diff --git a/docs/operator-manual/resource_actions_builtin.md b/docs/operator-manual/resource_actions_builtin.md
index 3cf2ee2cb9..17574aefab 100644
--- a/docs/operator-manual/resource_actions_builtin.md
+++ b/docs/operator-manual/resource_actions_builtin.md
@@ -32,6 +32,11 @@
 - [image.toolkit.fluxcd.io/ImageUpdateAutomation/reconcile](https://github.com/argoproj/argo-cd/blob/master/resource_customizations/image.toolkit.fluxcd.io/ImageUpdateAutomation/actions/reconcile/action.lua)
 - [image.toolkit.fluxcd.io/ImageUpdateAutomation/resume](https://github.com/argoproj/argo-cd/blob/master/resource_customizations/image.toolkit.fluxcd.io/ImageUpdateAutomation/actions/resume/action.lua)
 - [image.toolkit.fluxcd.io/ImageUpdateAutomation/suspend](https://github.com/argoproj/argo-cd/blob/master/resource_customizations/image.toolkit.fluxcd.io/ImageUpdateAutomation/actions/suspend/action.lua)
+- [keda.sh/ScaledJob/pause](https://github.com/argoproj/argo-cd/blob/master/resource_customizations/keda.sh/ScaledJob/actions/pause/action.lua)
+- [keda.sh/ScaledJob/resume](https://github.com/argoproj/argo-cd/blob/master/resource_customizations/keda.sh/ScaledJob/actions/resume/action.lua)
+- [keda.sh/ScaledObject/pause](https://github.com/argoproj/argo-cd/blob/master/resource_customizations/keda.sh/ScaledObject/actions/pause/action.lua)
+- [keda.sh/ScaledObject/paused-replicas](https://github.com/argoproj/argo-cd/blob/master/resource_customizations/keda.sh/ScaledObject/actions/paused-replicas/action.lua)
+- [keda.sh/ScaledObject/resume](https://github.com/argoproj/argo-cd/blob/master/resource_customizations/keda.sh/ScaledObject/actions/resume/action.lua)
 - [kustomize.toolkit.fluxcd.io/Kustomization/reconcile](https://github.com/argoproj/argo-cd/blob/master/resource_customizations/kustomize.toolkit.fluxcd.io/Kustomization/actions/reconcile/action.lua)
 - [kustomize.toolkit.fluxcd.io/Kustomization/resume](https://github.com/argoproj/argo-cd/blob/master/resource_customizations/kustomize.toolkit.fluxcd.io/Kustomization/actions/resume/action.lua)
 - [kustomize.toolkit.fluxcd.io/Kustomization/suspend](https://github.com/argoproj/argo-cd/blob/master/resource_customizations/kustomize.toolkit.fluxcd.io/Kustomization/actions/suspend/action.lua)
diff --git a/resource_customizations/keda.sh/ScaledJob/actions/action_test.yaml b/resource_customizations/keda.sh/ScaledJob/actions/action_test.yaml
new file mode 100644
index 0000000000..8adefd0705
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledJob/actions/action_test.yaml
@@ -0,0 +1,37 @@
+discoveryTests:
+  - inputPath: testdata/scaledjob.yaml
+    result:
+      - name: pause
+        disabled: false
+        iconClass: fa fa-fw fa-pause-circle
+      - name: resume
+        disabled: true
+        iconClass: fa fa-fw fa-play-circle
+
+  - inputPath: testdata/scaledjob-pause.yaml
+    result:
+      - name: pause
+        disabled: true
+        iconClass: fa fa-fw fa-pause-circle
+      - name: resume
+        disabled: false
+        iconClass: fa fa-fw fa-play-circle
+
+  - inputPath: testdata/scaledjob-resume.yaml
+    result:
+      - name: pause
+        disabled: false
+        iconClass: fa fa-fw fa-pause-circle
+      - name: resume
+        disabled: true
+        iconClass: fa fa-fw fa-play-circle
+
+actionTests:
+  - action: pause
+    inputPath: testdata/scaledjob.yaml
+    expectedOutputPath: testdata/scaledjob-pause.yaml
+
+  - action: resume
+    inputPath: testdata/scaledjob-pause.yaml
+    expectedOutputPath: testdata/scaledjob-resume.yaml
+
diff --git a/resource_customizations/keda.sh/ScaledJob/actions/discovery.lua b/resource_customizations/keda.sh/ScaledJob/actions/discovery.lua
new file mode 100644
index 0000000000..e7e2961946
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledJob/actions/discovery.lua
@@ -0,0 +1,18 @@
+local actions = {}
+local paused = false
+
+if obj.metadata and obj.metadata.annotations then
+    paused = obj.metadata.annotations["autoscaling.keda.sh/paused"] == "true"
+end
+
+actions["pause"] = {
+    ["disabled"] = paused,
+    ["iconClass"] = "fa fa-fw fa-pause-circle"
+}
+
+actions["resume"] = {
+    ["disabled"] = not paused,
+    ["iconClass"] = "fa fa-fw fa-play-circle"
+}
+
+return actions
diff --git a/resource_customizations/keda.sh/ScaledJob/actions/pause/action.lua b/resource_customizations/keda.sh/ScaledJob/actions/pause/action.lua
new file mode 100644
index 0000000000..7d63cd4446
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledJob/actions/pause/action.lua
@@ -0,0 +1,7 @@
+local obj = obj or {}
+if obj.metadata == nil then obj.metadata = {} end
+if obj.metadata.annotations == nil then obj.metadata.annotations = {} end
+
+obj.metadata.annotations["autoscaling.keda.sh/paused"] = "true"
+
+return obj
diff --git a/resource_customizations/keda.sh/ScaledJob/actions/resume/action.lua b/resource_customizations/keda.sh/ScaledJob/actions/resume/action.lua
new file mode 100644
index 0000000000..80bbf88d3e
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledJob/actions/resume/action.lua
@@ -0,0 +1,6 @@
+local obj = obj or {}
+if obj.metadata and obj.metadata.annotations then
+    obj.metadata.annotations["autoscaling.keda.sh/paused"] = nil
+end
+
+return obj
diff --git a/resource_customizations/keda.sh/ScaledJob/actions/testdata/scaledjob-pause.yaml b/resource_customizations/keda.sh/ScaledJob/actions/testdata/scaledjob-pause.yaml
new file mode 100644
index 0000000000..247ee426ee
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledJob/actions/testdata/scaledjob-pause.yaml
@@ -0,0 +1,20 @@
+apiVersion: keda.sh/v1alpha1
+kind: ScaledJob
+metadata:
+  name: test-scaledjob
+  annotations:
+    autoscaling.keda.sh/paused: "true"
+spec:
+  jobTargetRef:
+    template:
+      spec:
+        containers:
+          - name: test
+            image: test:latest
+  triggers:
+    - metadata:
+        host: amqp://localhost:5672/vhost
+        mode: QueueLength
+        queueName: hello
+        value: '1'
+      type: rabbitmq
diff --git a/resource_customizations/keda.sh/ScaledJob/actions/testdata/scaledjob-resume.yaml b/resource_customizations/keda.sh/ScaledJob/actions/testdata/scaledjob-resume.yaml
new file mode 100644
index 0000000000..2d017db16a
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledJob/actions/testdata/scaledjob-resume.yaml
@@ -0,0 +1,18 @@
+apiVersion: keda.sh/v1alpha1
+kind: ScaledJob
+metadata:
+  name: test-scaledjob
+spec:
+  jobTargetRef:
+    template:
+      spec:
+        containers:
+          - name: test
+            image: test:latest
+  triggers:
+    - metadata:
+        host: amqp://localhost:5672/vhost
+        mode: QueueLength
+        queueName: hello
+        value: '1'
+      type: rabbitmq
diff --git a/resource_customizations/keda.sh/ScaledJob/actions/testdata/scaledjob.yaml b/resource_customizations/keda.sh/ScaledJob/actions/testdata/scaledjob.yaml
new file mode 100644
index 0000000000..2d017db16a
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledJob/actions/testdata/scaledjob.yaml
@@ -0,0 +1,18 @@
+apiVersion: keda.sh/v1alpha1
+kind: ScaledJob
+metadata:
+  name: test-scaledjob
+spec:
+  jobTargetRef:
+    template:
+      spec:
+        containers:
+          - name: test
+            image: test:latest
+  triggers:
+    - metadata:
+        host: amqp://localhost:5672/vhost
+        mode: QueueLength
+        queueName: hello
+        value: '1'
+      type: rabbitmq
diff --git a/resource_customizations/keda.sh/ScaledObject/actions/action_test.yaml b/resource_customizations/keda.sh/ScaledObject/actions/action_test.yaml
new file mode 100644
index 0000000000..977822b645
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledObject/actions/action_test.yaml
@@ -0,0 +1,86 @@
+discoveryTests:
+  - inputPath: testdata/scaledobject.yaml
+    result:
+      - name: pause
+        disabled: false
+        iconClass: fa fa-fw fa-pause-circle
+      - name: paused-replicas
+        disabled: false
+        iconClass: fa fa-fw fa-pause-circle
+        params:
+          - name: replicas
+            default: "0"
+      - name: resume
+        disabled: true
+        iconClass: fa fa-fw fa-play-circle
+
+  - inputPath: testdata/scaledobject-pause.yaml
+    result:
+      - name: pause
+        disabled: true
+        iconClass: fa fa-fw fa-pause-circle
+      - name: paused-replicas
+        disabled: true
+        iconClass: fa fa-fw fa-pause-circle
+        params:
+          - name: replicas
+            default: "0"
+      - name: resume
+        disabled: false
+        iconClass: fa fa-fw fa-play-circle
+
+  - inputPath: testdata/scaledobject-paused-replicas.yaml
+    result:
+      - name: pause
+        disabled: true
+        iconClass: fa fa-fw fa-pause-circle
+      - name: paused-replicas
+        disabled: false
+        iconClass: fa fa-fw fa-pause-circle
+        params:
+          - name: replicas
+            default: "0"
+      - name: resume
+        disabled: false
+        iconClass: fa fa-fw fa-play-circle
+
+  - inputPath: testdata/scaledobject-resume.yaml
+    result:
+      - name: pause
+        disabled: false
+        iconClass: fa fa-fw fa-pause-circle
+      - name: paused-replicas
+        disabled: false
+        iconClass: fa fa-fw fa-pause-circle
+        params:
+          - name: replicas
+            default: "0"
+      - name: resume
+        disabled: true
+        iconClass: fa fa-fw fa-play-circle
+
+actionTests:
+  - action: pause
+    inputPath: testdata/scaledobject.yaml
+    expectedOutputPath: testdata/scaledobject-pause.yaml
+
+  - action: resume
+    inputPath: testdata/scaledobject-pause.yaml
+    expectedOutputPath: testdata/scaledobject-resume.yaml
+
+  - action: paused-replicas
+    inputPath: testdata/scaledobject.yaml
+    expectedOutputPath: testdata/scaledobject-paused-replicas.yaml
+    parameters:
+      replicas: "6"
+
+  - action: paused-replicas
+    inputPath: testdata/scaledobject.yaml
+    expectedErrorMessage: "invalid number: not_a_number (must be >= 0)"
+    parameters:
+      replicas: "not_a_number"
+
+  - action: resume
+    inputPath: testdata/scaledobject-paused-replicas.yaml
+    expectedOutputPath: testdata/scaledobject-resume.yaml
+
diff --git a/resource_customizations/keda.sh/ScaledObject/actions/discovery.lua b/resource_customizations/keda.sh/ScaledObject/actions/discovery.lua
new file mode 100644
index 0000000000..211947b9ff
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledObject/actions/discovery.lua
@@ -0,0 +1,35 @@
+local actions = {}
+local paused = false
+local hasPausedReplicas = false
+local currentPausedReplicas = nil
+ 
+if obj.metadata and obj.metadata.annotations then
+    paused = obj.metadata.annotations["autoscaling.keda.sh/paused"] == "true"
+    currentPausedReplicas = obj.metadata.annotations["autoscaling.keda.sh/paused-replicas"]
+    hasPausedReplicas = currentPausedReplicas ~= nil
+end
+ 
+local isPaused = paused or hasPausedReplicas
+ 
+actions["pause"] = {
+    ["disabled"] = isPaused,
+    ["iconClass"] = "fa fa-fw fa-pause-circle"
+}
+ 
+actions["paused-replicas"] = {
+    ["disabled"] = paused,
+    ["iconClass"] = "fa fa-fw fa-pause-circle",
+    ["params"] = {
+        {
+            ["name"] = "replicas",
+            ["default"] = currentPausedReplicas or "0"
+        }
+    },
+}
+ 
+actions["resume"] = {
+    ["disabled"] = not isPaused,
+    ["iconClass"] = "fa fa-fw fa-play-circle"
+}
+ 
+return actions
diff --git a/resource_customizations/keda.sh/ScaledObject/actions/pause/action.lua b/resource_customizations/keda.sh/ScaledObject/actions/pause/action.lua
new file mode 100644
index 0000000000..7d63cd4446
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledObject/actions/pause/action.lua
@@ -0,0 +1,7 @@
+local obj = obj or {}
+if obj.metadata == nil then obj.metadata = {} end
+if obj.metadata.annotations == nil then obj.metadata.annotations = {} end
+
+obj.metadata.annotations["autoscaling.keda.sh/paused"] = "true"
+
+return obj
diff --git a/resource_customizations/keda.sh/ScaledObject/actions/paused-replicas/action.lua b/resource_customizations/keda.sh/ScaledObject/actions/paused-replicas/action.lua
new file mode 100644
index 0000000000..ed5fe412c4
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledObject/actions/paused-replicas/action.lua
@@ -0,0 +1,17 @@
+local obj = obj or {}
+if obj.metadata == nil then obj.metadata = {} end
+if obj.metadata.annotations == nil then obj.metadata.annotations = {} end
+
+local replicas = actionParams["replicas"]
+if not replicas then
+    error("replicas parameter is required", 0)
+end
+
+local replicasNum = tonumber(replicas)
+if not replicasNum or replicasNum < 0 then
+    error("invalid number: " .. replicas .. " (must be >= 0)", 0)
+end
+
+obj.metadata.annotations["autoscaling.keda.sh/paused-replicas"] = tostring(replicasNum)
+
+return obj
diff --git a/resource_customizations/keda.sh/ScaledObject/actions/resume/action.lua b/resource_customizations/keda.sh/ScaledObject/actions/resume/action.lua
new file mode 100644
index 0000000000..7947fa393f
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledObject/actions/resume/action.lua
@@ -0,0 +1,7 @@
+local obj = obj or {}
+if obj.metadata and obj.metadata.annotations then
+    obj.metadata.annotations["autoscaling.keda.sh/paused"] = nil
+    obj.metadata.annotations["autoscaling.keda.sh/paused-replicas"] = nil
+end
+
+return obj
diff --git a/resource_customizations/keda.sh/ScaledObject/actions/testdata/scaledobject-pause.yaml b/resource_customizations/keda.sh/ScaledObject/actions/testdata/scaledobject-pause.yaml
new file mode 100644
index 0000000000..6d0e542643
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledObject/actions/testdata/scaledobject-pause.yaml
@@ -0,0 +1,14 @@
+apiVersion: keda.sh/v1alpha1
+kind: ScaledObject
+metadata:
+  name: test-scaledobject
+  annotations:
+    autoscaling.keda.sh/paused: "true"
+spec:
+  scaleTargetRef:
+    name: test-deployment
+  triggers:
+    - type: cpu
+      metadata:
+        type: Utilization
+        value: "50"
diff --git a/resource_customizations/keda.sh/ScaledObject/actions/testdata/scaledobject-paused-replicas.yaml b/resource_customizations/keda.sh/ScaledObject/actions/testdata/scaledobject-paused-replicas.yaml
new file mode 100644
index 0000000000..b0a5d19b78
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledObject/actions/testdata/scaledobject-paused-replicas.yaml
@@ -0,0 +1,14 @@
+apiVersion: keda.sh/v1alpha1
+kind: ScaledObject
+metadata:
+  name: test-scaledobject
+  annotations:
+    autoscaling.keda.sh/paused-replicas: "6"
+spec:
+  scaleTargetRef:
+    name: test-deployment
+  triggers:
+    - type: cpu
+      metadata:
+        type: Utilization
+        value: "50"
diff --git a/resource_customizations/keda.sh/ScaledObject/actions/testdata/scaledobject-resume.yaml b/resource_customizations/keda.sh/ScaledObject/actions/testdata/scaledobject-resume.yaml
new file mode 100644
index 0000000000..dcd200cb28
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledObject/actions/testdata/scaledobject-resume.yaml
@@ -0,0 +1,12 @@
+apiVersion: keda.sh/v1alpha1
+kind: ScaledObject
+metadata:
+  name: test-scaledobject
+spec:
+  scaleTargetRef:
+    name: test-deployment
+  triggers:
+    - type: cpu
+      metadata:
+        type: Utilization
+        value: "50"
diff --git a/resource_customizations/keda.sh/ScaledObject/actions/testdata/scaledobject.yaml b/resource_customizations/keda.sh/ScaledObject/actions/testdata/scaledobject.yaml
new file mode 100644
index 0000000000..dcd200cb28
--- /dev/null
+++ b/resource_customizations/keda.sh/ScaledObject/actions/testdata/scaledobject.yaml
@@ -0,0 +1,12 @@
+apiVersion: keda.sh/v1alpha1
+kind: ScaledObject
+metadata:
+  name: test-scaledobject
+spec:
+  scaleTargetRef:
+    name: test-deployment
+  triggers:
+    - type: cpu
+      metadata:
+        type: Utilization
+        value: "50"