diff --git a/python/docs/stylesheets/dark-favicon.ico b/python/docs/stylesheets/dark-favicon.ico
new file mode 100644
index 000000000..888a914b6
Binary files /dev/null and b/python/docs/stylesheets/dark-favicon.ico differ
diff --git a/python/docs/stylesheets/extra.css b/python/docs/stylesheets/extra.css
index 92b39513c..8674e3eb1 100644
--- a/python/docs/stylesheets/extra.css
+++ b/python/docs/stylesheets/extra.css
@@ -1,32 +1,12 @@
 /* MkDocs Material Dark Theme Overrides - Fumadocs Style */
 
 :root {
-    --tomato-1: #f9f6f5;
-    --tomato-2: #f9f2f0;
-    --tomato-3: #f9e4df;
-    --tomato-4: #ffd4ca;
-    --tomato-5: #fec4b7;
-    --tomato-6: #f9b3a4;
-    --tomato-7: #f19e8c;
-    --tomato-8: #e9826d;
-    --tomato-9: #ee4220;
-    --tomato-10: #e03006;
-    --tomato-11: #c82700;
-    --tomato-12: #5f2519;
-    --tomato-a1: #96612e05;
-    --tomato-a2: #c947140a;
-    --tomato-a3: #e933041b;
-    --tomato-a4: #ffd4ca;
-    --tomato-a5: #ffb3a2c0;
-    --tomato-a6: #f62f0358;
-    --tomato-a7: #e42a0170;
-    --tomato-a8: #dc270290;
-    --tomato-a9: #ed2801df;
-    --tomato-a10: #df2b00f9;
-    --tomato-a11: #c82700;
-    --tomato-a12: #4e0e01e6;
-
-    --brand-color: var(--tomato-9);
+    /* Sift Brand Colors */
+    --sift-orange: #EE4120;
+    --sift-ceramic: #F5F5F5;
+    --sift-dark: #101010;
+
+    --brand-color: var(--sift-orange);
 
     /* MkDocs Material Accent Colors */
     --md-accent-fg-color: var(--brand-color);
@@ -54,7 +34,7 @@
 [data-md-color-scheme="slate"] {
     /* Primary Colors */
     --md-primary-bg-color--light: hsla(0, 0%, 100%, 0.7);
-    --md-default-bg-color: rgb(0, 0, 0);
+    --md-default-bg-color: var(--sift-dark);
     --md-primary-bg-color: var(--font-foreground-color);
 
     /* Logo Display */
@@ -62,7 +42,7 @@
     --md-footer-logo-light-mode: none;
 
     /* Custom Theme Colors */
-    --header-bg-color: hsl(0 0% 8.04%/.8);
+    --header-bg-color: rgb(from var(--sift-dark) r g b / 0.8);
     --bold-header-color: white;
     --font-foreground-color: rgb(255, 255, 255);
     --border-color: rgb(36, 36, 36);
@@ -80,7 +60,7 @@
 [data-md-color-scheme="default"] {
     /* Primary Colors */
     --md-primary-bg-color--light: hsla(0, 0%, 0%, 0.7);
-    --md-default-bg-color: rgb(255, 255, 255);
+    --md-default-bg-color: var(--sift-ceramic);
     --md-primary-bg-color: var(--font-foreground-color);
 
     /* Logo Display */
@@ -88,7 +68,7 @@
     --md-footer-logo-light-mode: block;
 
     /* Custom Theme Colors */
-    --header-bg-color: hsl(0 0% 96%/.8);
+    --header-bg-color: rgb(from var(--sift-ceramic) r g b / 0.8);
     --bold-header-color: black;
     --font-foreground-color: rgb(10, 10, 10);
     --border-color: rgb(229, 229, 229);
@@ -127,9 +107,11 @@
 .md-header__button.md-logo {
     margin: 0 !important;
     padding: 0 !important;
+    padding-right: 4px !important;
 
     > img {
-        height: 2rem !important;
+        height: 18px !important;
+        width: auto !important;
     }
 }
 
@@ -205,7 +187,7 @@
    ============================================================================= */
 
 .md-code__content {
-    border-radius: 7px !important;
+    border-radius: 4pt !important;
     border: var(--border-color) solid 1px;
     background-color: var(--code-box-background-color) !important;
     font-size: 14px !important;
@@ -217,7 +199,7 @@
 
 .md-search__input, .md-search__suggest, .md-search__form {
     background-color: var(--search-bg) !important;
-    border-radius: 0.5rem !important;
+    border-radius: 4pt !important;
     border: var(--border-color) solid 1px;
 
     ::placeholder {
diff --git a/python/docs/stylesheets/sift-favicon.ico b/python/docs/stylesheets/sift-favicon.ico
deleted file mode 100644
index 47e2cd32e..000000000
Binary files a/python/docs/stylesheets/sift-favicon.ico and /dev/null differ
diff --git a/python/docs/stylesheets/sift_logo_dark.svg b/python/docs/stylesheets/sift_logo_dark.svg
index 13596ce75..51828af97 100644
--- a/python/docs/stylesheets/sift_logo_dark.svg
+++ b/python/docs/stylesheets/sift_logo_dark.svg
@@ -1,3 +1,11 @@
-<svg xmlns="http://www.w3.org/2000/svg" fill="black" class="h-full w-full" viewBox="0 0 1005.58 733.96">
-    <path d="M552.16 150.89c-165.6 0-180.29 160.61-300.62 192.32v2.67h601.24v-2.67c-105.04-19.03-135.06-192.32-300.62-192.32zm-98.7 432.19c165.6 0 180.29-160.61 300.62-192.32v-2.67H152.84v2.67c105.04 19.02 135.07 192.32 300.62 192.32z"/>
+<svg viewBox="0 0 402 190" fill="none" xmlns="http://www.w3.org/2000/svg">
+<g clip-path="url(#clip0_3024_2559)">
+<path d="M66.657 84.9472C133.759 69.0206 141.959 0 234.32 0C326.682 0 343.428 75.3879 402 84.9472V86.2799H66.657V84.9472Z" fill="#F5F5F5"/>
+<path d="M335.36 105.053C268.258 120.963 260.058 190 167.696 190C75.3349 190 58.5883 114.596 0 105.053V103.72H335.36V105.053Z" fill="#F5F5F5"/>
+</g>
+<defs>
+<clipPath id="clip0_3024_2559">
+<rect width="402" height="190" fill="white"/>
+</clipPath>
+</defs>
 </svg>
diff --git a/python/docs/stylesheets/sift_logo_light.svg b/python/docs/stylesheets/sift_logo_light.svg
index 75e3f8bdb..dcfe2250c 100644
--- a/python/docs/stylesheets/sift_logo_light.svg
+++ b/python/docs/stylesheets/sift_logo_light.svg
@@ -1,3 +1,11 @@
-<svg xmlns="http://www.w3.org/2000/svg" fill="white" class="h-full w-full" viewBox="0 0 1005.58 733.96">
-    <path d="M552.16 150.89c-165.6 0-180.29 160.61-300.62 192.32v2.67h601.24v-2.67c-105.04-19.03-135.06-192.32-300.62-192.32zm-98.7 432.19c165.6 0 180.29-160.61 300.62-192.32v-2.67H152.84v2.67c105.04 19.02 135.07 192.32 300.62 192.32z"/>
+<svg viewBox="0 0 402 190" fill="none" xmlns="http://www.w3.org/2000/svg">
+<g clip-path="url(#clip0_3024_2555)">
+<path d="M66.657 84.9472C133.759 69.0206 141.959 0 234.32 0C326.682 0 343.428 75.3879 402 84.9472V86.2799H66.657V84.9472Z" fill="#121619"/>
+<path d="M335.36 105.053C268.258 120.963 260.058 190 167.696 190C75.3349 190 58.5883 114.596 0 105.053V103.72H335.36V105.053Z" fill="#121619"/>
+</g>
+<defs>
+<clipPath id="clip0_3024_2555">
+<rect width="402" height="190" fill="white"/>
+</clipPath>
+</defs>
 </svg>
diff --git a/python/mkdocs.yml b/python/mkdocs.yml
index 0ca39526e..ed12ad4e7 100644
--- a/python/mkdocs.yml
+++ b/python/mkdocs.yml
@@ -5,7 +5,7 @@ copyright: "Copyright 2025 Sift Stack, Inc."
 theme:
   name: material
   custom_dir: docs/overrides
-  favicon: stylesheets/sift-favicon.ico
+  favicon: stylesheets/dark-favicon.ico
   palette:
     # Palette toggle for automatic mode
     - media: "(prefers-color-scheme)"
@@ -28,8 +28,8 @@ theme:
       toggle:
         icon: material/brightness-4
         name: Switch to system preference
-  logo_light_mode: stylesheets/sift_logo_dark.svg
-  logo_dark_mode: stylesheets/sift_logo_light.svg
+  logo_light_mode: stylesheets/sift_logo_light.svg
+  logo_dark_mode: stylesheets/sift_logo_dark.svg
   font:
     text: IBM Plex Sans
     code: IBM Plex Mono