diff --git a/charts/postgres-cluster/Chart.yaml b/charts/postgres-cluster/Chart.yaml
index 3272cf1..72613e4 100644
--- a/charts/postgres-cluster/Chart.yaml
+++ b/charts/postgres-cluster/Chart.yaml
@@ -1,6 +1,6 @@
 apiVersion: v2
 name: postgres-cluster
-version: 3.10.0
+version: 3.11.0
 description: Chart for cloudnative-pg cluster
 keywords:
   - database
diff --git a/charts/postgres-cluster/templates/_bootstrap.tpl b/charts/postgres-cluster/templates/_bootstrap.tpl
index ccc06bd..6378a54 100644
--- a/charts/postgres-cluster/templates/_bootstrap.tpl
+++ b/charts/postgres-cluster/templates/_bootstrap.tpl
@@ -7,7 +7,7 @@ bootstrap:
     {{- . | toYaml | nindent 4 }}
     {{- end }}
     {{- end }}
-    {{- if or (eq .Values.type "postgis") (eq .Values.type "timescaledb") (.Values.cluster.initdb.postInitApplicationSQL) }}
+    {{- if or (eq .Values.type "postgis") (eq .Values.type "timescaledb") (eq .Values.type "tensorchord") (.Values.cluster.initdb.postInitApplicationSQL) }}
     postInitApplicationSQL:
       {{- if eq .Values.type "postgis" }}
       - CREATE EXTENSION IF NOT EXISTS postgis;
@@ -16,13 +16,18 @@ bootstrap:
       - CREATE EXTENSION IF NOT EXISTS postgis_tiger_geocoder;
       {{- else if eq .Values.type "timescaledb" }}
       - CREATE EXTENSION IF NOT EXISTS timescaledb;
+      {{- else if eq .Values.type "tensorchord" }}
+      - CREATE EXTENSION IF NOT EXISTS "vector";
+      - CREATE EXTENSION IF NOT EXISTS "vectors";
+      - CREATE EXTENSION IF NOT EXISTS "cube";
+      - CREATE EXTENSION IF NOT EXISTS "earthdistance";
       {{- end }}
       {{- with .Values.cluster.initdb }}
       {{- range .postInitApplicationSQL }}
       {{- printf "- %s" . | nindent 6 }}
       {{- end }}
       {{- end }}
-    {{- end }}      
+    {{- end }}
 {{- else if eq .Values.mode "replica" }}
   initdb:
     import:
diff --git a/charts/postgres-cluster/templates/cluster.yaml b/charts/postgres-cluster/templates/cluster.yaml
index 408c461..e6c7641 100644
--- a/charts/postgres-cluster/templates/cluster.yaml
+++ b/charts/postgres-cluster/templates/cluster.yaml
@@ -43,6 +43,14 @@ spec:
     shared_preload_libraries:
       - timescaledb
     {{- end }}
+    {{- if eq .Values.type "tensorchord" }}
+    shared_preload_libraries:
+      - vectors.so
+    {{- end }}
+    {{- with .Values.cluster.postgresql.shared_preload_libraries }}
+    shared_preload_libraries:
+      {{- toYaml . | nindent 6 }}
+    {{ end }}
     {{- with .Values.cluster.postgresql.parameters }}
     parameters:
       {{- toYaml . | nindent 6 }}
diff --git a/charts/postgres-cluster/values.yaml b/charts/postgres-cluster/values.yaml
index b6ade83..5d1a26a 100644
--- a/charts/postgres-cluster/values.yaml
+++ b/charts/postgres-cluster/values.yaml
@@ -6,6 +6,7 @@ nameOverride: ""
 # * `postgresql`
 # * `postgis`
 # * `timescaledb`
+# * `tensorchord`
 type: postgresql
 
 ###
@@ -77,6 +78,7 @@ cluster:
       shared_buffers: 128MB
       max_slot_wal_keep_size: 2000MB
       hot_standby_feedback: "on"
+    shared_preload_libraries: []
 
   # BootstrapInitDB is the configuration of the bootstrap process when initdb is used.
   # See: https://cloudnative-pg.io/documentation/current/bootstrap/