diff --git a/apps/redditmon/src/components/posts/SubredditFilter.tsx b/apps/redditmon/src/components/posts/SubredditFilter.tsx
index f731fa50e..cf62fb6c5 100644
--- a/apps/redditmon/src/components/posts/SubredditFilter.tsx
+++ b/apps/redditmon/src/components/posts/SubredditFilter.tsx
@@ -21,8 +21,6 @@ export default function SubredditFilter({
   });
 
   const availableSubreddits = useMemo(() => {
-    console.info(project?.subredditKeywords);
-
     const subreddits =
       project?.subredditKeywords?.flatMap(
         (group: { subreddits: Array<string> }) => group.subreddits,
diff --git a/apps/web/src/content/blog/posts/evaluating-companies-as-front-end-engineer.mdx b/apps/web/src/content/blog/posts/evaluating-companies-as-front-end-engineer.mdx
index 05eac65a2..ef6fdffd9 100644
--- a/apps/web/src/content/blog/posts/evaluating-companies-as-front-end-engineer.mdx
+++ b/apps/web/src/content/blog/posts/evaluating-companies-as-front-end-engineer.mdx
@@ -81,7 +81,7 @@ If front end products are not tested thoroughly, the company is either small, or
 
 > How are engineering teams organized? Are there both front end engineers and back end engineers in the same team or are they in separate teams? How much back end engineering does a front end engineer have to do?
 
-Both ways of team organization can work, but you'd want to avoid a situation where you are the [only front end engineer on a large team primarily made up of back end engineers](https://www.zhenghao.io/posts/siloed-fee) where there are few senior to learn front end from. You might also be a victim of "bait and switch", where after you join a team, there isn't that much front end work to do and you end up spending most of your time doing back end work. That's not what you're hired to do in the first place, some might like it, but most don't.
+Both ways of team organization can work, but you'd want to avoid a situation where you are the only front end engineer on a large team primarily made up of back end engineers where there are few senior to learn front end from. You might also be a victim of "bait and switch", where after you join a team, there isn't that much front end work to do and you end up spending most of your time doing back end work. That's not what you're hired to do in the first place, some might like it, but most don't.
 
 > Is there a front end infrastructure team that takes care of common front end engineering needs across the company such as design system components, linting, build, performance, package upgrades, etc?
 
diff --git a/apps/web/src/content/blog/posts/front-end-performance-techniques.mdx b/apps/web/src/content/blog/posts/front-end-performance-techniques.mdx
index c8ea511ad..01c50f6ae 100644
--- a/apps/web/src/content/blog/posts/front-end-performance-techniques.mdx
+++ b/apps/web/src/content/blog/posts/front-end-performance-techniques.mdx
@@ -96,7 +96,7 @@ Optimal loading sequence prioritizes the loading of essential resources, like CS
 ### Resources
 
 - [Optimizing the Critical Rendering Path | Google Developers](https://developers.google.com/web/fundamentals/performance/critical-rendering-path)
-- [Prioritizing content in the browser’s critical rendering path | Web.dev](https://web.dev/using-the-preload-tag/)
+- [rel=preload | MDN](https://developer.mozilla.org/en-US/docs/Web/HTML/Reference/Attributes/rel/preload)
 
 ## Prefetching
 
@@ -159,7 +159,7 @@ Compression is a method that reduces file sizes for faster user delivery by elim
 ### Resources
 
 - [Compression in HTTP - MDN Web Docs](https://developer.mozilla.org/en-US/docs/Web/HTTP/Compression)
-- [Introduction to Brotli Compression | CSS Tricks](https://css-tricks.com/brotli-compression/)
+- [Brotli Compression | MDN](https://developer.mozilla.org/en-US/docs/Glossary/Brotli_compression)
 
 ## Tree shaking
 
diff --git a/apps/web/src/content/blog/posts/image-performance-techniques.mdx b/apps/web/src/content/blog/posts/image-performance-techniques.mdx
index a6a245843..7ac1e40e8 100644
--- a/apps/web/src/content/blog/posts/image-performance-techniques.mdx
+++ b/apps/web/src/content/blog/posts/image-performance-techniques.mdx
@@ -181,7 +181,7 @@ Compression reduces file sizes by getting rid of unnecessary data, speeding up l
 ### Resources
 
 - [Compression in HTTP - MDN Web Docs](https://developer.mozilla.org/en-US/docs/Web/HTTP/Compression)
-- [Introduction to Brotli Compression | CSS Tricks](https://css-tricks.com/brotli-compression/)
+- [Brotli Compression | MDN](https://developer.mozilla.org/en-US/docs/Glossary/Brotli_compression)
 
 ---
 
diff --git a/apps/web/src/content/interviews/study-list/company/atlassian.mdx b/apps/web/src/content/interviews/study-list/company/atlassian.mdx
index 94cde72cf..e75c9babe 100644
--- a/apps/web/src/content/interviews/study-list/company/atlassian.mdx
+++ b/apps/web/src/content/interviews/study-list/company/atlassian.mdx
@@ -24,7 +24,6 @@ Refer to Atlassian's official front end interview preparation guides:
 
 ### Community experiences
 
-- [Sadanand Pai](https://frontendpro.hashnode.dev/frontend-interview-experience-at-atlassian)
 - [Tanya Singh](https://medium.com/@singht216/atlassian-interview-experience-frontend-software-engineer-8f69f3c5c8ea)
 - [Stylus07](https://medium.com/@stylus07/atlassian-interview-experience-e51cb1f0735b)
 - [Ayush Saini](https://www.ayushsaini.com/blog/atlassian-interview-experience-software-engineer)