Field notes. On taxonomy, AI matching, and the gritty parts of feed quality.
Short essays from the workshop. No SEO mulch — just what we learned shipping a categorization product against 6,000+ Google leaf nodes.
Everything we've written.
- 02Feb 2, 2026
The Complete Guide to Google Product Taxonomy (2026)
Master Google Product Taxonomy with our comprehensive guide. Learn structure, categories, implementation & avoid common mistakes.
1 min→ - 03Nov 5, 2025
PIM vs. MDM vs. DAM: What's the Difference and Which Do You Need?
A comprehensive guide to understanding Product Information Management, Master Data Management, and Digital Asset Management systems and how they work together.
1 min→ - 04Oct 10, 2025
Beyond Keywords: An Introduction to Semantic Matching with NLP
How natural language processing and word embeddings enable AI to understand meaning, not just match characters, revolutionizing data matching and categorization.
1 min→ - 05Sep 22, 2025
The Hidden Risk in M&A: How Inconsistent Data Sinks Post-Merger Integration
Why mergers and acquisitions fail at the data layer and how Chart of Accounts mapping can accelerate integration by months.
1 min→ - 06Aug 30, 2025
Automating Supplier Catalog Mapping: How to Onboard Vendor Feeds 10x Faster
A practical guide to automating supplier data onboarding with AI-powered taxonomy matching, reducing processing time from hours to minutes.
1 min→ - 07Jul 25, 2025
What is Master Data Management (MDM)? The Path to a Golden Record
A comprehensive guide to understanding Master Data Management and how creating a single source of truth transforms business operations and decision-making.
1 min→ - 08Jun 18, 2025
What is Fuzzy Matching? A Beginner's Guide to Typo Catching
Learn how fuzzy matching algorithms catch typos, handle variations, and solve real-world data matching problems that exact matching cannot.
1 min→ - 09May 20, 2025
The Supplier Feed Nightmare: Why Your E-commerce Business Cannot Scale
How inconsistent vendor data feeds create an operational bottleneck that prevents e-commerce growth and what you can do to break through it.
1 min→ - 10Apr 12, 2025
Why Data Scientists Spend 60% of Their Time Cleaning Data, Not Analyzing It
The hidden productivity crisis in data science teams and how poor data quality is blocking innovation and AI initiatives across enterprises.
1 min→ - 11Apr 1, 2025
5 Key Benefits of Accurate Product Categorization
Discover how getting your taxonomy right can directly impact your bottom line.
1 min→ - 12Mar 20, 2025
Selling on Multiple Marketplaces: How to Handle Different Taxonomies
Amazon, Otto, Google Shopping, and eBay each use different category systems. Here is how to manage product categorization across all of them.
1 min→ - 13Mar 8, 2025
The $10 Million Problem: How Dirty Data is Silently Sinking Your Business
Discover the hidden financial impact of poor data quality and why it's costing your organization millions annually in lost revenue and operational inefficiency.
1 min→ - 14Mar 1, 2025
Product Data Feeds: What They Are and Why Categories Matter
Understanding the role of product categories in data feeds for Google Shopping, Amazon, and other sales channels.
1 min→ - 15Feb 15, 2025
25 Warning Signs Your Data is Dirty (And How to Fix It)
A comprehensive checklist to identify data quality issues in your organization before they cost you millions in lost revenue and operational inefficiency.
1 min→ - 16Jan 20, 2025
E-commerce SEO Basics: Optimizing Meta Titles & Descriptions
Learn how to write effective meta tags to improve your search engine visibility and click-through rates.
1 min→ - 17Jan 5, 2025
Beyond Specs: Writing Product Descriptions That Sell
Move beyond just listing features and connect with your customers through compelling descriptions.
1 min→ - 18Dec 15, 2024
Writing Product Titles That Convert (and Rank!)
Tips for crafting effective product titles for better SEO and user engagement.
1 min→ - 19Dec 1, 2024
How to Use Custom Taxonomies for Product Categorization
Format and upload your own category structures to match products against any taxonomy — internal, marketplace-specific, or industry-standard.
1 min→ - 20Nov 18, 2024
Getting Started with Taxonomy Matcher
A step-by-step walkthrough of categorizing your first products, from data preparation to exporting results.
1 min→ - 21Nov 4, 2024
Advanced Features That Make Product Categorization Easier
A look at hierarchical matching, AI image generation, batch operations, and filtering — the features that handle the heavy lifting in your categorization workflow.
1 min→ - 22Nov 2, 2024
AI vs. Manual Product Categorization: A Practical Comparison
When does AI-powered categorization make sense, and when do you still need human judgment? A realistic look at both approaches.
1 min→ - 23Oct 15, 2024
What is Product Taxonomy and Why Does It Matter?
Understanding the foundation of product organization and its impact on your e-commerce success.
1 min→