What drives major online retailers to forgo tag-based content organization?

I’m interested in understanding why prominent online retail platforms like Amazon, eBay, and Target tend to avoid using tags as a method of sorting their products and content.

Are there any notable examples of retail sites that have successfully integrated tagging for improved navigation and categorization? I would appreciate insights or data that clarify this choice of content organization among leading e-commerce services.

hey there im surprisd that many shops ditch tags in favar of smart algorightms and dynamic search systems; tags can add unncessary clutter rather than improving user navigation on fast paced platforms.

Hey everyone, I’m diving into this topic too and have been mulling over the balance between managed categorization and the flexibility of more dynamic systems. It’s like, when you’re running a platform with a huge variety of items, keeping a consistent tagging system might slow things down or add unnecessary complexity, don’t you think? At the same time, many of these giants invest heavily in machine learning to tailor the shopping experience to your tastes, which might be a more efficient way to help you discover items even if a tag is technically attached to the product somewhere. I wonder how much this personalized data filtering overshadows the need for traditional tags. Have any of you come across examples or case studies where a hybrid approach was attempted, mixing both static tagging and dynamic algo-based recommendations? Would love to hear your thoughts!

In my view, retailers tend to steer away from tag-based organization because it can lead to inconsistent categorization that doesn’t scale well with vast product inventories. Tags are often subjective and dependent on manual input, which can introduce errors and redundancy when dealing with millions of items. From what I have experienced, investing in structured taxonomies tied to advanced search and recommendation engines delivers more accurate and efficient navigation for users. This method offers a more reliable framework for categorizing products, ensuring that user journeys remain smooth and that search results are relevant.