diff --git a/src/app/by-notes/page.tsx b/src/app/by-notes/page.tsx
index 404f399..3d8457e 100644
--- a/src/app/by-notes/page.tsx
+++ b/src/app/by-notes/page.tsx
@@ -1,6 +1,7 @@
 "use client";
 
 import Link from "next/link";
+import { Sparkles, HelpCircle } from "lucide-react";
 import { ThemeProvider } from "@/providers/themeProvider/ThemeProvider";
 import NavbarLayoutFloatingOverlay from "@/components/navbar/NavbarLayoutFloatingOverlay/NavbarLayoutFloatingOverlay";
 import FeatureCardTwentyFour from "@/components/sections/feature/FeatureCardTwentyFour";
@@ -26,7 +27,7 @@ export default function ByNotesPage() {
       author: "Top, Heart & Base",
       description: "Discover delicate florals like jasmine, peony, and rose. Perfect for creating romantic and elegant fragrances.",
       tags: ["Jasmine", "Peony", "Rose", "Gardenia"],
-      imageSrc: "http://img.b2bpic.net/free-photo/beautiful-still-life-arrangement-with-water_23-2149176150.jpg?_wi=5",
+      imageSrc: "http://img.b2bpic.net/free-photo/beautiful-still-life-arrangement-with-water_23-2149176150.jpg",
       imageAlt: "Floral perfume notes selection",
     },
     {
@@ -35,7 +36,7 @@ export default function ByNotesPage() {
       author: "Heart & Base",
       description: "Luxurious warm blends featuring vanilla, amber, and oud. Creates sophisticated, sensual fragrances.",
       tags: ["Vanilla", "Amber", "Oud", "Musk"],
-      imageSrc: "http://img.b2bpic.net/free-photo/liquor-square-bottle_176474-6075.jpg?_wi=6",
+      imageSrc: "http://img.b2bpic.net/free-photo/liquor-square-bottle_176474-6075.jpg",
       imageAlt: "Oriental perfume notes collection",
     },
     {
@@ -44,7 +45,7 @@ export default function ByNotesPage() {
       author: "Top & Heart",
       description: "Crisp citrus and green notes that provide energy and vitality. Ideal for daytime fragrances.",
       tags: ["Bergamot", "Lemon", "Green Tea", "Mint"],
-      imageSrc: "http://img.b2bpic.net/free-photo/top-view-male-self-care-product_23-2150347093.jpg?_wi=7",
+      imageSrc: "http://img.b2bpic.net/free-photo/top-view-male-self-care-product_23-2150347093.jpg",
       imageAlt: "Fresh perfume notes display",
     },
     {
@@ -53,7 +54,7 @@ export default function ByNotesPage() {
       author: "Base Notes",
       description: "Deep, earthy foundations with sandalwood, cedarwood, and vetiver. Provides longevity and depth.",
       tags: ["Sandalwood", "Cedarwood", "Vetiver", "Patchouli"],
-      imageSrc: "http://img.b2bpic.net/free-photo/high-angle-cosmetic-products_23-2148532769.jpg?_wi=5",
+      imageSrc: "http://img.b2bpic.net/free-photo/high-angle-cosmetic-products_23-2148532769.jpg",
       imageAlt: "Woody perfume notes collection",
     },
   ];
@@ -120,7 +121,7 @@ export default function ByNotesPage() {
           title="Search Fragrances by Notes"
           description="Explore our collection through individual scent components. Find your perfect fragrance by selecting your favorite note families."
           tag="SCENT DISCOVERY"
-          tagIcon="Sparkles"
+          tagIcon={Sparkles}
           tagAnimation="slide-up"
           textboxLayout="default"
           useInvertedBackground={false}
@@ -141,14 +142,14 @@ export default function ByNotesPage() {
           title="Understand Fragrance Notes"
           description="Learn everything about how fragrance notes work and how to choose based on scent profiles."
           tag="EDUCATION"
-          tagIcon="HelpCircle"
+          tagIcon={HelpCircle}
           tagAnimation="slide-up"
           textboxLayout="default"
           useInvertedBackground={false}
           mediaAnimation="slide-up"
           faqsAnimation="slide-up"
           faqs={faqItems}
-          imageSrc="http://img.b2bpic.net/free-photo/ecofriendly-beauty-product_23-2150669104.jpg?_wi=9"
+          imageSrc="http://img.b2bpic.net/free-photo/ecofriendly-beauty-product_23-2150669104.jpg"
           imageAlt="Fragrance note education"
           mediaPosition="right"
           buttons={[