incrementality factors for real budget decisions.
Feb 24, 2026 • 9min
The Sales Tax “Nexus” Trap Most Brands Miss
Ryan Pinkham, VP of Go-to-Market at TaxCloud and sales-tax automation expert, explains why nexus suddenly makes sales tax complicated for growing ecommerce brands. He breaks down common brand behaviors, changing state rules like the Streamlined Sales Tax program, and a start-of-year nexus checklist to revisit after expansion. Practical, timely, and focused on avoiding costly compliance surprises.
