diff --git a/plugins/modules/ec2_vpc_route_table_info.py b/plugins/modules/ec2_vpc_route_table_info.py
index 9ff9959c271..413ef95f560 100644
--- a/plugins/modules/ec2_vpc_route_table_info.py
+++ b/plugins/modules/ec2_vpc_route_table_info.py
@@ -14,7 +14,9 @@
 description:
     - Gather information about ec2 VPC route tables in AWS
     - This module was called C(ec2_vpc_route_table_facts) before Ansible 2.9. The usage did not change.
-author: "Rob White (@wimnat)"
+author:
+- "Rob White (@wimnat)"
+- "Mark Chappell (@tremble)"
 options:
   filters:
     description:
@@ -51,52 +53,77 @@
 '''
 
 try:
-    import boto.vpc
-    from boto.exception import BotoServerError
+    import botocore
 except ImportError:
-    pass  # Handled by HAS_BOTO
+    pass  # Handled by AnsibleAWSModule
+
+from ansible.module_utils.common.dict_transformations import camel_dict_to_snake_dict
 
 from ansible_collections.amazon.aws.plugins.module_utils.core import AnsibleAWSModule
-from ansible_collections.amazon.aws.plugins.module_utils.ec2 import AnsibleAWSError
-from ansible_collections.amazon.aws.plugins.module_utils.ec2 import connect_to_aws
-from ansible_collections.amazon.aws.plugins.module_utils.ec2 import get_aws_connection_info
-from ansible_collections.amazon.aws.plugins.module_utils.ec2 import HAS_BOTO
+from ansible_collections.amazon.aws.plugins.module_utils.core import is_boto3_error_code
+from ansible_collections.amazon.aws.plugins.module_utils.ec2 import AWSRetry
+from ansible_collections.amazon.aws.plugins.module_utils.ec2 import ansible_dict_to_boto3_filter_list
+from ansible_collections.amazon.aws.plugins.module_utils.ec2 import boto3_tag_list_to_ansible_dict
+
+
+@AWSRetry.jittered_backoff()
+def describe_route_tables_with_backoff(connection, **params):
+    try:
+        paginator = connection.get_paginator('describe_route_tables')
+        return paginator.paginate(**params).build_full_result()
+    except is_boto3_error_code('InvalidRouteTableID.NotFound'):
+        return None
+
+
+def normalize_route(route):
+    # Historically these were all there, but set to null when empty'
+    for legacy_key in ['DestinationCidrBlock', 'GatewayId', 'InstanceId',
+                       'Origin', 'State', 'NetworkInterfaceId']:
+        if legacy_key not in route:
+            route[legacy_key] = None
+    route['InterfaceId'] = route['NetworkInterfaceId']
+    return route
 
 
-def get_route_table_info(route_table):
+def normalize_association(assoc):
+    # Name change between boto v2 and boto v3, return both
+    assoc['Id'] = assoc['RouteTableAssociationId']
+    return assoc
 
-    # Add any routes to array
-    routes = []
-    associations = []
-    for route in route_table.routes:
-        routes.append(route.__dict__)
-    for association in route_table.associations:
-        associations.append(association.__dict__)
 
-    route_table_info = {'id': route_table.id,
-                        'routes': routes,
-                        'associations': associations,
-                        'tags': route_table.tags,
-                        'vpc_id': route_table.vpc_id
-                        }
+def normalize_route_table(table):
+    table['tags'] = boto3_tag_list_to_ansible_dict(table['Tags'])
+    table['Associations'] = [normalize_association(assoc) for assoc in table['Associations']]
+    table['Routes'] = [normalize_route(route) for route in table['Routes']]
+    table['Id'] = table['RouteTableId']
+    del table['Tags']
+    return camel_dict_to_snake_dict(table, ignore_list=['tags'])
 
-    return route_table_info
+
+def normalize_results(results):
+    """
+    We used to be a boto v2 module, make sure that the old return values are
+    maintained and the shape of the return values are what people expect
+    """
+
+    routes = [normalize_route_table(route) for route in results['RouteTables']]
+    del results['RouteTables']
+    results = camel_dict_to_snake_dict(results)
+    results['route_tables'] = routes
+    return results
 
 
 def list_ec2_vpc_route_tables(connection, module):
 
-    filters = module.params.get("filters")
-    route_table_dict_array = []
+    filters = ansible_dict_to_boto3_filter_list(module.params.get("filters"))
 
     try:
-        all_route_tables = connection.get_all_route_tables(filters=filters)
-    except BotoServerError as e:
+        results = describe_route_tables_with_backoff(connection, Filters=filters)
+    except (botocore.exceptions.BotoCoreError, botocore.exceptions.ClientError) as e:
         module.fail_json_aws(e, msg="Failed to get route tables")
 
-    for route_table in all_route_tables:
-        route_table_dict_array.append(get_route_table_info(route_table))
-
-    module.exit_json(route_tables=route_table_dict_array)
+    results = normalize_results(results)
+    module.exit_json(changed=False, **results)
 
 
 def main():
@@ -110,18 +137,7 @@ def main():
         module.deprecate("The 'ec2_vpc_route_table_facts' module has been renamed to 'ec2_vpc_route_table_info'",
                          date='2021-12-01', collection_name='community.aws')
 
-    if not HAS_BOTO:
-        module.fail_json(msg='boto required for this module')
-
-    region, ec2_url, aws_connect_params = get_aws_connection_info(module)
-
-    if region:
-        try:
-            connection = connect_to_aws(boto.vpc, region, **aws_connect_params)
-        except (boto.exception.NoAuthHandlerFound, AnsibleAWSError) as e:
-            module.fail_json(msg=str(e))
-    else:
-        module.fail_json(msg="region must be specified")
+    connection = module.client('ec2', retry_decorator=AWSRetry.jittered_backoff(retries=10))
 
     list_ec2_vpc_route_tables(connection, module)