diff --git a/src/assets/badges/aws-sa-assoc.png b/src/assets/badges/aws-sa-assoc.png
deleted file mode 100644
index 67ae200..0000000
Binary files a/src/assets/badges/aws-sa-assoc.png and /dev/null differ
diff --git a/src/assets/badges/aws-sa-pro.png b/src/assets/badges/aws-sa-pro.png
deleted file mode 100644
index 2d2dddb..0000000
Binary files a/src/assets/badges/aws-sa-pro.png and /dev/null differ
diff --git a/src/components/Certifications.astro b/src/components/Certifications.astro
index da655f7..cf394ac 100644
--- a/src/components/Certifications.astro
+++ b/src/components/Certifications.astro
@@ -109,14 +109,15 @@ import { certifications, person } from '../data/profile';
 
   .badges {
     display: grid;
-    grid-template-columns: repeat(4, 1fr);
+    /* Each tier fills its row, whatever the number of badges. */
+    grid-template-columns: repeat(auto-fit, minmax(230px, 1fr));
     gap: 14px;
     margin-top: 14px;
     list-style: none;
   }
 
   .badges.pro {
-    grid-template-columns: 1fr 1fr;
+    grid-template-columns: 1fr;
     gap: 16px;
   }
 
diff --git a/src/data/profile.ts b/src/data/profile.ts
index 39033fd..6acf9d8 100644
--- a/src/data/profile.ts
+++ b/src/data/profile.ts
@@ -7,8 +7,6 @@ import type { ImageMetadata } from 'astro';
 import awsCloudPractitioner from '../assets/badges/aws-cloud-practitioner.png';
 import awsDeveloper from '../assets/badges/aws-developer.png';
 import awsDevopsPro from '../assets/badges/aws-devops-pro.png';
-import awsSaAssociate from '../assets/badges/aws-sa-assoc.png';
-import awsSaPro from '../assets/badges/aws-sa-pro.png';
 import awsSysops from '../assets/badges/aws-sysops.png';
 import azureAdmin from '../assets/badges/azure-admin.png';
 import azureAi from '../assets/badges/azure-ai.png';
@@ -68,7 +66,7 @@ export const figures = [
     value: '15+',
     label: 'Years of software development, 5+ of them in professional cloud & data roles',
   },
-  { value: '11', label: 'AWS, Azure & Scrum certifications' },
+  { value: '9', label: 'Active AWS, Azure & Scrum certifications' },
   { value: '900+', label: 'GitHub stars on open-source projects I built' },
   {
     value: '6',
@@ -155,7 +153,7 @@ export const experience: Employer[] = [
         period: 'Apr 2026 – Present',
         place: 'Brussels, Belgium · Hybrid',
         summary:
-          'A multi-account CI/CD pipeline factory, a central monitoring platform, intelligent document processing, and data ingestion into Redshift.',
+          'A multi-account CI/CD pipeline factory, a central monitoring platform, AI document processing in production with Textract and Bedrock, and 18 tables loaded daily into Redshift.',
         stack: ['AWS CDK', 'CodePipeline', 'Step Functions', 'Bedrock'],
       },
     ],
@@ -258,12 +256,6 @@ export const certifications: { tier: string; items: Certification[] }[] = [
         year: '2024',
         badge: awsDevopsPro,
       },
-      {
-        name: 'AWS Certified Solutions Architect – Professional',
-        issuer: 'Amazon Web Services',
-        year: '2023',
-        badge: awsSaPro,
-      },
     ],
   },
   {
@@ -272,7 +264,6 @@ export const certifications: { tier: string; items: Certification[] }[] = [
       { name: 'Azure Administrator', issuer: 'Microsoft', year: '2026', badge: azureAdmin },
       { name: 'AWS SysOps Administrator', issuer: 'AWS', year: '2022', badge: awsSysops },
       { name: 'AWS Developer', issuer: 'AWS', year: '2022', badge: awsDeveloper },
-      { name: 'AWS Solutions Architect', issuer: 'AWS', year: '2021', badge: awsSaAssociate },
     ],
   },
   {