diff --git a/.github/workflows/js-sdk.yml b/.github/archive/js-sdk.yml
similarity index 100%
rename from .github/workflows/js-sdk.yml
rename to .github/archive/js-sdk.yml
diff --git a/.github/workflows/publish-js-sdk.yml b/.github/archive/publish-js-sdk.yml
similarity index 100%
rename from .github/workflows/publish-js-sdk.yml
rename to .github/archive/publish-js-sdk.yml
diff --git a/.github/workflows/publish-python-sdk.yml b/.github/archive/publish-python-sdk.yml
similarity index 100%
rename from .github/workflows/publish-python-sdk.yml
rename to .github/archive/publish-python-sdk.yml
diff --git a/.github/workflows/python-sdk.yml b/.github/archive/python-sdk.yml
similarity index 100%
rename from .github/workflows/python-sdk.yml
rename to .github/archive/python-sdk.yml
diff --git a/.github/workflows/clean-before-24h-complete-jobs.yml b/.github/workflows/clean-before-24h-complete-jobs.yml
new file mode 100644
index 0000000..2ced537
--- /dev/null
+++ b/.github/workflows/clean-before-24h-complete-jobs.yml
@@ -0,0 +1,20 @@
+name: Clean Before 24h Completed Jobs
+on:
+  schedule:
+    - cron: '0 0 * * *'
+
+env:
+  BULL_AUTH_KEY: ${{ secrets.BULL_AUTH_KEY }}
+    
+jobs:
+  clean-jobs:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Send GET request to clean jobs
+        run: |
+          response=$(curl --write-out '%{http_code}' --silent --output /dev/null https://api.firecrawl.dev/admin/${{ secrets.BULL_AUTH_KEY }}/clean-before-24h-complete-jobs)
+          if [ "$response" -ne 200 ]; then
+            echo "Failed to clean jobs. Response: $response"
+            exit 1
+          fi
+          echo "Successfully cleaned jobs. Response: $response"
diff --git a/apps/api/openapi.json b/apps/api/openapi.json
index 55bfe1c..a755e37 100644
--- a/apps/api/openapi.json
+++ b/apps/api/openapi.json
@@ -218,6 +218,11 @@
                       "headers": {
                         "type": "object",
                         "description": "Headers to send with the request when scraping. Can be used to send cookies, user-agent, etc."
+                      },
+                      "replaceAllPathsWithAbsolutePaths": {
+                        "type": "boolean",
+                        "description": "Replace all relative paths with absolute paths for images and links",
+                        "default": false
                       }
                     }
                   }
diff --git a/apps/api/src/index.ts b/apps/api/src/index.ts
index 0246a1e..cc8376b 100644
--- a/apps/api/src/index.ts
+++ b/apps/api/src/index.ts
@@ -164,6 +164,27 @@ app.get('/serverHealthCheck/notify', async (req, res) => {
   }
 });
 
+app.get(`/admin/${process.env.BULL_AUTH_KEY}/clean-before-24h-complete-jobs`, async (req, res) => {
+  try {
+    const webScraperQueue = getWebScraperQueue();
+    const completedJobs = await webScraperQueue.getJobs(['completed']);
+    const before24hJobs = completedJobs.filter(job => job.finishedOn < Date.now() - 24 * 60 * 60 * 1000);
+    const jobIds = before24hJobs.map(job => job.id) as string[];
+    let count = 0;
+    for (const jobId of jobIds) {
+      try {
+        await webScraperQueue.removeJobs(jobId);
+        count++;
+      } catch (jobError) {
+        console.error(`Failed to remove job with ID ${jobId}:`, jobError);
+      }
+    }
+    res.status(200).send(`Removed ${count} completed jobs.`);
+  } catch (error) {
+    console.error('Failed to clean last 24h complete jobs:', error);
+    res.status(500).send('Failed to clean jobs');
+  }
+});
 
 app.get("/is-production", (req, res) => {
   res.send({ isProduction: global.isProduction });
diff --git a/apps/api/src/lib/entities.ts b/apps/api/src/lib/entities.ts
index facc81e..81bf12c 100644
--- a/apps/api/src/lib/entities.ts
+++ b/apps/api/src/lib/entities.ts
@@ -18,6 +18,7 @@ export type PageOptions = {
   waitFor?: number;
   screenshot?: boolean;
   headers?: Record<string, string>;
+  replaceAllPathsWithAbsolutePaths?: boolean;
 };
 
 export type ExtractorOptions = {
diff --git a/apps/api/src/scraper/WebScraper/index.ts b/apps/api/src/scraper/WebScraper/index.ts
index 5344320..f432f43 100644
--- a/apps/api/src/scraper/WebScraper/index.ts
+++ b/apps/api/src/scraper/WebScraper/index.ts
@@ -303,9 +303,10 @@ export class WebScraperDataProvider {
   }
 
   private applyPathReplacements(documents: Document[]): Document[] {
-    return this.replaceAllPathsWithAbsolutePaths
-      ? replacePathsWithAbsolutePaths(documents)
-      : replaceImgPathsWithAbsolutePaths(documents);
+    if (this.replaceAllPathsWithAbsolutePaths) {
+      documents = replacePathsWithAbsolutePaths(documents);
+    }
+    return replaceImgPathsWithAbsolutePaths(documents);
   }
 
   private async applyImgAltText(documents: Document[]): Promise<Document[]> {
@@ -474,9 +475,9 @@ export class WebScraperDataProvider {
     this.limit = options.crawlerOptions?.limit ?? 10000;
     this.generateImgAltText =
       options.crawlerOptions?.generateImgAltText ?? false;
-    this.pageOptions = options.pageOptions ?? { onlyMainContent: false, includeHtml: false };
+    this.pageOptions = options.pageOptions ?? { onlyMainContent: false, includeHtml: false, replaceAllPathsWithAbsolutePaths: false };
     this.extractorOptions = options.extractorOptions ?? {mode: "markdown"}
-    this.replaceAllPathsWithAbsolutePaths = options.crawlerOptions?.replaceAllPathsWithAbsolutePaths ?? false;
+    this.replaceAllPathsWithAbsolutePaths = options.crawlerOptions?.replaceAllPathsWithAbsolutePaths ?? options.pageOptions?.replaceAllPathsWithAbsolutePaths ?? false;
     //! @nicolas, for some reason this was being injected and breaking everything. Don't have time to find source of the issue so adding this check
     this.excludes = this.excludes.filter((item) => item !== "");
     this.crawlerMode = options.crawlerOptions?.mode ?? "default";
diff --git a/apps/api/src/scraper/WebScraper/utils/__tests__/replacePaths.test.ts b/apps/api/src/scraper/WebScraper/utils/__tests__/replacePaths.test.ts
index aae567c..e201926 100644
--- a/apps/api/src/scraper/WebScraper/utils/__tests__/replacePaths.test.ts
+++ b/apps/api/src/scraper/WebScraper/utils/__tests__/replacePaths.test.ts
@@ -6,12 +6,14 @@ describe('replacePaths', () => {
     it('should replace relative paths with absolute paths', () => {
       const documents: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'This is a [link](/path/to/resource) and an image ![alt text](/path/to/image.jpg).'
+        content: 'This is a [link](/path/to/resource).',
+        markdown: 'This is a [link](/path/to/resource).'
       }];
 
       const expectedDocuments: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'This is a [link](https://example.com/path/to/resource) and an image ![alt text](https://example.com/path/to/image.jpg).'
+        content: 'This is a [link](https://example.com/path/to/resource).',
+        markdown: 'This is a [link](https://example.com/path/to/resource).'
       }];
 
       const result = replacePathsWithAbsolutePaths(documents);
@@ -21,7 +23,8 @@ describe('replacePaths', () => {
     it('should not alter absolute URLs', () => {
       const documents: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'This is an [external link](https://external.com/path) and an image ![alt text](https://example.com/path/to/image.jpg).'
+        content: 'This is an [external link](https://external.com/path).',
+        markdown: 'This is an [external link](https://external.com/path).'
       }];
 
       const result = replacePathsWithAbsolutePaths(documents);
@@ -31,7 +34,8 @@ describe('replacePaths', () => {
     it('should not alter data URLs for images', () => {
       const documents: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'This is an image: ![alt text](data:image/png;base64,ABC123==).'
+        content: 'This is an image: ![alt text](data:image/png;base64,ABC123==).',
+        markdown: 'This is an image: ![alt text](data:image/png;base64,ABC123==).'
       }];
 
       const result = replacePathsWithAbsolutePaths(documents);
@@ -41,12 +45,14 @@ describe('replacePaths', () => {
     it('should handle multiple links and images correctly', () => {
       const documents: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'Here are two links: [link1](/path1) and [link2](/path2), and two images: ![img1](/img1.jpg) ![img2](/img2.jpg).'
+        content: 'Here are two links: [link1](/path1) and [link2](/path2).',
+        markdown: 'Here are two links: [link1](/path1) and [link2](/path2).'
       }];
 
       const expectedDocuments: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'Here are two links: [link1](https://example.com/path1) and [link2](https://example.com/path2), and two images: ![img1](https://example.com/img1.jpg) ![img2](https://example.com/img2.jpg).'
+        content: 'Here are two links: [link1](https://example.com/path1) and [link2](https://example.com/path2).',
+        markdown: 'Here are two links: [link1](https://example.com/path1) and [link2](https://example.com/path2).'
       }];
 
       const result = replacePathsWithAbsolutePaths(documents);
@@ -56,12 +62,14 @@ describe('replacePaths', () => {
     it('should correctly handle a mix of absolute and relative paths', () => {
       const documents: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'Mixed paths: [relative](/path), [absolute](https://example.com/path), and [data image](data:image/png;base64,ABC123==).'
+        content: 'Mixed paths: [relative](/path), [absolute](https://example.com/path), and [data image](data:image/png;base64,ABC123==).',
+        markdown: 'Mixed paths: [relative](/path), [absolute](https://example.com/path), and [data image](data:image/png;base64,ABC123==).'
       }];
 
       const expectedDocuments: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'Mixed paths: [relative](https://example.com/path), [absolute](https://example.com/path), and [data image](data:image/png;base64,ABC123==).'
+        content: 'Mixed paths: [relative](https://example.com/path), [absolute](https://example.com/path), and [data image](data:image/png;base64,ABC123==).',
+        markdown: 'Mixed paths: [relative](https://example.com/path), [absolute](https://example.com/path), and [data image](data:image/png;base64,ABC123==).'
       }];
 
       const result = replacePathsWithAbsolutePaths(documents);
@@ -74,12 +82,14 @@ describe('replacePaths', () => {
     it('should replace relative image paths with absolute paths', () => {
       const documents: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'Here is an image: ![alt text](/path/to/image.jpg).'
+        content: 'Here is an image: ![alt text](/path/to/image.jpg).',
+        markdown: 'Here is an image: ![alt text](/path/to/image.jpg).'
       }];
 
       const expectedDocuments: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'Here is an image: ![alt text](https://example.com/path/to/image.jpg).'
+        content: 'Here is an image: ![alt text](https://example.com/path/to/image.jpg).',
+        markdown: 'Here is an image: ![alt text](https://example.com/path/to/image.jpg).'
       }];
 
       const result = replaceImgPathsWithAbsolutePaths(documents);
@@ -89,7 +99,8 @@ describe('replacePaths', () => {
     it('should not alter data:image URLs', () => {
       const documents: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'An image with a data URL: ![alt text](data:image/png;base64,ABC123==).'
+        content: 'An image with a data URL: ![alt text](data:image/png;base64,ABC123==).',
+        markdown: 'An image with a data URL: ![alt text](data:image/png;base4,ABC123==).'
       }];
 
       const result = replaceImgPathsWithAbsolutePaths(documents);
@@ -99,12 +110,14 @@ describe('replacePaths', () => {
     it('should handle multiple images with a mix of data and relative URLs', () => {
       const documents: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'Multiple images: ![img1](/img1.jpg) ![img2](data:image/png;base64,ABC123==) ![img3](/img3.jpg).'
+        content: 'Multiple images: ![img1](/img1.jpg) ![img2](data:image/png;base64,ABC123==) ![img3](/img3.jpg).',
+        markdown: 'Multiple images: ![img1](/img1.jpg) ![img2](data:image/png;base64,ABC123==) ![img3](/img3.jpg).'
       }];
 
       const expectedDocuments: Document[] = [{
         metadata: { sourceURL: 'https://example.com' },
-        content: 'Multiple images: ![img1](https://example.com/img1.jpg) ![img2](data:image/png;base64,ABC123==) ![img3](https://example.com/img3.jpg).'
+        content: 'Multiple images: ![img1](https://example.com/img1.jpg) ![img2](data:image/png;base64,ABC123==) ![img3](https://example.com/img3.jpg).',
+        markdown: 'Multiple images: ![img1](https://example.com/img1.jpg) ![img2](data:image/png;base64,ABC123==) ![img3](https://example.com/img3.jpg).'
       }];
 
       const result = replaceImgPathsWithAbsolutePaths(documents);
diff --git a/apps/api/src/scraper/WebScraper/utils/replacePaths.ts b/apps/api/src/scraper/WebScraper/utils/replacePaths.ts
index d652611..788916c 100644
--- a/apps/api/src/scraper/WebScraper/utils/replacePaths.ts
+++ b/apps/api/src/scraper/WebScraper/utils/replacePaths.ts
@@ -10,7 +10,8 @@ export const replacePathsWithAbsolutePaths = (documents: Document[]): Document[]
         ) || [];
 
       paths.forEach((path: string) => {
-        const isImage = path.startsWith("!");
+        try {
+          const isImage = path.startsWith("!");
         let matchedUrl = path.match(/\(([^)]+)\)/) || path.match(/href="([^"]+)"/);
         let url = matchedUrl[1];
 
@@ -22,18 +23,18 @@ export const replacePathsWithAbsolutePaths = (documents: Document[]): Document[]
         }
 
         const markdownLinkOrImageText = path.match(/(!?\[.*?\])/)[0];
-        if (isImage) {
-          document.content = document.content.replace(
-            path,
-            `${markdownLinkOrImageText}(${url})`
-          );
-        } else {
+        // Image is handled afterwards
+        if (!isImage) {
           document.content = document.content.replace(
             path,
             `${markdownLinkOrImageText}(${url})`
           );
+          }
+        } catch (error) {
+          
         }
       });
+      document.markdown = document.content;
     });
 
     return documents;
@@ -60,8 +61,10 @@ export const replaceImgPathsWithAbsolutePaths = (documents: Document[]): Documen
           if (!imageUrl.startsWith("http")) {
             if (imageUrl.startsWith("/")) {
               imageUrl = imageUrl.substring(1);
+              imageUrl = new URL(imageUrl, baseUrl).toString();
+            } else {
+              imageUrl = new URL(imageUrl, document.metadata.sourceURL).toString();
             }
-            imageUrl = new URL(imageUrl, baseUrl).toString();
           }
         }
 
@@ -70,6 +73,7 @@ export const replaceImgPathsWithAbsolutePaths = (documents: Document[]): Documen
           `![${altText}](${imageUrl})`
         );
       });
+      document.markdown = document.content;
     });
 
     return documents;
diff --git a/apps/api/src/services/webhook.ts b/apps/api/src/services/webhook.ts
index eca7d09..1f8d647 100644
--- a/apps/api/src/services/webhook.ts
+++ b/apps/api/src/services/webhook.ts
@@ -3,15 +3,17 @@ import { supabase_service } from "./supabase";
 export const callWebhook = async (teamId: string, data: any) => {
   try {
     const selfHostedUrl = process.env.SELF_HOSTED_WEBHOOK_URL;
+    const useDbAuthentication = process.env.USE_DB_AUTHENTICATION === 'true';
     let webhookUrl = selfHostedUrl;
 
-    if (!selfHostedUrl) {
+    // Only fetch the webhook URL from the database if the self-hosted webhook URL is not set
+    // and the USE_DB_AUTHENTICATION environment variable is set to true
+    if (!selfHostedUrl && useDbAuthentication) {
       const { data: webhooksData, error } = await supabase_service
         .from("webhooks")
         .select("url")
         .eq("team_id", teamId)
         .limit(1);
-
       if (error) {
         console.error(
           `Error fetching webhook URL for team ID: ${teamId}`,