diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index cf01633b..6b6b6f48 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -21,7 +21,7 @@ jobs:
             - uses: actions/checkout@v4
             - uses: pnpm/action-setup@v3
               with:
-                  version: 9.0.2
+                  version: 9.0.3
             - name: Use Node.js ${{ matrix.node-version }}
               uses: actions/setup-node@v4
               with:
diff --git a/package.json b/package.json
index 35b4c806..238eb3b3 100644
--- a/package.json
+++ b/package.json
@@ -52,7 +52,7 @@
         "turbo": "1.10.16",
         "typescript": "^4.8.4"
     },
-    "packageManager": "pnpm@9.0.2",
+    "packageManager": "pnpm@9.0.3",
     "pnpm": {
         "onlyBuiltDependencies": [
             "faiss-node",
diff --git a/packages/components/nodes/vectorstores/Supabase/Supabase.ts b/packages/components/nodes/vectorstores/Supabase/Supabase.ts
index fd24f373..b5472ef4 100644
--- a/packages/components/nodes/vectorstores/Supabase/Supabase.ts
+++ b/packages/components/nodes/vectorstores/Supabase/Supabase.ts
@@ -130,7 +130,7 @@ class Supabase_VectorStores implements INode {
 
             try {
                 if (recordManager) {
-                    const vectorStore = await SupabaseVectorStore.fromExistingIndex(embeddings, {
+                    const vectorStore = await SupabaseUpsertVectorStore.fromExistingIndex(embeddings, {
                         client,
                         tableName: tableName,
                         queryName: queryName
@@ -148,7 +148,7 @@ class Supabase_VectorStores implements INode {
                     })
                     return res
                 } else {
-                    await SupabaseVectorStore.fromDocuments(finalDocs, embeddings, {
+                    await SupabaseUpsertVectorStore.fromDocuments(finalDocs, embeddings, {
                         client,
                         tableName: tableName,
                         queryName: queryName
@@ -190,4 +190,33 @@ class Supabase_VectorStores implements INode {
     }
 }
 
+class SupabaseUpsertVectorStore extends SupabaseVectorStore {
+    async addVectors(vectors: number[][], documents: Document[]): Promise<string[]> {
+        if (vectors.length === 0) {
+            return []
+        }
+        const rows = vectors.map((embedding, idx) => ({
+            content: documents[idx].pageContent,
+            embedding,
+            metadata: documents[idx].metadata
+        }))
+
+        let returnedIds: string[] = []
+        for (let i = 0; i < rows.length; i += this.upsertBatchSize) {
+            const chunk = rows.slice(i, i + this.upsertBatchSize).map((row, index) => {
+                return { id: index, ...row }
+            })
+
+            const res = await this.client.from(this.tableName).upsert(chunk).select()
+            if (res.error) {
+                throw new Error(`Error inserting: ${res.error.message} ${res.status} ${res.statusText}`)
+            }
+            if (res.data) {
+                returnedIds = returnedIds.concat(res.data.map((row) => row.id))
+            }
+        }
+        return returnedIds
+    }
+}
+
 module.exports = { nodeClass: Supabase_VectorStores }
diff --git a/packages/components/nodes/vectorstores/Supabase/Supabase_Upsert.ts b/packages/components/nodes/vectorstores/Supabase/Supabase_Upsert.ts
index 002c9d79..219019ea 100644
--- a/packages/components/nodes/vectorstores/Supabase/Supabase_Upsert.ts
+++ b/packages/components/nodes/vectorstores/Supabase/Supabase_Upsert.ts
@@ -108,7 +108,7 @@ class SupabaseUpsert_VectorStores implements INode {
             finalDocs.push(new Document(flattenDocs[i]))
         }
 
-        const vectorStore = await SupabaseVectorStore.fromDocuments(finalDocs, embeddings, {
+        const vectorStore = await SupabaseUpsertVectorStore.fromDocuments(finalDocs, embeddings, {
             client,
             tableName: tableName,
             queryName: queryName
@@ -125,4 +125,33 @@ class SupabaseUpsert_VectorStores implements INode {
     }
 }
 
+class SupabaseUpsertVectorStore extends SupabaseVectorStore {
+    async addVectors(vectors: number[][], documents: Document[]): Promise<string[]> {
+        if (vectors.length === 0) {
+            return []
+        }
+        const rows = vectors.map((embedding, idx) => ({
+            content: documents[idx].pageContent,
+            embedding,
+            metadata: documents[idx].metadata
+        }))
+
+        let returnedIds: string[] = []
+        for (let i = 0; i < rows.length; i += this.upsertBatchSize) {
+            const chunk = rows.slice(i, i + this.upsertBatchSize).map((row, index) => {
+                return { id: index, ...row }
+            })
+
+            const res = await this.client.from(this.tableName).upsert(chunk).select()
+            if (res.error) {
+                throw new Error(`Error inserting: ${res.error.message} ${res.status} ${res.statusText}`)
+            }
+            if (res.data) {
+                returnedIds = returnedIds.concat(res.data.map((row) => row.id))
+            }
+        }
+        return returnedIds
+    }
+}
+
 module.exports = { nodeClass: SupabaseUpsert_VectorStores }