diff --git a/changelogs/fragments/1593-autoscaling_group_info-20-target-groups-per-call.yml b/changelogs/fragments/1593-autoscaling_group_info-20-target-groups-per-call.yml
new file mode 100644
index 00000000000..7a763556b80
--- /dev/null
+++ b/changelogs/fragments/1593-autoscaling_group_info-20-target-groups-per-call.yml
@@ -0,0 +1,4 @@
+---
+bugfixes:
+  - autoscaling_group_info - fix ValidationError when describing an autoscaling group that has more than 20 target groups attached to it by breaking the request into chunks (https://github.com/ansible-collections/amazon.aws/pull/1593).
+  - autoscaling_group - fix ValidationError when describing an autoscaling group that has more than 20 target groups attached to it by breaking the request into chunks (https://github.com/ansible-collections/amazon.aws/pull/1593).
diff --git a/plugins/modules/autoscaling_group.py b/plugins/modules/autoscaling_group.py
index 8ac27e2e062..5ee414c89d4 100644
--- a/plugins/modules/autoscaling_group.py
+++ b/plugins/modules/autoscaling_group.py
@@ -901,12 +901,18 @@ def get_properties(autoscaling_group):
     if properties["target_group_arns"]:
         elbv2_connection = module.client("elbv2")
         tg_paginator = elbv2_connection.get_paginator("describe_target_groups")
-        tg_result = tg_paginator.paginate(TargetGroupArns=properties["target_group_arns"]).build_full_result()
-        target_groups = tg_result["TargetGroups"]
+        # Limit of 20 similar to https://docs.aws.amazon.com/elasticloadbalancing/latest/APIReference/API_DescribeLoadBalancers.html
+        tg_chunk_size = 20
+        properties["target_group_names"] = []
+        tg_chunks = [
+            properties["target_group_arns"][i : i + tg_chunk_size]
+            for i in range(0, len(properties["target_group_arns"]), tg_chunk_size)
+        ]
+        for chunk in tg_chunks:
+            tg_result = tg_paginator.paginate(TargetGroupArns=chunk).build_full_result()
+            properties["target_group_names"].extend([tg["TargetGroupName"] for tg in tg_result["TargetGroups"]])
     else:
-        target_groups = []
-
-    properties["target_group_names"] = [tg["TargetGroupName"] for tg in target_groups]
+        properties["target_group_names"] = []
 
     return properties
 
diff --git a/plugins/modules/autoscaling_group_info.py b/plugins/modules/autoscaling_group_info.py
index 4e3fe5c5eab..eb376c001fd 100644
--- a/plugins/modules/autoscaling_group_info.py
+++ b/plugins/modules/autoscaling_group_info.py
@@ -414,8 +414,18 @@ def find_asgs(conn, module, name=None, tags=None):
                 if elbv2:
                     try:
                         tg_paginator = elbv2.get_paginator("describe_target_groups")
-                        tg_result = tg_paginator.paginate(TargetGroupArns=asg["target_group_arns"]).build_full_result()
-                        asg["target_group_names"] = [tg["TargetGroupName"] for tg in tg_result["TargetGroups"]]
+                        # Limit of 20 similar to https://docs.aws.amazon.com/elasticloadbalancing/latest/APIReference/API_DescribeLoadBalancers.html
+                        tg_chunk_size = 20
+                        asg["target_group_names"] = []
+                        tg_chunks = [
+                            asg["target_group_arns"][i : i + tg_chunk_size]
+                            for i in range(0, len(asg["target_group_arns"]), tg_chunk_size)
+                        ]
+                        for chunk in tg_chunks:
+                            tg_result = tg_paginator.paginate(TargetGroupArns=chunk).build_full_result()
+                            asg["target_group_names"].extend(
+                                [tg["TargetGroupName"] for tg in tg_result["TargetGroups"]]
+                            )
                     except is_boto3_error_code("TargetGroupNotFound"):
                         asg["target_group_names"] = []
                     except (
diff --git a/tests/integration/targets/autoscaling_group/roles/ec2_asg/tasks/create_update_delete.yml b/tests/integration/targets/autoscaling_group/roles/ec2_asg/tasks/create_update_delete.yml
index bea9e82163f..456973ce417 100644
--- a/tests/integration/targets/autoscaling_group/roles/ec2_asg/tasks/create_update_delete.yml
+++ b/tests/integration/targets/autoscaling_group/roles/ec2_asg/tasks/create_update_delete.yml
@@ -474,8 +474,8 @@
 
     # Target group names have max length of 32 characters
   - set_fact:
-      tg1_name: "{{ (resource_prefix + '-tg1' ) | regex_search('(.{1,32})$') }}"
-      tg2_name: "{{ (resource_prefix + '-tg2' ) | regex_search('(.{1,32})$') }}"
+      tg1_name: "ansible-test-{{tiny_prefix}}-asg-t1"
+      tg2_name: "ansible-test-{{tiny_prefix}}-asg-t2"
   - name: create target group 1
     elb_target_group:
       name: '{{ tg1_name }}'