diff --git a/src/data/roadmaps/backend/content/108-more-about-databases/103-n-plus-one-problem.md b/src/data/roadmaps/backend/content/108-more-about-databases/103-n-plus-one-problem.md
index 6bc11878d..0fb05a3b6 100644
--- a/src/data/roadmaps/backend/content/108-more-about-databases/103-n-plus-one-problem.md
+++ b/src/data/roadmaps/backend/content/108-more-about-databases/103-n-plus-one-problem.md
@@ -5,5 +5,5 @@ The N+1 query problem happens when your code executes N additional query stateme
 Visit the following resources to learn more:
 
 - [In Detail Explanation of N+1 Problem](https://medium.com/doctolib/understanding-and-fixing-n-1-query-30623109fe89)
-- [What is the N+1 Problem]("https://planetscale.com/blog/what-is-n-1-query-problem-and-how-to-solve-it")
-- [Solving N+1 Problem: For Java Backend Developers]("https://dev.to/jackynote/solving-the-notorious-n1-problem-optimizing-database-queries-for-java-backend-developers-2o0p")
+- [What is the N+1 Problem](https://planetscale.com/blog/what-is-n-1-query-problem-and-how-to-solve-it)
+- [Solving N+1 Problem: For Java Backend Developers](https://dev.to/jackynote/solving-the-notorious-n1-problem-optimizing-database-queries-for-java-backend-developers-2o0p)