more link fixes

Author: metalwarrior665

sources/academy/webscraping/advanced_web_scraping/crawling/crawling-sitemaps.md

@@ -58,7 +58,7 @@ For most sitemaps, you can make a simple HTTP request and parse the downloaded X
 
 ## [](#how-to-parse-urls-from-sitemaps) How to parse URLs from sitemaps
 
-The easiest part is to parse the actual URLs from the sitemap. The URLs are usually listed under `<loc>` tags. You can use Cheerio to parse the XML text and extract the URLs. Just be careful that the sitemap might contain other URLs that you don't want to crawl (e.g. /about, /contact, or various special category sections). [This article](academy/node-js/scraping-from-sitemaps.md) provides code examples for parsing sitemaps.
+The easiest part is to parse the actual URLs from the sitemap. The URLs are usually listed under `<loc>` tags. You can use Cheerio to parse the XML text and extract the URLs. Just be careful that the sitemap might contain other URLs that you don't want to crawl (e.g. /about, /contact, or various special category sections). [This article](/academy/tutorials/node-js/scraping-from-sitemaps.md) provides code examples for parsing sitemaps.
 
 ## [](#using-crawlee) Using Crawlee
 

sources/academy/webscraping/advanced_web_scraping/crawling/crawling-with-search.md

@@ -282,6 +282,6 @@ await crawler.addRequests(requestsToEnqueue);
 
 ## Summary {#summary}
 
-And that's it. We have an elegant solution for a complicated problem. In a real project, you would want to make this a bit more robust and [save analytics data](academy/platform/expert_scraping_with_apify/saving_useful_stats.md). This will let you know what filters you went through and how many products each of them had.
+And that's it. We have an elegant solution for a complicated problem. In a real project, you would want to make this a bit more robust and [save analytics data](/academy/platform/expert_scraping_with_apify/saving_useful_stats.md). This will let you know what filters you went through and how many products each of them had.
 
 Check out the [full code example](https://github.com/apify-projects/apify-extra-library/tree/master/examples/crawler-with-filters).

sources/academy/webscraping/advanced_web_scraping/crawling/sitemaps-vs-search.md

@@ -6,11 +6,12 @@ paths:
 - advanced-web-scraping/crawling/sitemaps-vs-search
 ---
 
-The core crawling problem comes to down to ensuring that we reliably find all detail pages on the target website or inside its categories. This is trivial for small sites. We just open the home page or category pages and paginate to the end as we did in the Web Scraping for Beginners course. 
+The core crawling problem comes to down to ensuring that we reliably find all detail pages on the target website or inside its categories. This is trivial for small sites. We just open the home page or category pages and paginate to the end as we did in the Web Scraping for Beginners course.
 
 Unfortunately, **most modern websites restrict pagination** only to somewhere between 1 and 10 thousand products. Solving this problem might seem relatively straightforward at first but there are multiple hurdles that we will explore in this lesson.
 
 There are two main approaches to solving this problem:
+
 - Extracting all page URLs from the website's **sitemap**.
 - Using **categories, search and filters** to split the website so we get under the pagination limit.
 

sources/academy/webscraping/puppeteer_playwright/common_use_cases/paginating_through_results.md

@@ -16,7 +16,7 @@ import TabItem from '@theme/TabItem';
 
 If you're trying to [collect data](../executing_scripts/extracting_data.md) on a website that has millions, thousands, or even hundreds of results, it is very likely that they are paginating their results to reduce strain on their back-end as well as on the users loading and rendering the content.
 
-![Amazon pagination](../../advanced_web_scraping/images/pagination.png)
+![Amazon pagination](/academy/webscraping/advanced_web_scraping/crawling/images/pagination.png)
 
 ## Page number-based pagination {#page-number-based-pagination}