AI & Analytics Playbooks for Marketing, CRM & Ecommerce

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Benjamin Falkeborg
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Building LLM Knowledge Bases For Advanced SQL Chains

In this tutorial, we'll explore how to build knowledge bases for advanced SQL generation using LangChain. We'll leverage LangChain chains to extract insights from BigQuery by generating and executing SQL queries. Redis will store the SQL query examples needed for few-shot-prompting.

Chatting with GA4 Data using LangChain

In this tutorial, we'll connect LLMs to Google Analytics 4 data using LangChain. This allows us to build chat interfaces to marketing analytics data, speeding up the process of generating actionable insights.

Modeling Ecommerce CLV in BigQuery

In this tutorial, we'll dive into modeling Customer Lifetime Value (CLV) in a way that helps ecommerce businesses spot their most profitable customer segments. This helps businesses refine strategies around customer acquisition and growth.

Robust Text-to-SQL With LangChain

This guide helps data analysts, data scientists, and developers leverage LLMs for generating SQL queries from natural language questions, making complex data wrangling in BigQuery and other SQL databases more accessible and intuitive.

Static Customer Tagging in Shopify

Learn to use OpenAI and the Shopify API to create basic customer tags and personas. By effectively utilizing customer tags, ecommerce businesses can enhance their targeted marketing strategies, boost customer engagement, and ultimately drive sales.

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