diff --git a/conversation/chat-app/package-lock.json b/conversation/chat-app/package-lock.json
index 729e49fbc..c6d1d7d5f 100644
--- a/conversation/chat-app/package-lock.json
+++ b/conversation/chat-app/package-lock.json
@@ -10,7 +10,7 @@
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         "tailwind-merge": "^2.0.0"
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+      "resolved": "https://registry.npmjs.org/@floating-ui/core/-/core-1.6.4.tgz",
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+      "license": "MIT",
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+        "@floating-ui/utils": "^0.2.4"
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+      "license": "MIT",
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-        "@floating-ui/utils": "^0.1.1"
+        "@floating-ui/core": "^1.6.0",
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-      "resolved": "https://registry.npmjs.org/@floating-ui/utils/-/utils-0.1.1.tgz",
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+      "version": "0.2.4",
+      "resolved": "https://registry.npmjs.org/@floating-ui/utils/-/utils-0.2.4.tgz",
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+      "license": "MIT"
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     "node_modules/@jridgewell/gen-mapping": {
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@@ -554,6 +557,59 @@
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+      "version": "15.2.3",
+      "resolved": "https://registry.npmjs.org/@rollup/plugin-node-resolve/-/plugin-node-resolve-15.2.3.tgz",
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+      "license": "MIT",
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+        "@types/resolve": "1.20.2",
+        "deepmerge": "^4.2.2",
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+        "is-module": "^1.0.0",
+        "resolve": "^1.22.1"
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+        "estree-walker": "^2.0.2",
+        "picomatch": "^2.3.1"
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+      "resolved": "https://registry.npmjs.org/estree-walker/-/estree-walker-2.0.2.tgz",
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+      "dev": true,
+      "license": "MIT"
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+      "resolved": "https://registry.npmjs.org/@types/resolve/-/resolve-1.20.2.tgz",
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+      "license": "MIT"
+    },
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+      "resolved": "https://registry.npmjs.org/@yr/monotone-cubic-spline/-/monotone-cubic-spline-1.0.3.tgz",
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+      "license": "MIT"
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@@ -903,6 +975,21 @@
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+      "resolved": "https://registry.npmjs.org/apexcharts/-/apexcharts-3.49.2.tgz",
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+      "license": "MIT",
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@@ -918,9 +1005,9 @@
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     },
     "node_modules/tslib": {
-      "version": "2.6.1",
-      "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.6.1.tgz",
-      "integrity": "sha512-t0hLfiEKfMUoqhG+U1oid7Pva4bbDPHYfJNiB7BiIjRkj1pyC++4N3huJfqY6aRH6VTB0rvtzQwjM4K6qpfOig==",
-      "dev": true
+      "version": "2.6.3",
+      "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.6.3.tgz",
+      "integrity": "sha512-xNvxJEOUiWPGhUuUdQgAJPKOOJfGnIyKySOc09XkKsgdUV/3E2zvwZYdejjmRgPCgcym1juLH3226yA7sEFJKQ==",
+      "dev": true,
+      "license": "0BSD"
     },
     "node_modules/typescript": {
-      "version": "5.1.6",
-      "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.1.6.tgz",
-      "integrity": "sha512-zaWCozRZ6DLEWAWFrVDz1H6FVXzUSfTy5FUMWsQlU8Ym5JP9eO4xkTIROFCQvhQf61z6O/G6ugw3SgAnvvm+HA==",
+      "version": "5.5.3",
+      "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.5.3.tgz",
+      "integrity": "sha512-/hreyEujaB0w76zKo6717l3L0o/qEUtRgdvUBvlkhoWeOVMjMuHNHk0BRBzikzuGDqNmPQbg5ifMEqsHLiIUcQ==",
       "dev": true,
+      "license": "Apache-2.0",
       "bin": {
         "tsc": "bin/tsc",
         "tsserver": "bin/tsserver"
@@ -2747,9 +2996,9 @@
       }
     },
     "node_modules/update-browserslist-db": {
-      "version": "1.0.11",
-      "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.0.11.tgz",
-      "integrity": "sha512-dCwEFf0/oT85M1fHBg4F0jtLwJrutGoHSQXCh7u4o2t1drG+c0a9Flnqww6XUKSfQMPpJBRjU8d4RXB09qtvaA==",
+      "version": "1.0.16",
+      "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.0.16.tgz",
+      "integrity": "sha512-KVbTxlBYlckhF5wgfyZXTWnMn7MMZjMu9XG8bPlliUOP9ThaF4QnhP8qrjrH7DRzHfSk0oQv1wToW+iA5GajEQ==",
       "dev": true,
       "funding": [
         {
@@ -2765,9 +3014,10 @@
           "url": "https://github.com/sponsors/ai"
         }
       ],
+      "license": "MIT",
       "dependencies": {
-        "escalade": "^3.1.1",
-        "picocolors": "^1.0.0"
+        "escalade": "^3.1.2",
+        "picocolors": "^1.0.1"
       },
       "bin": {
         "update-browserslist-db": "cli.js"
@@ -2783,10 +3033,11 @@
       "dev": true
     },
     "node_modules/vite": {
-      "version": "5.3.1",
-      "resolved": "https://registry.npmjs.org/vite/-/vite-5.3.1.tgz",
-      "integrity": "sha512-XBmSKRLXLxiaPYamLv3/hnP/KXDai1NDexN0FpkTaZXTfycHvkRHoenpgl/fvuK/kPbB6xAgoyiryAhQNxYmAQ==",
+      "version": "5.3.2",
+      "resolved": "https://registry.npmjs.org/vite/-/vite-5.3.2.tgz",
+      "integrity": "sha512-6lA7OBHBlXUxiJxbO5aAY2fsHHzDr1q7DvXYnyZycRs2Dz+dXBWuhpWHvmljTRTpQC2uvGmUFFkSHF2vGo90MA==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "esbuild": "^0.21.3",
         "postcss": "^8.4.38",
diff --git a/conversation/chat-app/package.json b/conversation/chat-app/package.json
index b8901bb75..64655ac81 100644
--- a/conversation/chat-app/package.json
+++ b/conversation/chat-app/package.json
@@ -20,7 +20,7 @@
     "postcss-load-config": "^6.0.0",
     "prettier": "^3.0.0",
     "prettier-plugin-svelte": "^3.0.0",
-    "prettier-plugin-tailwindcss": "^0.4.1",
+    "prettier-plugin-tailwindcss": "^0.6.0",
     "svelte": "^4.0.5",
     "svelte-check": "^3.4.3",
     "tailwindcss": "^3.3.2",
@@ -32,7 +32,7 @@
   "dependencies": {
     "@floating-ui/dom": "^1.5.1",
     "flowbite": "^2.0.0",
-    "flowbite-svelte": "^0.40.2",
+    "flowbite-svelte": "^0.46.0",
     "tailwind-merge": "^2.0.0"
   }
 }
diff --git a/gemini/function-calling/function_calling_service/requirements.txt b/gemini/function-calling/function_calling_service/requirements.txt
index 6027dfe21..cc5e47d84 100644
--- a/gemini/function-calling/function_calling_service/requirements.txt
+++ b/gemini/function-calling/function_calling_service/requirements.txt
@@ -1,4 +1,4 @@
-google-cloud-aiplatform==1.55.0
+google-cloud-aiplatform==1.57.0
 Flask==3.0.3
 gunicorn==22.0.0
 Werkzeug==3.0.3
diff --git a/gemini/function-calling/sql-talk-app/requirements.txt b/gemini/function-calling/sql-talk-app/requirements.txt
index 235fc51c5..c962bdb6c 100644
--- a/gemini/function-calling/sql-talk-app/requirements.txt
+++ b/gemini/function-calling/sql-talk-app/requirements.txt
@@ -1,3 +1,3 @@
-google-cloud-aiplatform==1.42.0
-google-cloud-bigquery==3.17.2
-streamlit==1.31.1
+google-cloud-aiplatform==1.57.0
+google-cloud-bigquery==3.25.0
+streamlit==1.36.0
diff --git a/gemini/sample-apps/accelerating_product_innovation/app/pages/requirements.txt b/gemini/sample-apps/accelerating_product_innovation/app/pages/requirements.txt
index cb70ccd8f..82dca7ce3 100644
--- a/gemini/sample-apps/accelerating_product_innovation/app/pages/requirements.txt
+++ b/gemini/sample-apps/accelerating_product_innovation/app/pages/requirements.txt
@@ -1,3 +1,3 @@
 streamlit
 pillow
-google-cloud-storage==2.15.0
+google-cloud-storage==2.17.0
diff --git a/gemini/sample-apps/accelerating_product_innovation/app/pages_utils/requirements.txt b/gemini/sample-apps/accelerating_product_innovation/app/pages_utils/requirements.txt
index 942d4346d..c355f5908 100644
--- a/gemini/sample-apps/accelerating_product_innovation/app/pages_utils/requirements.txt
+++ b/gemini/sample-apps/accelerating_product_innovation/app/pages_utils/requirements.txt
@@ -12,4 +12,4 @@ pytomlpp
 streamlit
 streamlit-drawable-canvas
 vertexai
-google-cloud-storage==2.15.0
+google-cloud-storage==2.17.0
diff --git a/gemini/sample-apps/fixmycar/backend/.mvn/wrapper/maven-wrapper.properties b/gemini/sample-apps/fixmycar/backend/.mvn/wrapper/maven-wrapper.properties
index 642d572ce..e09662410 100644
--- a/gemini/sample-apps/fixmycar/backend/.mvn/wrapper/maven-wrapper.properties
+++ b/gemini/sample-apps/fixmycar/backend/.mvn/wrapper/maven-wrapper.properties
@@ -1,2 +1,2 @@
-distributionUrl=https://repo.maven.apache.org/maven2/org/apache/maven/apache-maven/3.6.3/apache-maven-3.6.3-bin.zip
+distributionUrl=https://repo.maven.apache.org/maven2/org/apache/maven/apache-maven/3.9.8/apache-maven-3.9.8-bin.zip
 wrapperUrl=https://repo.maven.apache.org/maven2/io/takari/maven-wrapper/0.5.6/maven-wrapper-0.5.6.jar
diff --git a/gemini/sample-apps/fixmycar/backend/pom.xml b/gemini/sample-apps/fixmycar/backend/pom.xml
index e9254ca96..3d716600b 100644
--- a/gemini/sample-apps/fixmycar/backend/pom.xml
+++ b/gemini/sample-apps/fixmycar/backend/pom.xml
@@ -6,7 +6,7 @@
 	<parent>
 		<groupId>org.springframework.boot</groupId>
 		<artifactId>spring-boot-starter-parent</artifactId>
-		<version>3.2.1</version>
+		<version>3.3.1</version>
 		<relativePath />
 	</parent>
 	<groupId>com.cpet</groupId>
@@ -76,17 +76,17 @@
 		<dependency>
 			<groupId>org.apache.logging.log4j</groupId>
 			<artifactId>log4j-api</artifactId>
-			<version>2.7</version>
+			<version>2.23.1</version>
 		</dependency>
 		<dependency>
 			<groupId>org.apache.logging.log4j</groupId>
 			<artifactId>log4j-core</artifactId>
-			<version>2.12.4</version>
+			<version>2.23.1</version>
 		</dependency>
 		<dependency>
 			<groupId>org.apache.logging.log4j</groupId>
 			<artifactId>log4j-slf4j-impl</artifactId>
-			<version>2.7</version>
+			<version>2.23.1</version>
 		</dependency>
 
 
diff --git a/gemini/sample-apps/fixmycar/frontend/Dockerfile b/gemini/sample-apps/fixmycar/frontend/Dockerfile
index 499adda06..46f8e76d7 100644
--- a/gemini/sample-apps/fixmycar/frontend/Dockerfile
+++ b/gemini/sample-apps/fixmycar/frontend/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.9-slim
+FROM python:3.12-slim
 
 RUN groupadd --gid 1000 appuser \
     && useradd --uid 1000 --gid 1000 -ms /bin/bash appuser
diff --git a/gemini/sample-apps/gemini-streamlit-cloudrun/Dockerfile b/gemini/sample-apps/gemini-streamlit-cloudrun/Dockerfile
index 3467e439e..844b0d52d 100644
--- a/gemini/sample-apps/gemini-streamlit-cloudrun/Dockerfile
+++ b/gemini/sample-apps/gemini-streamlit-cloudrun/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.8
+FROM python:3.12
 
 EXPOSE 8080
 WORKDIR /app
diff --git a/gemini/sample-apps/genwealth/api/package-lock.json b/gemini/sample-apps/genwealth/api/package-lock.json
index 13eacd50c..d6f73c894 100644
--- a/gemini/sample-apps/genwealth/api/package-lock.json
+++ b/gemini/sample-apps/genwealth/api/package-lock.json
@@ -42,9 +42,10 @@
       }
     },
     "node_modules/@google-cloud/discoveryengine": {
-      "version": "1.4.1",
-      "resolved": "https://registry.npmjs.org/@google-cloud/discoveryengine/-/discoveryengine-1.4.1.tgz",
-      "integrity": "sha512-ed1ITLtfLcDUtLwqjwSaQRJqjJAioWsg3RcQGhMorj331fIsb0IfJeETDv3QUHc45LnDr0WYWFr9ghDw/r4wnw==",
+      "version": "1.9.0",
+      "resolved": "https://registry.npmjs.org/@google-cloud/discoveryengine/-/discoveryengine-1.9.0.tgz",
+      "integrity": "sha512-EU/XGiB7V2qpA/I6Eoz3wN7fZmXr1IgGZMw5RinlMMfvIoUiRmDotBCbPuP/wTn9dfLW6wG8bWZUDSTnPfdsnA==",
+      "license": "Apache-2.0",
       "dependencies": {
         "google-gax": "^4.0.3"
       },
@@ -81,23 +82,22 @@
       }
     },
     "node_modules/@google-cloud/storage": {
-      "version": "7.9.0",
-      "resolved": "https://registry.npmjs.org/@google-cloud/storage/-/storage-7.9.0.tgz",
-      "integrity": "sha512-PlFl7g3r91NmXtZHXsSEfTZES5ysD3SSBWmX4iBdQ2TFH7tN/Vn/IhnVELCHtgh1vc+uYPZ7XvRYaqtDCdghIA==",
+      "version": "7.11.2",
+      "resolved": "https://registry.npmjs.org/@google-cloud/storage/-/storage-7.11.2.tgz",
+      "integrity": "sha512-jJOrKyOdujfrSF8EJODW9yY6hqO4jSTk6eVITEj2gsD43BSXuDlnMlLOaBUQhXL29VGnSkxDgYl5tlFhA6LKSA==",
+      "license": "Apache-2.0",
       "dependencies": {
         "@google-cloud/paginator": "^5.0.0",
         "@google-cloud/projectify": "^4.0.0",
         "@google-cloud/promisify": "^4.0.0",
         "abort-controller": "^3.0.0",
         "async-retry": "^1.3.3",
-        "compressible": "^2.0.12",
         "duplexify": "^4.1.3",
-        "ent": "^2.2.0",
         "fast-xml-parser": "^4.3.0",
         "gaxios": "^6.0.2",
         "google-auth-library": "^9.6.3",
+        "html-entities": "^2.5.2",
         "mime": "^3.0.0",
-        "mime-types": "^2.0.8",
         "p-limit": "^3.0.1",
         "retry-request": "^7.0.0",
         "teeny-request": "^9.0.0",
@@ -111,6 +111,7 @@
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/mime/-/mime-3.0.0.tgz",
       "integrity": "sha512-jSCU7/VB1loIWBZe14aEYHU/+1UMEHoaO7qxCOVJOw9GgH72VAWppxNcjU+x9a2k3GSIBXNKxXQFqRvvZ7vr3A==",
+      "license": "MIT",
       "bin": {
         "mime": "cli.js"
       },
@@ -122,14 +123,16 @@
       "version": "8.3.2",
       "resolved": "https://registry.npmjs.org/uuid/-/uuid-8.3.2.tgz",
       "integrity": "sha512-+NYs2QeMWy+GWFOEm9xnn6HCDp0l7QBD7ml8zLUmJ+93Q5NF0NocErnwkTkXVFNiX3/fpC6afS8Dhb/gz7R7eg==",
+      "license": "MIT",
       "bin": {
         "uuid": "dist/bin/uuid"
       }
     },
     "node_modules/@google-cloud/vertexai": {
-      "version": "1.1.0",
-      "resolved": "https://registry.npmjs.org/@google-cloud/vertexai/-/vertexai-1.1.0.tgz",
-      "integrity": "sha512-hfwfdlVpJ+kM6o2b5UFfPnweBcz8tgHAFRswnqUKYqLJsvKU0DDD0Z2/YKoHyAUoPJAv20qg6KlC3msNeUKUiw==",
+      "version": "1.3.0",
+      "resolved": "https://registry.npmjs.org/@google-cloud/vertexai/-/vertexai-1.3.0.tgz",
+      "integrity": "sha512-mMCcQxrZ8IS7tBR8LHDoIRHI0zsENsJN2k517uZmghBfgxvMNf1EDhpNU2umwpAHWtRoEqFjzeJExY3eKxu0XQ==",
+      "license": "Apache-2.0",
       "dependencies": {
         "google-auth-library": "^9.1.0"
       },
@@ -350,10 +353,11 @@
       "dev": true
     },
     "node_modules/@types/lodash": {
-      "version": "4.17.0",
-      "resolved": "https://registry.npmjs.org/@types/lodash/-/lodash-4.17.0.tgz",
-      "integrity": "sha512-t7dhREVv6dbNj0q17X12j7yDG4bD/DHYX7o5/DbDxobP0HnGPgpRz2Ej77aL7TZT3DSw13fqUTj8J4mMnqa7WA==",
-      "dev": true
+      "version": "4.17.6",
+      "resolved": "https://registry.npmjs.org/@types/lodash/-/lodash-4.17.6.tgz",
+      "integrity": "sha512-OpXEVoCKSS3lQqjx9GGGOapBeuW5eUboYHRlHP9urXPX25IKZ6AnP5ZRxtVf63iieUbsHxLn8NQ5Nlftc6yzAA==",
+      "dev": true,
+      "license": "MIT"
     },
     "node_modules/@types/long": {
       "version": "4.0.2",
@@ -384,10 +388,11 @@
       }
     },
     "node_modules/@types/pg": {
-      "version": "8.11.2",
-      "resolved": "https://registry.npmjs.org/@types/pg/-/pg-8.11.2.tgz",
-      "integrity": "sha512-G2Mjygf2jFMU/9hCaTYxJrwdObdcnuQde1gndooZSOHsNSaCehAuwc7EIuSA34Do8Jx2yZ19KtvW8P0j4EuUXw==",
+      "version": "8.11.6",
+      "resolved": "https://registry.npmjs.org/@types/pg/-/pg-8.11.6.tgz",
+      "integrity": "sha512-/2WmmBXHLsfRqzfHW7BNZ8SbYzE8OSk7i3WjFYvfgRHj7S1xj+16Je5fUKv3lVdVzk/zn9TXOqf+avFCFIE0yQ==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "@types/node": "*",
         "pg-protocol": "*",
@@ -399,6 +404,7 @@
       "resolved": "https://registry.npmjs.org/pg-types/-/pg-types-4.0.2.tgz",
       "integrity": "sha512-cRL3JpS3lKMGsKaWndugWQoLOCoP+Cic8oseVcbr0qhPzYD5DWXK+RZ9LY9wxRf7RQia4SCwQlXk0q6FCPrVng==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "pg-int8": "1.0.1",
         "pg-numeric": "1.0.2",
@@ -417,6 +423,7 @@
       "resolved": "https://registry.npmjs.org/postgres-array/-/postgres-array-3.0.2.tgz",
       "integrity": "sha512-6faShkdFugNQCLwucjPcY5ARoW1SlbnrZjmGl0IrrqewpvxvhSLHimCVzqeuULCbG0fQv7Dtk1yDbG3xv7Veog==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=12"
       }
@@ -426,6 +433,7 @@
       "resolved": "https://registry.npmjs.org/postgres-bytea/-/postgres-bytea-3.0.0.tgz",
       "integrity": "sha512-CNd4jim9RFPkObHSjVHlVrxoVQXz7quwNFpz7RY1okNNme49+sVyiTvTRobiLV548Hx/hb1BG+iE7h9493WzFw==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "obuf": "~1.1.2"
       },
@@ -438,6 +446,7 @@
       "resolved": "https://registry.npmjs.org/postgres-date/-/postgres-date-2.1.0.tgz",
       "integrity": "sha512-K7Juri8gtgXVcDfZttFKVmhglp7epKb1K4pgrkLxehjqkrgPhfG6OO8LHLkfaqkbpjNRnra018XwAr1yQFWGcA==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=12"
       }
@@ -447,6 +456,7 @@
       "resolved": "https://registry.npmjs.org/postgres-interval/-/postgres-interval-3.0.0.tgz",
       "integrity": "sha512-BSNDnbyZCXSxgA+1f5UU2GmwhoI0aU5yMxRGO8CdFEcY2BQF9xm/7MqKnYoM1nJDk8nONNWDk9WeSmePFhQdlw==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=12"
       }
@@ -701,14 +711,6 @@
       "resolved": "https://registry.npmjs.org/buffer-from/-/buffer-from-1.1.2.tgz",
       "integrity": "sha512-E+XQCRwSbaaiChtv6k6Dwgc+bx+Bs6vuKJHHl5kox/BaKbhiXzqQOwK4cO22yElGp2OCmjwVhT3HmxgyPGnJfQ=="
     },
-    "node_modules/buffer-writer": {
-      "version": "2.0.0",
-      "resolved": "https://registry.npmjs.org/buffer-writer/-/buffer-writer-2.0.0.tgz",
-      "integrity": "sha512-a7ZpuTZU1TRtnwyCNW3I5dc0wWNC3VR9S++Ewyk2HHZdrO3CQJqSpd+95Us590V6AL7JqUAH2IwZ/398PmNFgw==",
-      "engines": {
-        "node": ">=4"
-      }
-    },
     "node_modules/busboy": {
       "version": "1.6.0",
       "resolved": "https://registry.npmjs.org/busboy/-/busboy-1.6.0.tgz",
@@ -786,17 +788,6 @@
         "node": ">= 0.8"
       }
     },
-    "node_modules/compressible": {
-      "version": "2.0.18",
-      "resolved": "https://registry.npmjs.org/compressible/-/compressible-2.0.18.tgz",
-      "integrity": "sha512-AF3r7P5dWxL8MxyITRMlORQNaOA2IkAFaTr4k7BUumjPtRpGDTZpl0Pb1XCO6JeDCBdp126Cgs9sMxqSjgYyRg==",
-      "dependencies": {
-        "mime-db": ">= 1.43.0 < 2"
-      },
-      "engines": {
-        "node": ">= 0.6"
-      }
-    },
     "node_modules/concat-stream": {
       "version": "1.6.2",
       "resolved": "https://registry.npmjs.org/concat-stream/-/concat-stream-1.6.2.tgz",
@@ -996,11 +987,6 @@
         "once": "^1.4.0"
       }
     },
-    "node_modules/ent": {
-      "version": "2.2.0",
-      "resolved": "https://registry.npmjs.org/ent/-/ent-2.2.0.tgz",
-      "integrity": "sha512-GHrMyVZQWvTIdDtpiEXdHZnFQKzeO09apj8Cbl4pKWy4i0Oprcq17usfDt5aO63swf0JOeMWjWQE/LzgSRuWpA=="
-    },
     "node_modules/es-define-property": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/es-define-property/-/es-define-property-1.0.0.tgz",
@@ -1327,6 +1313,22 @@
         "node": ">= 0.4"
       }
     },
+    "node_modules/html-entities": {
+      "version": "2.5.2",
+      "resolved": "https://registry.npmjs.org/html-entities/-/html-entities-2.5.2.tgz",
+      "integrity": "sha512-K//PSRMQk4FZ78Kyau+mZurHn3FH0Vwr+H36eE0rPbeYkRRi9YxceYPhuN60UwWorxyKHhqoAJl2OFKa4BVtaA==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/mdevils"
+        },
+        {
+          "type": "patreon",
+          "url": "https://patreon.com/mdevils"
+        }
+      ],
+      "license": "MIT"
+    },
     "node_modules/http-errors": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/http-errors/-/http-errors-2.0.0.tgz",
@@ -1698,11 +1700,6 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
-    "node_modules/packet-reader": {
-      "version": "1.0.0",
-      "resolved": "https://registry.npmjs.org/packet-reader/-/packet-reader-1.0.0.tgz",
-      "integrity": "sha512-HAKu/fG3HpHFO0AA8WE8q2g+gBJaZ9MG7fcKk+IJPLTGAD6Psw4443l+9DGRbOIh3/aXr7Phy0TjilYivJo5XQ=="
-    },
     "node_modules/parseurl": {
       "version": "1.3.3",
       "resolved": "https://registry.npmjs.org/parseurl/-/parseurl-1.3.3.tgz",
@@ -1717,15 +1714,14 @@
       "integrity": "sha512-5DFkuoqlv1uYQKxy8omFBeJPQcdoE07Kv2sferDCrAq1ohOU+MSDswDIbnx3YAM60qIOnYa53wBhXW0EbMonrQ=="
     },
     "node_modules/pg": {
-      "version": "8.11.3",
-      "resolved": "https://registry.npmjs.org/pg/-/pg-8.11.3.tgz",
-      "integrity": "sha512-+9iuvG8QfaaUrrph+kpF24cXkH1YOOUeArRNYIxq1viYHZagBxrTno7cecY1Fa44tJeZvaoG+Djpkc3JwehN5g==",
-      "dependencies": {
-        "buffer-writer": "2.0.0",
-        "packet-reader": "1.0.0",
-        "pg-connection-string": "^2.6.2",
-        "pg-pool": "^3.6.1",
-        "pg-protocol": "^1.6.0",
+      "version": "8.12.0",
+      "resolved": "https://registry.npmjs.org/pg/-/pg-8.12.0.tgz",
+      "integrity": "sha512-A+LHUSnwnxrnL/tZ+OLfqR1SxLN3c/pgDztZ47Rpbsd4jUytsTtwQo/TLPRzPJMp/1pbhYVhH9cuSZLAajNfjQ==",
+      "license": "MIT",
+      "dependencies": {
+        "pg-connection-string": "^2.6.4",
+        "pg-pool": "^3.6.2",
+        "pg-protocol": "^1.6.1",
         "pg-types": "^2.1.0",
         "pgpass": "1.x"
       },
@@ -1751,9 +1747,10 @@
       "optional": true
     },
     "node_modules/pg-connection-string": {
-      "version": "2.6.2",
-      "resolved": "https://registry.npmjs.org/pg-connection-string/-/pg-connection-string-2.6.2.tgz",
-      "integrity": "sha512-ch6OwaeaPYcova4kKZ15sbJ2hKb/VP48ZD2gE7i1J+L4MspCtBMAx8nMgz7bksc7IojCIIWuEhHibSMFH8m8oA=="
+      "version": "2.6.4",
+      "resolved": "https://registry.npmjs.org/pg-connection-string/-/pg-connection-string-2.6.4.tgz",
+      "integrity": "sha512-v+Z7W/0EO707aNMaAEfiGnGL9sxxumwLl2fJvCQtMn9Fxsg+lPpPkdcyBSv/KFgpGdYkMfn+EI1Or2EHjpgLCA==",
+      "license": "MIT"
     },
     "node_modules/pg-int8": {
       "version": "1.0.1",
@@ -1773,17 +1770,19 @@
       }
     },
     "node_modules/pg-pool": {
-      "version": "3.6.1",
-      "resolved": "https://registry.npmjs.org/pg-pool/-/pg-pool-3.6.1.tgz",
-      "integrity": "sha512-jizsIzhkIitxCGfPRzJn1ZdcosIt3pz9Sh3V01fm1vZnbnCMgmGl5wvGGdNN2EL9Rmb0EcFoCkixH4Pu+sP9Og==",
+      "version": "3.6.2",
+      "resolved": "https://registry.npmjs.org/pg-pool/-/pg-pool-3.6.2.tgz",
+      "integrity": "sha512-Htjbg8BlwXqSBQ9V8Vjtc+vzf/6fVUuak/3/XXKA9oxZprwW3IMDQTGHP+KDmVL7rtd+R1QjbnCFPuTHm3G4hg==",
+      "license": "MIT",
       "peerDependencies": {
         "pg": ">=8.0"
       }
     },
     "node_modules/pg-protocol": {
-      "version": "1.6.0",
-      "resolved": "https://registry.npmjs.org/pg-protocol/-/pg-protocol-1.6.0.tgz",
-      "integrity": "sha512-M+PDm637OY5WM307051+bsDia5Xej6d9IR4GwJse1qA1DIhiKlksvrneZOYQq42OM+spubpcNYEo2FcKQrDk+Q=="
+      "version": "1.6.1",
+      "resolved": "https://registry.npmjs.org/pg-protocol/-/pg-protocol-1.6.1.tgz",
+      "integrity": "sha512-jPIlvgoD63hrEuihvIg+tJhoGjUsLPn6poJY9N5CnlPd91c2T18T/9zBtLxZSb1EhYxBRoZJtzScCaWlYLtktg==",
+      "license": "MIT"
     },
     "node_modules/pg-types": {
       "version": "2.2.0",
diff --git a/gemini/sample-apps/genwealth/function-scripts/analyze-prospectus/requirements.txt b/gemini/sample-apps/genwealth/function-scripts/analyze-prospectus/requirements.txt
index 4f8cc9225..f1268ec48 100644
--- a/gemini/sample-apps/genwealth/function-scripts/analyze-prospectus/requirements.txt
+++ b/gemini/sample-apps/genwealth/function-scripts/analyze-prospectus/requirements.txt
@@ -1,5 +1,5 @@
 functions-framework==3.*
-google-cloud-alloydb-connector[pg8000]==1.0.0
-langchain-core==0.1.45
-langchain-google-vertexai==1.0.1
-SQLAlchemy==2.0.29
+google-cloud-alloydb-connector[pg8000]==1.2.0
+langchain-core==0.2.10
+langchain-google-vertexai==1.0.6
+SQLAlchemy==2.0.31
diff --git a/gemini/sample-apps/genwealth/function-scripts/process-pdf/requirements.txt b/gemini/sample-apps/genwealth/function-scripts/process-pdf/requirements.txt
index 4184789e0..a98dadf8a 100644
--- a/gemini/sample-apps/genwealth/function-scripts/process-pdf/requirements.txt
+++ b/gemini/sample-apps/genwealth/function-scripts/process-pdf/requirements.txt
@@ -1,11 +1,11 @@
 functions-framework==3.*
-google-api-core==2.17.1
-google-cloud-documentai==2.24.1
+google-api-core==2.19.1
+google-cloud-documentai==2.29.1
 google-cloud-core==2.4.1
-google-cloud-pubsub==2.20.2
-google-cloud-storage==2.15.0
-langchain==0.1.16
-langchain-core==0.1.45
-langchain-google-alloydb-pg==0.1.0
-langchain-google-vertexai==1.0.1
-langchain-text-splitters==0.0.1
+google-cloud-pubsub==2.21.5
+google-cloud-storage==2.17.0
+langchain==0.2.6
+langchain-core==0.2.10
+langchain-google-alloydb-pg==0.4.1
+langchain-google-vertexai==1.0.6
+langchain-text-splitters==0.2.2
diff --git a/gemini/sample-apps/genwealth/function-scripts/update-search-index/requirements.txt b/gemini/sample-apps/genwealth/function-scripts/update-search-index/requirements.txt
index b44778f2c..4623c99a3 100644
--- a/gemini/sample-apps/genwealth/function-scripts/update-search-index/requirements.txt
+++ b/gemini/sample-apps/genwealth/function-scripts/update-search-index/requirements.txt
@@ -1,2 +1,2 @@
 functions-framework==3.*
-google-cloud-discoveryengine==0.11.11
\ No newline at end of file
+google-cloud-discoveryengine==0.11.13
\ No newline at end of file
diff --git a/gemini/sample-apps/genwealth/function-scripts/write-metadata/requirements.txt b/gemini/sample-apps/genwealth/function-scripts/write-metadata/requirements.txt
index 2b541c71f..1cdb2a3c7 100644
--- a/gemini/sample-apps/genwealth/function-scripts/write-metadata/requirements.txt
+++ b/gemini/sample-apps/genwealth/function-scripts/write-metadata/requirements.txt
@@ -1,2 +1,2 @@
 functions-framework==3.*
-google-cloud-storage==2.15.0
\ No newline at end of file
+google-cloud-storage==2.17.0
\ No newline at end of file
diff --git a/gemini/sample-apps/genwealth/ui/package.json b/gemini/sample-apps/genwealth/ui/package.json
index b26f90eab..76fefdc2f 100644
--- a/gemini/sample-apps/genwealth/ui/package.json
+++ b/gemini/sample-apps/genwealth/ui/package.json
@@ -37,6 +37,6 @@
     "karma-jasmine": "~5.1.0",
     "karma-jasmine-html-reporter": "~2.1.0",
     "openapi-typescript": "^6.7.5",
-    "typescript": "~5.4.2"
+    "typescript": "~5.5.0"
   }
 }
diff --git a/language/sample-apps/chat-flask-cloudrun/Dockerfile b/language/sample-apps/chat-flask-cloudrun/Dockerfile
index 12fda83d3..7a1e7e070 100644
--- a/language/sample-apps/chat-flask-cloudrun/Dockerfile
+++ b/language/sample-apps/chat-flask-cloudrun/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.8
+FROM python:3.12
 
 EXPOSE 8080
 WORKDIR /app
diff --git a/language/sample-apps/chat-gradio/Dockerfile b/language/sample-apps/chat-gradio/Dockerfile
index e1aaf8fa1..7a1e7e070 100644
--- a/language/sample-apps/chat-gradio/Dockerfile
+++ b/language/sample-apps/chat-gradio/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.11
+FROM python:3.12
 
 EXPOSE 8080
 WORKDIR /app
diff --git a/language/sample-apps/chat-streamlit/Dockerfile b/language/sample-apps/chat-streamlit/Dockerfile
index e9a1c7907..9c861ebc7 100644
--- a/language/sample-apps/chat-streamlit/Dockerfile
+++ b/language/sample-apps/chat-streamlit/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.8
+FROM python:3.12
 
 EXPOSE 8080
 WORKDIR /app
diff --git a/language/sample-apps/summarization-gcs-cloudfunction/requirements.txt b/language/sample-apps/summarization-gcs-cloudfunction/requirements.txt
index f91ec55eb..86aa1e662 100644
--- a/language/sample-apps/summarization-gcs-cloudfunction/requirements.txt
+++ b/language/sample-apps/summarization-gcs-cloudfunction/requirements.txt
@@ -1,4 +1,4 @@
 functions-framework==3.*
 google-cloud-storage
 google-cloud-aiplatform >= 1.31.0
-google-cloud-logging==3.6.0
+google-cloud-logging==3.10.0
diff --git a/search/web-app/Dockerfile b/search/web-app/Dockerfile
index e77fd16e0..dfc51ef1f 100644
--- a/search/web-app/Dockerfile
+++ b/search/web-app/Dockerfile
@@ -1,6 +1,6 @@
 # Use the official lightweight Python image.
 # https://hub.docker.com/_/python
-FROM python:3.11-slim
+FROM python:3.12-slim
 
 # Allow statements and log messages to immediately appear in the Knative logs
 ENV PYTHONUNBUFFERED True