diff --git a/build/config.json b/build/config.json
index 20f24d5455..19912f2266 100644
--- a/build/config.json
+++ b/build/config.json
@@ -183,7 +183,7 @@
 			"downloadUrl": "https://github.com/cli/cli"
 		},
 		"yarn": {
-			"versionCommand": "yarn --version",
+			"versionCommand": "yarn --version 2>/dev/null | grep -oE '[0-9]+\\.[0-9]+\\.[0-9]+'",
 			"downloadUrl": "https://yarnpkg.com/"
 		},
 		"Maven": {
diff --git a/build/src/utils/config.js b/build/src/utils/config.js
index 3bea536bc1..96b5b2b8ac 100644
--- a/build/src/utils/config.js
+++ b/build/src/utils/config.js
@@ -214,6 +214,7 @@ function getTagsForVersion(definitionId, version, registry, registryPath, varian
         }
     }
 
+    const seen = new Set();
     return tags.reduce((list, tag) => {
         // One of the tags that needs to be supported is one where there is no version, but there
         // are other attributes. For example, python:3 in addition to python:0.35.0-3. So, a version
@@ -224,7 +225,11 @@ function getTagsForVersion(definitionId, version, registry, registryPath, varian
             .replace(/\$\{?VARIANT\}?/, variant || 'NOVARIANT')
             .replace('-NOVARIANT', '');
         if (baseTag.charAt(baseTag.length - 1) !== ':') {
-            list.push(`${registry}/${registryPath}/${baseTag}`);
+            const fullTag = `${registry}/${registryPath}/${baseTag}`;
+            if (!seen.has(fullTag)) {
+                seen.add(fullTag);
+                list.push(fullTag);
+            }
         }
         return list;
     }, []);
@@ -305,13 +310,23 @@ function getTagList(definitionId, release, versionPartHandling, registry, regist
     // If this variant should also be used for the the latest tag, add it. The "latest" value could be
     // true, false, or a specific variant. "true" assumes the first variant is the latest.
     const definitionLatestProperty = config.definitionBuildSettings[definitionId].latest;
-    return tagList.concat((updateLatest 
+    const allTags = tagList.concat((updateLatest
         && definitionLatestProperty
         && (!allVariants
-            || variant === definitionLatestProperty 
+            || variant === definitionLatestProperty
             || (definitionLatestProperty === true && variant === firstVariant)))
         ? getLatestTag(definitionId, registry, registryPath)
         : []);
+
+    // Deduplicate tags while preserving order
+    const seen = new Set();
+    return allTags.filter((tag) => {
+        if (seen.has(tag)) {
+            return false;
+        }
+        seen.add(tag);
+        return true;
+    });
 }
 
 const getDefinitionObject = (id, variant) => {
diff --git a/build/src/utils/image-content-extractor.js b/build/src/utils/image-content-extractor.js
index 237d871e12..4f47e2fef0 100644
--- a/build/src/utils/image-content-extractor.js
+++ b/build/src/utils/image-content-extractor.js
@@ -271,12 +271,34 @@ async function getPipPackageInfo(imageTagOrContainerName, packageList, usePipx,
     console.log('(*) Gathering information about pip packages...');
     const versionLookup = usePipx ? await getPipxVersionLookup(imageTagOrContainerName) : await getPipVersionLookup(imageTagOrContainerName, imageId);
 
-    return packageList.map((package) => {
-        return {
-            name: package,
-            version: versionLookup[package]
-        };
-    });
+    // Build a fallback lookup keyed by PEP 503 normalized names so packages that
+    // differ only by casing/normalization (e.g. "pyOpenssl" vs "pyOpenSSL") still resolve.
+    const normalizedVersionLookup = Object.keys(versionLookup).reduce((prev, name) => {
+        prev[normalizePipPackageName(name)] = versionLookup[name];
+        return prev;
+    }, {});
+
+    return packageList.reduce((list, package) => {
+        const version = versionLookup[package] || normalizedVersionLookup[normalizePipPackageName(package)];
+        // Skip packages that aren't actually installed in the inspected environment.
+        // Emitting an entry without a version produces blank markdown rows and
+        // conflicting/duplicate cgmanifest.json (SBOM) registrations.
+        if (version) {
+            list.push({
+                name: package,
+                version: version
+            });
+        } else {
+            console.log(`(!) Warning: Could not determine version for pip package "${package}" - skipping.`);
+        }
+        return list;
+    }, []);
+}
+
+// Normalize a Python package name per PEP 503 (lowercase, runs of "-_." collapsed to "-")
+// so lookups are tolerant of casing/separator differences between manifests and pip output.
+function normalizePipPackageName(name) {
+    return name.replace(/[-_.]+/g, '-').toLowerCase();
 }
 
 function getUserName(imageId) {
diff --git a/src/dotnet/manifest.json b/src/dotnet/manifest.json
index d021c42e73..de6bf64c15 100644
--- a/src/dotnet/manifest.json
+++ b/src/dotnet/manifest.json
@@ -1,5 +1,5 @@
 {
-	"version": "2.1.2",
+	"version": "2.1.3",
 	"variants": [
 		"11.0-preview-resolute",
 		"10.0-noble",
@@ -80,7 +80,7 @@
 		"languages": {
 			".NET": {
 				"cgIgnore": true,
-				"versionCommand": "dotnet --version | grep -oE '[0-9]+\\.[0-9]+\\.[0-9]+' | tr -d '\\n' && echo \\\" (\\$(dotnet --info | grep -ozP 'Host.*:\\s*Version:\\s*\\K[0-9]\\.[0-9]\\.[0-9]' | tr '\\0' '\\n'))\\\"",
+				"versionCommand": "dotnet --version | grep -oE '[0-9]+\\.[0-9]+\\.[0-9]+' | tr -d '\\n' && echo \\\" (\\$(dotnet --info | grep -ozP 'Host.*:\\s*Version:\\s*\\K[0-9]+\\.[0-9]+\\.[0-9]+' | tr '\\0' '\\n'))\\\"",
 				"path": "/usr",
 				"downloadUrl": "https://dotnet.microsoft.com/"
 			}
diff --git a/src/java-8/manifest.json b/src/java-8/manifest.json
index 961511ba14..fa090a3177 100644
--- a/src/java-8/manifest.json
+++ b/src/java-8/manifest.json
@@ -1,5 +1,5 @@
 {
-	"version": "3.0.10",
+	"version": "3.1.0",
 	"variants": [
 		"trixie",
 		"bookworm"
@@ -56,7 +56,7 @@
 		"languages": {
 			"Java": {
 				"cgIgnore": true,
-				"versionCommand": "/usr/local/sdkman/candidates/java/current/bin/java -version 2>&1 | grep -ozP '^openjdk\\sversion\\s\\\"\\K[^\\\"]+' | tr '\\0' '\\n' && /usr/local/openjdk-*/bin/java --version | grep -ozP 'openjdk\\s+\\K[0-9]+\\.[0-9]+\\.[0-9]+' | tr '\\0' '\\n'",
+				"versionCommand": "/usr/local/sdkman/candidates/java/current/bin/java -version 2>&1 | grep -ozP '^openjdk\\sversion\\s\\\"\\K[^\\\"]+' | tr '\\0' '\\n'",
 				"path": "/usr/local/sdkman/candidates/java/current<br />/usr/local"
 			}
 		}
diff --git a/src/universal/manifest.json b/src/universal/manifest.json
index 84cdc91435..3cf7ec4b41 100644
--- a/src/universal/manifest.json
+++ b/src/universal/manifest.json
@@ -1,5 +1,5 @@
 {
-	"version": "6.0.6",
+	"version": "6.0.7",
 	"build": {
 		"latest": true,
 		"rootDistro": "debian",
@@ -119,8 +119,7 @@
 			"plotly",
 			"jupyterlab_git",
 			"certifi",
-			"setuptools",
-			"wheel"
+			"setuptools"
 		],
 		"other": {
 			"git": {},