He Automates Data Pipelines for Marketing Automation At Scale - GTM Hackers - Episode 1 - Raj Jain скачать в хорошем качестве

He Automates Data Pipelines for Marketing Automation At Scale - GTM Hackers - Episode 1 - Raj Jain

🔑 Key Discussion Points How Amazon engineered AI-driven email prioritization to reduce unsubscribes and boost engagement The importance of “human in the loop” systems and balancing behavioral psychology with automation Building GTM workflows with tools like Marketo, Snowflake, Gong, and LLMs for translation and conversational intelligence Lessons from enterprise vs. startup approaches: scalable processes at Amazon vs. rapid experimentation at Taro The evolving role of CRMs and GTM stacks, from Salesforce to AI-native tools like Attio, Clay, and n8n 📖 Detailed Summary Charles introduces Go To Market Hackers as a podcast dedicated to the practitioners—the engineers and architects building GTM systems that drive results. His guest, Raj Jain, shares his journey from sales into GTM systems engineering, with experiences spanning Dynamic Yield, WeWork, MongoDB, Amazon, and Tarro. Raj explains how Amazon tackled the challenge of sending millions of marketing emails without overwhelming customers. By creating an Email Prioritization Service (EPS) that ranked campaigns based on engagement likelihood, his team reduced unsubscribes and improved conversion outcomes. He emphasizes that technology alone isn’t enough—training marketers, creating preference centers, and peer review processes were just as critical. At Tarro, Raj pivoted to LLM-powered translation and conversational intelligence, helping sales teams better understand Mandarin-language calls. By comparing Gong’s native trackers with custom-built LLM pipelines, his team learned when to rely on existing platform features and when to innovate. The conversation wraps with a forward-looking discussion on how data warehouses, APIs, and AI-native CRMs are reshaping the GTM stack, offering speed, flexibility, and automation that legacy tools often can’t match. 🕒 Timestamps 0:00 – Introduction to Go To Market Hackers 1:30 – Raj’s background and GTM career journey 5:00 – The role of “human in the loop” in AI systems 7:00 – Amazon’s Email Prioritization Service (EPS) 15:00 – Impact on engagement and unsubscribe rates 17:00 – Transition to Taro: LLMs, Gong, and translations 23:00 – Smart trackers, pain points, and sales insights 28:00 – The future of CRMs and AI-native GTM stacks 📢 Tell Us What You Think! What GTM tools or workflows are you experimenting with right now? Drop your thoughts in the comments - we’d love to hear how you’re innovating! 👉 Don’t forget to like, subscribe, and hit the bell to catch future episodes of Go To Market Hackers. 👉 Explore more on GTM systems and AI-driven growth in our related videos. 🔎 Hashtags #GoToMarket #SalesOps #AIinSales #GTMSystems #crmsolutions ➕ More Resources SQL Full Course for Beginners | Learn SQL in 90 Minutes A platform-agnostic crash course covering SQL fundamentals, from basic queries to joins, in an approachable format that can be completed in one sitting.    • Full SQL Crash Course - Learn SQL in 90 Mi...   CS50: Introduction to Computer Science (Harvard) Harvard’s entry-level computer science course, perfect for learning abstractions, algorithms, and how machines “think.” Breakout versions are also available for deeper exploration. https://cs50.harvard.edu/x/ Postman Beginner Resources Tutorials and guides that make APIs approachable, showing how to send requests, explore endpoints, and integrate APIs into workflows. https://learning.postman.com/ GitHub Basics Made Easy: A Fast Beginner's Tutorial A 20-minute beginner course covering Git basics, branching, merging, and GitHub workflows. Great for hands-on experience to get started quickly.    • GitHub Basics Made Easy: A Fast Beginner's...   Cultural Hints by Mark Loves Tech A thoughtful framework on cultural and organizational factors when rolling out new technology, especially useful for AI adoption and human-in-the-loop design. https://marklovestech.com/cultural-hi... How to Review a Pull Request Like a Senior Developer Focuses on code review best practices, including what to look for and how to provide effective feedback.    • How to Review a Pull Request Like a Senior...   dbt Fundamentals Training Hands-on introduction to dbt, teaching how to build, test, and document data pipelines — essential for anyone working with modern data stacks. https://learn.getdbt.com/courses/dbt-... 🌐 Connect & Resources • Follow Charles Brun → LinkedIn:   / charlesbrun   → X (Twitter): https://x.com/_charlesbrun → Wizardly: https://trywizardly.com