diff --git a/apps/api/src/scraper/WebScraper/__tests__/index.test.ts b/apps/api/src/scraper/WebScraper/__tests__/index.test.ts
new file mode 100644
index 0000000..e060d16
--- /dev/null
+++ b/apps/api/src/scraper/WebScraper/__tests__/index.test.ts
@@ -0,0 +1,97 @@
+import { WebScraperDataProvider } from '../index';
+
+describe('WebScraperDataProvider', () => {
+  describe('replaceImgPathsWithAbsolutePaths', () => {
+    it('should replace image paths with absolute paths', () => {
+      const webScraperDataProvider = new WebScraperDataProvider();
+      const documents = [
+        {
+          metadata: { sourceURL: 'https://example.com/page' },
+          content: '![alt text](/image.png)',
+        },
+        {
+          metadata: { sourceURL: 'https://example.com/another-page' },
+          content: '![another alt text](./another-image.png)',
+        },
+        {
+          metadata: { sourceURL: 'https://example.com/data-image' },
+          content: '![data image](data:image/png;base64,...)',
+        }
+      ];
+
+      const expectedDocuments = [
+        {
+          metadata: { sourceURL: 'https://example.com/page' },
+          content: '![alt text](https://example.com/image.png)',
+        },
+        {
+          metadata: { sourceURL: 'https://example.com/another-page' },
+          content: '![another alt text](https://example.com/another-image.png)',
+        },
+        {
+          metadata: { sourceURL: 'https://example.com/data-image' },
+          content: '![data image](data:image/png;base64,...)',
+        }
+      ];
+
+      const result = webScraperDataProvider.replaceImgPathsWithAbsolutePaths(documents);
+      expect(result).toEqual(expectedDocuments);
+    });
+
+    it('should handle absolute URLs without modification', () => {
+      const webScraperDataProvider = new WebScraperDataProvider();
+      const documents = [
+        {
+          metadata: { sourceURL: 'https://example.com/page' },
+          content: '![alt text](https://example.com/image.png)',
+        },
+        {
+          metadata: { sourceURL: 'https://example.com/another-page' },
+          content: '![another alt text](http://anotherexample.com/another-image.png)',
+        }
+      ];
+
+      const expectedDocuments = [
+        {
+          metadata: { sourceURL: 'https://example.com/page' },
+          content: '![alt text](https://example.com/image.png)',
+        },
+        {
+          metadata: { sourceURL: 'https://example.com/another-page' },
+          content: '![another alt text](http://anotherexample.com/another-image.png)',
+        }
+      ];
+
+      const result = webScraperDataProvider.replaceImgPathsWithAbsolutePaths(documents);
+      expect(result).toEqual(expectedDocuments);
+    });
+
+    it('should not replace non-image content within the documents', () => {
+      const webScraperDataProvider = new WebScraperDataProvider();
+      const documents = [
+        {
+          metadata: { sourceURL: 'https://example.com/page' },
+          content: 'This is a test. ![alt text](/image.png) Here is a link: [Example](https://example.com).',
+        },
+        {
+          metadata: { sourceURL: 'https://example.com/another-page' },
+          content: 'Another test. ![another alt text](./another-image.png) Here is some **bold text**.',
+        }
+      ];
+    
+      const expectedDocuments = [
+        {
+          metadata: { sourceURL: 'https://example.com/page' },
+          content: 'This is a test. ![alt text](https://example.com/image.png) Here is a link: [Example](https://example.com).',
+        },
+        {
+          metadata: { sourceURL: 'https://example.com/another-page' },
+          content: 'Another test. ![another alt text](https://example.com/another-image.png) Here is some **bold text**.',
+        }
+      ];
+    
+      const result = webScraperDataProvider.replaceImgPathsWithAbsolutePaths(documents);
+      expect(result).toEqual(expectedDocuments);
+    });
+  });
+});
\ No newline at end of file
diff --git a/apps/api/src/scraper/WebScraper/index.ts b/apps/api/src/scraper/WebScraper/index.ts
index 6f368a1..727b597 100644
--- a/apps/api/src/scraper/WebScraper/index.ts
+++ b/apps/api/src/scraper/WebScraper/index.ts
@@ -325,19 +325,24 @@ export class WebScraperDataProvider {
     documents.forEach(document => {
       const baseUrl = new URL(document.metadata.sourceURL).origin;
       const images = document.content.match(/!\[.*?\]\(((?:[^()]+|\((?:[^()]+|\([^()]*\))*\))*)\)/g) || [];
-
+  
       images.forEach(image => {
         let imageUrl = image.match(/\(([^)]+)\)/)[1];
         let altText = image.match(/\[(.*?)\]/)[1];
-
+  
         if (!imageUrl.startsWith("data:image")) {
-          imageUrl = baseUrl + imageUrl;
+          if (!imageUrl.startsWith("http")) {
+            if (imageUrl.startsWith("/")) {
+              imageUrl = imageUrl.substring(1);
+            }
+            imageUrl = new URL(imageUrl, baseUrl).toString();
+          }
         }
-
+  
         document.content = document.content.replace(image, `![${altText}](${imageUrl})`);
       });
     });
-
+  
     return documents;
   }
 }