diff --git a/src/data/roadmaps/design-system/design-system.md b/src/data/roadmaps/design-system/design-system.md
index c5b9c4717..bf59c34b4 100644
--- a/src/data/roadmaps/design-system/design-system.md
+++ b/src/data/roadmaps/design-system/design-system.md
@@ -46,7 +46,7 @@ relatedRoadmaps:
   - 'javascript'
   - 'react'
   - 'nodejs'
-  - 'software-architect
+  - 'software-architect'
   - 'system-design'
 sitemap:
   priority: 1
diff --git a/src/data/roadmaps/mlops/mlops.md b/src/data/roadmaps/mlops/mlops.md
index 881ada8ad..93393d3be 100644
--- a/src/data/roadmaps/mlops/mlops.md
+++ b/src/data/roadmaps/mlops/mlops.md
@@ -22,7 +22,7 @@ seo:
   title: 'MLOps Roadmap'
   description: 'Learn about MLOps using this roadmap. Community driven, articles, resources, guides, interview questions, quizzes for modern machine learning operations.'
   keywords:
-    - 'mlops roadmap 2024
+    - 'mlops roadmap 2024'
     - 'mlops roadmap 2025'
     - 'mlops roadmap'
     - 'mlops engineer'
diff --git a/src/data/roadmaps/technical-writer/technical-writer.md b/src/data/roadmaps/technical-writer/technical-writer.md
index 3015647ae..179424b82 100644
--- a/src/data/roadmaps/technical-writer/technical-writer.md
+++ b/src/data/roadmaps/technical-writer/technical-writer.md
@@ -29,7 +29,7 @@ seo:
     - 'technical writing skills'
     - 'technical writing skills 2025'
     - 'technical writing'
-    - 'technical documentation roadmap
+    - 'technical documentation roadmap'
     - 'technical documentation'
     - 'technical writing test'
     - 'become a technical writer'