What are some things you learnt hard way about Programmatic SEO?

Is there anything you learned the hard way while trying Programmatic SEO for the first time or later? Also share any tips or tricks that very few people know about Programmatic SEO.

yeah, I bid too high on keywords. As a result, my ads were seen by a lot of people, but they didn't click on them very often.

But I learned my lesson and lowered my bids on keywords. As a result, my click-through rate went up, and I started seeing better results.

So my tips are: lower your bids on keywords, use negative keywords, ad extensions, and track your results. Good luck!

Slower crawl speed, I programmatically created around 1000 to 1500 high-quality pages on a new website and after a month, only 450 got indexed on Google. Duplicate content, Initially I faced a negative impact on page ranking and overcome this problem by using canonical URLs and altering title tags. A good programmatic strategy is based on your search intent and transaction intent keywords, making any large-scale content highly relevant. Before beginning you must Spend enough time to plan, test and optimize your large-scale SEO assets before going live, Update, maintain, and optimize your programmatic SEO and fix any errors regularly.