diff --git a/public/roadmap-content/backend.json b/public/roadmap-content/backend.json
index 2fcb415c0..31247e4e5 100644
--- a/public/roadmap-content/backend.json
+++ b/public/roadmap-content/backend.json
@@ -134,7 +134,7 @@
     "links": [
       {
         "title": "Visit Dedicated Go Roadmap",
-        "url": "/golang",
+        "url": "https://roadmap.sh/golang",
         "type": "article"
       },
       {
@@ -170,7 +170,7 @@
     "links": [
       {
         "title": "Visit Dedicated JavaScript Roadmap",
-        "url": "/javascript",
+        "url": "https://roadmap.sh/javascript",
         "type": "article"
       },
       {
@@ -201,7 +201,7 @@
     "links": [
       {
         "title": "Visit Dedicated Java Roadmap",
-        "url": "/java",
+        "url": "https://roadmap.sh/java",
         "type": "article"
       },
       {
@@ -237,7 +237,7 @@
       },
       {
         "title": "Visit Dedicated Python Roadmap",
-        "url": "/python",
+        "url": "https://roadmap.sh/python",
         "type": "article"
       },
       {
@@ -330,7 +330,7 @@
     "links": [
       {
         "title": "Learn Git & GitHub",
-        "url": "/git-github",
+        "url": "https://roadmap.sh/git-github",
         "type": "article"
       },
       {
@@ -366,7 +366,7 @@
     "links": [
       {
         "title": "Learn Git & GitHub",
-        "url": "/git-github",
+        "url": "https://roadmap.sh/git-github",
         "type": "article"
       },
       {
@@ -392,7 +392,7 @@
     "links": [
       {
         "title": "Learn Git & GitHub",
-        "url": "/git-github",
+        "url": "https://roadmap.sh/git-github",
         "type": "article"
       },
       {
@@ -506,7 +506,7 @@
     "links": [
       {
         "title": "Visit Dedicated PostgreSQL DBA Roadmap",
-        "url": "/postgresql-dba",
+        "url": "https://roadmap.sh/postgresql-dba",
         "type": "article"
       },
       {
@@ -542,7 +542,7 @@
     "links": [
       {
         "title": "SQL Roadmap",
-        "url": "/sql",
+        "url": "https://roadmap.sh/sql",
         "type": "article"
       },
       {
@@ -1105,7 +1105,7 @@
     "links": [
       {
         "title": "GraphQL Roadmap",
-        "url": "/graphql",
+        "url": "https://roadmap.sh/graphql",
         "type": "article"
       },
       {
@@ -1967,7 +1967,7 @@
     "links": [
       {
         "title": "Visit Dedicated MongoDB Roadmap",
-        "url": "/mongodb",
+        "url": "https://roadmap.sh/mongodb",
         "type": "article"
       },
       {
diff --git a/public/roadmap-content/blockchain.json b/public/roadmap-content/blockchain.json
index a83bfafc8..a48931edf 100644
--- a/public/roadmap-content/blockchain.json
+++ b/public/roadmap-content/blockchain.json
@@ -1953,7 +1953,7 @@
     "links": [
       {
         "title": "Visit Dedicated Python Roadmap",
-        "url": "/python",
+        "url": "https://roadmap.sh/python",
         "type": "article"
       },
       {
@@ -1994,7 +1994,7 @@
     "links": [
       {
         "title": "Visit Dedicated Go Roadmap",
-        "url": "/golang",
+        "url": "https://roadmap.sh/golang",
         "type": "article"
       },
       {
@@ -2056,7 +2056,7 @@
     "links": [
       {
         "title": "Visit Dedicated React Roadmap",
-        "url": "/react",
+        "url": "https://roadmap.sh/react",
         "type": "article"
       },
       {
@@ -2097,7 +2097,7 @@
     "links": [
       {
         "title": "Visit Dedicated Angular Roadmap",
-        "url": "/angular",
+        "url": "https://roadmap.sh/angular",
         "type": "article"
       },
       {
@@ -2118,7 +2118,7 @@
     "links": [
       {
         "title": "Visit Dedicated Vue Roadmap",
-        "url": "/vue",
+        "url": "https://roadmap.sh/vue",
         "type": "article"
       },
       {
diff --git a/public/roadmap-content/computer-science.json b/public/roadmap-content/computer-science.json
index a77da053d..9feb7b55c 100644
--- a/public/roadmap-content/computer-science.json
+++ b/public/roadmap-content/computer-science.json
@@ -51,7 +51,7 @@
     "links": [
       {
         "title": "Visit Dedicated Python Roadmap",
-        "url": "/python",
+        "url": "https://roadmap.sh/python",
         "type": "article"
       },
       {
@@ -107,7 +107,7 @@
     "links": [
       {
         "title": "Visit Dedicated Go Roadmap",
-        "url": "/golang",
+        "url": "https://roadmap.sh/golang",
         "type": "article"
       },
       {
@@ -292,7 +292,7 @@
     "links": [
       {
         "title": "Visit Dedicated Java Roadmap",
-        "url": "/java",
+        "url": "https://roadmap.sh/java",
         "type": "article"
       },
       {
diff --git a/public/roadmap-content/devops.json b/public/roadmap-content/devops.json
index c663deafd..864edbb4a 100644
--- a/public/roadmap-content/devops.json
+++ b/public/roadmap-content/devops.json
@@ -16,7 +16,7 @@
     "links": [
       {
         "title": "Visit Dedicated Python Roadmap",
-        "url": "/python",
+        "url": "https://roadmap.sh/python",
         "type": "article"
       },
       {
@@ -78,7 +78,7 @@
     "links": [
       {
         "title": "Visit Dedicated Go Roadmap",
-        "url": "/golang",
+        "url": "https://roadmap.sh/golang",
         "type": "article"
       },
       {
@@ -165,7 +165,7 @@
     "links": [
       {
         "title": "Visit Dedicated JavaScript Roadmap",
-        "url": "/javascript",
+        "url": "https://roadmap.sh/javascript",
         "type": "article"
       },
       {
diff --git a/public/roadmap-content/frontend.json b/public/roadmap-content/frontend.json
index 01715739b..59ffe8694 100644
--- a/public/roadmap-content/frontend.json
+++ b/public/roadmap-content/frontend.json
@@ -542,7 +542,7 @@
     "links": [
       {
         "title": "Visit Dedicated JavaScript Roadmap",
-        "url": "/javascript",
+        "url": "https://roadmap.sh/javascript",
         "type": "article"
       },
       {
@@ -972,7 +972,7 @@
     "links": [
       {
         "title": "Visit Dedicated Angular Roadmap",
-        "url": "/angular",
+        "url": "https://roadmap.sh/angular",
         "type": "article"
       },
       {
@@ -998,7 +998,7 @@
     "links": [
       {
         "title": "Visit Dedicated Vue Roadmap",
-        "url": "/vue",
+        "url": "https://roadmap.sh/vue",
         "type": "article"
       },
       {
@@ -1039,7 +1039,7 @@
     "links": [
       {
         "title": "Visit Dedicated React Roadmap",
-        "url": "/react",
+        "url": "https://roadmap.sh/react",
         "type": "article"
       },
       {
@@ -2063,7 +2063,7 @@
     "links": [
       {
         "title": "Visit Dedicated React Roadmap",
-        "url": "/react",
+        "url": "https://roadmap.sh/react",
         "type": "article"
       },
       {
@@ -2545,7 +2545,7 @@
     "links": [
       {
         "title": "Visit Dedicated Flutter Roadmap",
-        "url": "/flutter",
+        "url": "https://roadmap.sh/flutter",
         "type": "article"
       },
       {
@@ -2680,7 +2680,7 @@
     "links": [
       {
         "title": "Visit Dedicated Flutter Roadmap",
-        "url": "/flutter",
+        "url": "https://roadmap.sh/flutter",
         "type": "article"
       },
       {
diff --git a/public/roadmap-content/full-stack.json b/public/roadmap-content/full-stack.json
index bae61305b..763b400bf 100644
--- a/public/roadmap-content/full-stack.json
+++ b/public/roadmap-content/full-stack.json
@@ -62,7 +62,7 @@
     "links": [
       {
         "title": "Visit Dedicated JavaScript Roadmap",
-        "url": "/javascript",
+        "url": "https://roadmap.sh/javascript",
         "type": "article"
       },
       {
@@ -257,7 +257,7 @@
     "links": [
       {
         "title": "Visit Dedicated React Roadmap",
-        "url": "/react",
+        "url": "https://roadmap.sh/react",
         "type": "article"
       },
       {
@@ -650,7 +650,7 @@
     "links": [
       {
         "title": "Visit Dedicated PostgreSQL DBA Roadmap",
-        "url": "/postgresql-dba",
+        "url": "https://roadmap.sh/postgresql-dba",
         "type": "article"
       },
       {
diff --git a/public/roadmap-content/mlops.json b/public/roadmap-content/mlops.json
index 34eb422f7..7eddbbd13 100644
--- a/public/roadmap-content/mlops.json
+++ b/public/roadmap-content/mlops.json
@@ -36,7 +36,7 @@
     "links": [
       {
         "title": "Visit Dedicated Go Roadmap",
-        "url": "/golang",
+        "url": "https://roadmap.sh/golang",
         "type": "article"
       },
       {
diff --git a/public/roadmap-content/postgresql-dba.json b/public/roadmap-content/postgresql-dba.json
index bb318b6a3..4b7427c36 100644
--- a/public/roadmap-content/postgresql-dba.json
+++ b/public/roadmap-content/postgresql-dba.json
@@ -550,7 +550,7 @@
     "description": "PostgreSQL offers a comprehensive set of data types to cater to diverse data needs, including numeric types like `INTEGER`, `FLOAT`, and `SERIAL` for auto-incrementing fields; character types such as `VARCHAR` and `TEXT` for variable-length text; and temporal types like `DATE`, `TIME`, and `TIMESTAMP` for handling date and time data. Additionally, PostgreSQL supports `BOOLEAN` for true/false values, `ENUM` for enumerated lists, and composite types for complex structures. It also excels with `JSON` and `JSONB` for storing and querying semi-structured data, arrays for storing multiple values in a single field, and geometric types for spatial data. These data types ensure flexibility and robust data management for various applications.\n\nLearn more from the following resources:",
     "links": [
       {
-        "title": "",
+        "title": "PostgreSQL® Data Types: Mappings to SQL, JDBC, and Java Data Types",
         "url": "https://www.instaclustr.com/blog/postgresql-data-types-mappings-to-sql-jdbc-and-java-data-types/",
         "type": "article"
       },
@@ -2091,6 +2091,16 @@
         "url": "https://www.postgresql.org/docs/8.1/triggers.html",
         "type": "article"
       },
+      {
+        "title": "PostgreSQL Triggers",
+        "url": "https://www.postgresqltutorial.com/postgresql-triggers/",
+        "type": "article"
+      },
+      {
+        "title": "Understanding PostgreSQL Triggers",
+        "url": "https://hevodata.com/learn/postgresql-triggers/",
+        "type": "article"
+      },
       {
         "title": "Using PostgreSQL triggers to automate processes with Supabase",
         "url": "https://www.youtube.com/watch?v=0N6M5BBe9AE",
diff --git a/public/roadmap-content/software-architect.json b/public/roadmap-content/software-architect.json
index 649752cf6..6382766f6 100644
--- a/public/roadmap-content/software-architect.json
+++ b/public/roadmap-content/software-architect.json
@@ -148,7 +148,7 @@
     "links": [
       {
         "title": "Visit Dedicated Java Roadmap",
-        "url": "/java",
+        "url": "https://roadmap.sh/java",
         "type": "article"
       },
       {
@@ -184,7 +184,7 @@
     "links": [
       {
         "title": "Visit Dedicated Python Roadmap",
-        "url": "/python",
+        "url": "https://roadmap.sh/python",
         "type": "article"
       },
       {
@@ -246,7 +246,7 @@
     "links": [
       {
         "title": "Visit Dedicated Go Roadmap",
-        "url": "/golang",
+        "url": "https://roadmap.sh/golang",
         "type": "article"
       },
       {
@@ -282,7 +282,7 @@
     "links": [
       {
         "title": "Visit Dedicated JavaScript Roadmap",
-        "url": "/javascript",
+        "url": "https://roadmap.sh/javascript",
         "type": "article"
       },
       {
@@ -1177,7 +1177,7 @@
     "links": [
       {
         "title": "Visit Dedicated React Roadmap",
-        "url": "/react",
+        "url": "https://roadmap.sh/react",
         "type": "article"
       },
       {
diff --git a/public/roadmap-content/vue.json b/public/roadmap-content/vue.json
index 7e4db86cd..91002a181 100644
--- a/public/roadmap-content/vue.json
+++ b/public/roadmap-content/vue.json
@@ -335,7 +335,7 @@
   },
   "cxu2Wbt306SxM4JKQQqnL": {
     "title": "v-model",
-    "description": "The v-model directive in Vue.js is used for creating two-way data bindings on form input elements, such as , , and . This means that the data can be updated in the component when the user inputs something, and the UI will update if the data in the component changes.",
+    "description": "The v-model directive in Vue.js is used for creating two-way data bindings on form input elements, such as `<input>`, `<textarea>`, and `<select>`. This means that the data can be updated in the component when the user inputs something, and the UI will update if the data in the component changes.",
     "links": [
       {
         "title": "Form Input Bindings",
@@ -378,8 +378,14 @@
   },
   "RRPhAxIqvAcjZIcLe_N8-": {
     "title": "Optimizing Renders",
-    "description": "",
-    "links": []
+    "description": "Optimizing rendering is crucial for ensuring a smooth and efficient user experience across all your frontend projects. Sluggish webpages can lead to frustration for users, and potentially cause them to entirely abandon your web application. This issue comes up most often in single-page applications (SPAs), where the entirety of your application is loaded within a single webpage, and updates to it are handled dynamically without needing a full reload of the webpage.\n\nLearn more from the following resources:",
+    "links": [
+      {
+        "title": "Optimizing rendering in Vue",
+        "url": "https://blog.logrocket.com/optimizing-rendering-vue/",
+        "type": "article"
+      }
+    ]
   },
   "dxwKfBxd5KYVkfEPMdHp-": {
     "title": "Debugging",