Amazon FBA and Private Label Podcast
Welcome back to Conversion Monthly! Danny McMillan is joined by the full team — Sim, Matt Kostan, and Dorian — plus special guest Anna, who launched a reusable microfiber cleaning cloth roll on Amazon UK.
Anna's product is clever — an eco-friendly alternative to paper towels that's washable and comes in multiple colors. But the listing isn't converting. The team digs into exactly why and what to fix.
What's Covered in This Episode:Danny McMillan and Shubhash Sharma are back with another Claude Sessions episode covering both the back end and front end of building your Amazon business infrastructure with AI.
Shubhash walks through exactly how to register for Amazon's Seller Partner API — your free, direct access to your own sales, inventory, pricing, and order data — no third-party subscriptions required. Danny then breaks down the 165-feature design system he built to eliminate AI slop from websites, landing pages, and app interfaces.
Part 1: Amazon SP-API Setup (Shubhash)Shubhash experiments with running AI models locally on an old MacBook using Ollama — cutting token costs to zero.
Connect:In this third installment of Claude Sessions, Danny is joined by Subash from Not A Square, who helps e-commerce brands scaling past seven figures implement AI without scaling headcount. Subash walks through real client case studies -- including a TikTok brand that boosted its customer satisfaction score from 4.2 to 4.5 in four weeks using a customer support agent built in Claude.
Danny then breaks down OpenClaw, the open-source personal AI agent that exploded in popularity, explains why he chose not to use it despite the temptation, and reveals Claude Flow -- his custom operating system built inside Claude Code with 11 engines, 300+ features, and a persistent memory layer powered by ChromaDB. The episode drives home one core message: document your operations first, pick one platform, go deep, and stop chasing every new tool.
Key TopicsIn this Conversion Monthly episode, the team takes on a real-world Amazon fashion listing -- a ladies jumper from Adam Jagger's clothing brand. Adam launched this knitwear product last year with strong initial sales, but the relaunch has stalled despite refreshed images and PPC data.
Matt Kostan shares consumer feedback from Product Opinion videos revealing that shoppers found the secondary images too text-heavy and "fast fashion" looking, with inconsistent color rendering across photos. Dorian then presents a complete visual overhaul inspired by Zara's photography style -- low-angle shots, model-camera interaction, and stripped-back secondary images that let the product speak for itself.
The result: a 45% improvement in click share during simulated testing, jumping from 11% to 16% against competitors. The episode is packed with actionable advice on fashion-specific listing optimization, the power of "less is more" in secondary images, and why pre-launch polling is essential in design-led categories.
Key TopicsBroad Match - Danny and Adam break down Amazon's financial trajectory ahead of the Q4 2025 earnings call, exploring why Prime has effectively tapped out, where the retail business is heading, and why Rufus may be Amazon's most important bet for the future of e-commerce.
Host: Danny McMillan Co-Host: Adam "Heist" Runquist
Episode SummaryWith Amazon's Q4 2025 earnings call on the horizon, Adam digs into the historical financials of Amazon's retail business to understand where the company has been and where it is heading. The picture is clear: Prime membership has reached over 200 million Americans, covering roughly 75% of the adult population, and growth has slowed to just 3-4% annually. The remaining unsubscribed population is largely economically unfeasible to convert.
The numbers tell a compelling story across Amazon's retail business units. First-party retail has matured and is effectively flat or declining. Third-party seller fees have grown 190% since 2019, far outpacing the 75% growth in Amazon's own retail — but sellers are now squeezed to single-digit net margins with little room for further extraction. Advertising remains the standout at 56 billion dollars in 2024 with 300% growth over five years, yet its long-term sustainability depends on healthy seller participation.
This sets up what Adam describes as Amazon's innovators dilemma. Danny and Adam agree that Rufus represents Amazon's play to shift from a purchase destination to a product discovery and research platform, effectively competing with Google, YouTube, and Reddit for the consideration phase. The episode closes with a rallying call for sellers to focus on extreme efficiency, leveraging AI tools to optimise listings at a level of sophistication that was impossible even a year ago, and to prepare for a market where fewer sellers will survive but those who do will be significantly rewarded.
Key Takeaways00:00 - Introduction 00:40 - Why Amazon earnings matter for sellers 03:30 - Prime membership growth and saturation 06:22 - First-party retail maturity and decline 09:30 - Third-party seller fees hitting the ceiling 11:10 - Advertising as Amazon's growth engine 13:28 - Rufus and the discovery play 15:47 - The debate around Rufus and objectivity 19:07 - AI efficiency and listing optimisation 22:16 - Beyond keywords and single-dimension thinking 33:24 - Market consolidation and survival strategy 37:19 - Practical steps for sellers right now
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Danny and Ritu dive deep into Anthropic's new Cowork feature in Claude Desktop - the good, the bad, and the ugly. Ritu shares a cautionary tale about file deletion gone wrong, while Danny demonstrates his custom skills pack that protects users from common pitfalls.
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Connect with Ritu Java: LinkedIn
Connect with Danny McMillan: LinkedIn | Seller Sessions
Conversion Monthly - The panel kicks off 2026 with predictions on AI-driven creative workflows, agentic shopping behaviours, and the tools reshaping Amazon seller operations.
Host: Danny McMillan Panel: Sim Mahon, Dorian Gorski, Matt Kostan
Episode SummaryThe newly rebranded Conversion Monthly show returns with its expert panel to discuss 2026 predictions for Amazon creative optimisation. The conversation covers how AI workflows have evolved since early 2025, with Dorian noting how N8N has become significantly more accessible through built-in AI assistants.
Sim shares that his team can now create final, upload-ready main images in a single AI generation. The panel discusses agentic shopping and how AI-driven product discovery may fundamentally change conversion optimisation. Matt highlights the trend toward hyper-specific product positioning, where sellers create separate ASINs for the same product targeting different demographics.
Danny introduces Claude's new Co-Work feature as a significant leap that removes technical barriers for sellers wanting to build automations. The panel agrees that "human in the loop" will be the defining phrase of 2026. Sim reveals his investment in 51 Folds, a prediction platform using Bayesian networks.
Key Takeaways00:00 - Introduction and 2026 Outlook 00:58 - Dorian on the Pace of Change Since 2025 04:07 - N8N Accessibility and Self-Build Workflows 05:33 - One-Shot Image Generation Capabilities 07:23 - Video Generation Limitations 10:26 - Business Systems, ClickUp and Future-Proofing 14:37 - Hyper-Specific Product Positioning 20:06 - Keplo 2026 Direction 22:26 - Competitive Advantage and AI Accessibility 25:01 - The Big Three AI Providers 28:46 - 51 Folds Investment and Bayesian Prediction 33:14 - Panel 2026 Priorities 38:12 - Wrap-Up
ResourcesIn this episode, Danny McMillan and Adam Heist discuss the changes in Amazon selling strategies as we approach 2026. They emphasize the significance of adapting to new search algorithms and shifting consumer behaviors to ensure success in the competitive marketplace. This episode explores amazon selling strategies, search algorithm evolution with practical insights for immediate implementation.
Key Takeaways"The successful sellers of the future will be those who can navigate the evolving landscape."
Resources Mentioned 🔧 Tools & Platforms:In this episode, Aaron Graybill discusses the challenges and successes of launching her whipped beef tallow lotion, focusing on product formulation, customer feedback, and the importance of visual optimization for increasing conversions. The conversation delves into strategic improvements for product listings and customer expectations in a competitive beauty market. This episode explores beauty product formulation and challenges, strategies for visual optimization in e-commerce with practical insights for immediate implementation.
Key Takeaways"Pressure makes diamonds."
Resources Mentioned 🔧 Tools & Platforms:In this episode, Adam shares insights on leveraging Amazon's Product Opportunity Explorer tool to enhance product marketing strategies and conversion rates. The discussion highlights the importance of clean imagery, understanding customer demographics, and optimizing listings based on data-driven insights. This episode explores amazon business strategies, product optimization techniques with practical insights for immediate implementation.
Key Takeaways"If you haven't checked out Product Opportunity Explorer, it could be one of the biggest hidden gems and the biggest data developments that I've seen within Amazon in years."
Resources Mentioned 🔧 Tools & Platforms:In this episode, Danny McMillan and Ritu Java dive into the evolving world of AI-generated video content, discussing the advancements in technology that allow for creative video production without extensive resources. They explore tools like Nano Banana and LoRa to maintain character consistency while producing engaging video content. This episode explores ai in video creation, creative workflows and automation with practical insights for immediate implementation.
Key Takeaways"We eat with our eyes."
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