diff --git a/surfsense_backend/tests/fixtures/sample.md b/surfsense_backend/tests/fixtures/sample.md
index 7217540d8..9ba0cacdd 100644
--- a/surfsense_backend/tests/fixtures/sample.md
+++ b/surfsense_backend/tests/fixtures/sample.md
@@ -10,7 +10,7 @@ document upload pipeline. It includes various markdown formatting elements.
 - Document upload and processing
 - Automatic chunking of content
 - Embedding generation for semantic search
-- Real-time status tracking via ElectricSQL
+- Real-time status tracking via Zero
 
 ## Technical Architecture
 
diff --git a/surfsense_web/changelog/content/2026-01-26.mdx b/surfsense_web/changelog/content/2026-01-26.mdx
index e2092bc83..d3bbca6c8 100644
--- a/surfsense_web/changelog/content/2026-01-26.mdx
+++ b/surfsense_web/changelog/content/2026-01-26.mdx
@@ -1,6 +1,6 @@
 ---
 title: "SurfSense v0.0.12 - New Main UI, Real-time Collaboration and Comments"
-description: "SurfSense v0.0.12 transforms the platform with a redesigned chat-first interface, real-time collaboration features, comment threads with @mentions, and instant notifications powered by ElectricSQL + PGlite."
+description: "SurfSense v0.0.12 transforms the platform with a redesigned chat-first interface, real-time collaboration features, comment threads with @mentions, and instant notifications powered by real-time sync."
 date: "2026-01-26"
 tags: ["UX", "UI", "Real-time chat", "Collaboration", "Comments"]
 version: "0.0.12"
@@ -40,7 +40,7 @@ This release brings major improvements to **collaboration and user experience**.
 
 #### Real-Time Notifications
 
-- **Instant Updates**: Replaced slow polling with instant notifications using ElectricSQL + PGlite
+- **Instant Updates**: Replaced slow polling with instant notifications using real-time sync
 - **New Inbox**: See connector indexing, document processing, and system events immediately
 - **Cross-Tab Sync**: Syncs across all your browser tabs in real-time