diff --git a/cartography/data/indexes.cypher b/cartography/data/indexes.cypher
index 072599f71..085f84e27 100644
--- a/cartography/data/indexes.cypher
+++ b/cartography/data/indexes.cypher
@@ -321,10 +321,6 @@ CREATE INDEX IF NOT EXISTS FOR (n:SpotlightVulnerability) ON (n.host_info_local_
 CREATE INDEX IF NOT EXISTS FOR (n:SpotlightVulnerability) ON (n.lastupdated);
 CREATE INDEX IF NOT EXISTS FOR (n:SQSQueue) ON (n.id);
 CREATE INDEX IF NOT EXISTS FOR (n:SQSQueue) ON (n.lastupdated);
-CREATE INDEX IF NOT EXISTS FOR (n:SSMInstanceInformation) ON (n.id);
-CREATE INDEX IF NOT EXISTS FOR (n:SSMInstanceInformation) ON (n.lastupdated);
-CREATE INDEX IF NOT EXISTS FOR (n:SSMInstancePatch) ON (n.id);
-CREATE INDEX IF NOT EXISTS FOR (n:SSMInstancePatch) ON (n.lastupdated);
 CREATE INDEX IF NOT EXISTS FOR (n:User) ON (n.arn);
 CREATE INDEX IF NOT EXISTS FOR (n:User) ON (n.lastupdated);
 CREATE INDEX IF NOT EXISTS FOR (n:AzureTenant) ON (n.id);
diff --git a/cartography/data/jobs/cleanup/aws_import_ssm_cleanup.json b/cartography/data/jobs/cleanup/aws_import_ssm_cleanup.json
deleted file mode 100644
index 7f77a3c84..000000000
--- a/cartography/data/jobs/cleanup/aws_import_ssm_cleanup.json
+++ /dev/null
@@ -1,25 +0,0 @@
-{
-  "statements": [
-    {
-      "query": "MATCH (:AWSAccount{id: $AWS_ID})-[:RESOURCE]->(n:SSMInstanceInformation) WHERE n.lastupdated <> $UPDATE_TAG WITH n LIMIT $LIMIT_SIZE DETACH DELETE (n)",
-      "iterative": true,
-      "iterationsize": 100
-    },
-    {
-      "query": "MATCH (:AWSAccount{id: $AWS_ID})-[:RESOURCE]->(:EC2Instance)-[r:HAS_INFORMATION]->(:SSMInstanceInformation) WHERE r.lastupdated <> $UPDATE_TAG WITH r LIMIT $LIMIT_SIZE DELETE (r)",
-      "iterative": true,
-      "iterationsize": 100
-    },
-    {
-      "query": "MATCH (:AWSAccount{id: $AWS_ID})-[:RESOURCE]->(n:SSMInstancePatch) WHERE n.lastupdated <> $UPDATE_TAG WITH n LIMIT $LIMIT_SIZE DETACH DELETE (n)",
-      "iterative": true,
-      "iterationsize": 100
-    },
-    {
-      "query": "MATCH (:AWSAccount{id: $AWS_ID})-[:RESOURCE]->(:EC2Instance)-[r:HAS_PATCH]->(:SSMInstancePatch) WHERE r.lastupdated <> $UPDATE_TAG WITH r LIMIT $LIMIT_SIZE DELETE (r)",
-      "iterative": true,
-      "iterationsize": 100
-    }
-  ],
-  "name": "cleanup SSM"
-}
diff --git a/cartography/intel/aws/ssm.py b/cartography/intel/aws/ssm.py
index cd69499d6..937cba52b 100644
--- a/cartography/intel/aws/ssm.py
+++ b/cartography/intel/aws/ssm.py
@@ -6,9 +6,12 @@
 import boto3
 import neo4j
 
+from cartography.client.core.tx import load
+from cartography.graph.job import GraphJob
+from cartography.models.aws.ssm.instance_information import SSMInstanceInformationSchema
+from cartography.models.aws.ssm.instance_patch import SSMInstancePatchSchema
 from cartography.util import aws_handle_regions
 from cartography.util import dict_date_to_epoch
-from cartography.util import run_cleanup_job
 from cartography.util import timeit
 
 logger = logging.getLogger(__name__)
@@ -31,7 +34,9 @@ def get_instance_ids(neo4j_session: neo4j.Session, region: str, current_aws_acco
 @timeit
 @aws_handle_regions
 def get_instance_information(
-    boto3_session: boto3.session.Session, region: str, instance_ids: List[str],
+        boto3_session: boto3.session.Session,
+        region: str,
+        instance_ids: List[str],
 ) -> List[Dict[str, Any]]:
     client = boto3_session.client('ssm', region_name=region)
     instance_information: List[Dict[str, Any]] = []
@@ -46,10 +51,21 @@ def get_instance_information(
     return instance_information
 
 
+def transform_instance_information(data_list: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
+    for ii in data_list:
+        ii["LastPingDateTime"] = dict_date_to_epoch(ii, "LastPingDateTime")
+        ii["RegistrationDate"] = dict_date_to_epoch(ii, "RegistrationDate")
+        ii["LastAssociationExecutionDate"] = dict_date_to_epoch(ii, "LastAssociationExecutionDate")
+        ii["LastSuccessfulAssociationExecutionDate"] = dict_date_to_epoch(ii, "LastSuccessfulAssociationExecutionDate")
+    return data_list
+
+
 @timeit
 @aws_handle_regions
 def get_instance_patches(
-    boto3_session: boto3.session.Session, region: str, instance_ids: List[str],
+        boto3_session: boto3.session.Session,
+        region: str,
+        instance_ids: List[str],
 ) -> List[Dict[str, Any]]:
     client = boto3_session.client('ssm', region_name=region)
     instance_patches: List[Dict[str, Any]] = []
@@ -65,6 +81,16 @@ def get_instance_patches(
     return instance_patches
 
 
+def transform_instance_patches(data_list: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
+    for p in data_list:
+        p["Id"] = f"{p['_instance_id']}-{p['Title']}"
+        p["InstalledTime"] = dict_date_to_epoch(p, "InstalledTime")
+        # Split the comma separated CVEIds, if they exist, and strip
+        # the empty string from the list if not.
+        p["CVEIds"] = list(filter(None, p.get("CVEIds", "").split(",")))
+    return data_list
+
+
 @timeit
 def load_instance_information(
     neo4j_session: neo4j.Session,
@@ -73,55 +99,13 @@ def load_instance_information(
     current_aws_account_id: str,
     aws_update_tag: int,
 ) -> None:
-    ingest_query = """
-    UNWIND $InstanceInformation AS instance
-        MERGE (i:SSMInstanceInformation{id: instance.InstanceId})
-        ON CREATE SET i.firstseen = timestamp()
-        SET i.instance_id = instance.InstanceId,
-            i.ping_status = instance.PingStatus,
-            i.last_ping_date_time = instance.LastPingDateTime,
-            i.agent_version = instance.AgentVersion,
-            i.is_latest_version = instance.IsLatestVersion,
-            i.platform_type = instance.PlatformType,
-            i.platform_name = instance.PlatformName,
-            i.platform_version = instance.PlatformVersion,
-            i.activation_id = instance.ActivationId,
-            i.iam_role = instance.IamRole,
-            i.registration_date = instance.RegistrationDate,
-            i.resource_type = instance.ResourceType,
-            i.name = instance.Name,
-            i.ip_address = instance.IPAddress,
-            i.computer_name = instance.ComputerName,
-            i.association_status = instance.AssociationStatus,
-            i.last_association_execution_date = instance.LastAssociationExecutionDate,
-            i.last_successful_association_execution_date = instance.LastSuccessfulAssociationExecutionDate,
-            i.source_id = instance.SourceId,
-            i.source_type = instance.SourceType,
-            i.region = $Region,
-            i.lastupdated = $aws_update_tag
-        WITH i
-        MATCH (owner:AWSAccount{id: $AWS_ACCOUNT_ID})
-        MERGE (owner)-[r:RESOURCE]->(i)
-        ON CREATE SET r.firstseen = timestamp()
-        SET r.lastupdated = $aws_update_tag
-        WITH i
-        MATCH (owner:AWSAccount{id: $AWS_ACCOUNT_ID})-[:RESOURCE]->(ec2_instance:EC2Instance{id: i.instance_id})
-        MERGE (ec2_instance)-[r2:HAS_INFORMATION]->(i)
-        ON CREATE SET r2.firstseen = timestamp()
-        SET r2.lastupdated = $aws_update_tag
-    """
-    for ii in data:
-        ii["LastPingDateTime"] = dict_date_to_epoch(ii, "LastPingDateTime")
-        ii["RegistrationDate"] = dict_date_to_epoch(ii, "RegistrationDate")
-        ii["LastAssociationExecutionDate"] = dict_date_to_epoch(ii, "LastAssociationExecutionDate")
-        ii["LastSuccessfulAssociationExecutionDate"] = dict_date_to_epoch(ii, "LastSuccessfulAssociationExecutionDate")
-
-    neo4j_session.run(
-        ingest_query,
-        InstanceInformation=data,
+    load(
+        neo4j_session,
+        SSMInstanceInformationSchema(),
+        data,
         Region=region,
-        AWS_ACCOUNT_ID=current_aws_account_id,
-        aws_update_tag=aws_update_tag,
+        AWS_ID=current_aws_account_id,
+        lastupdated=aws_update_tag,
     )
 
 
@@ -133,61 +117,40 @@ def load_instance_patches(
     current_aws_account_id: str,
     aws_update_tag: int,
 ) -> None:
-    ingest_query = """
-    UNWIND $InstancePatch AS patch
-        MERGE (p:SSMInstancePatch{id: patch._instance_id + "-" + patch.Title})
-        ON CREATE SET p.firstseen = timestamp()
-        SET p.instance_id = patch._instance_id,
-            p.title = patch.Title,
-            p.kb_id = patch.KBId,
-            p.classification = patch.Classification,
-            p.severity = patch.Severity,
-            p.state = patch.State,
-            p.installed_time = patch.InstalledTime,
-            p.cve_ids = patch.CVEIds,
-            p.region = $Region,
-            p.lastupdated = $aws_update_tag
-        WITH p
-        MATCH (owner:AWSAccount{id: $AWS_ACCOUNT_ID})
-        MERGE (owner)-[r:RESOURCE]->(p)
-        ON CREATE SET r.firstseen = timestamp()
-        SET r.lastupdated = $aws_update_tag
-        WITH p
-        MATCH (owner:AWSAccount{id: $AWS_ACCOUNT_ID})-[:RESOURCE]->(ec2_instance:EC2Instance{id: p.instance_id})
-        MERGE (ec2_instance)-[r2:HAS_PATCH]->(p)
-        ON CREATE SET r2.firstseen = timestamp()
-        SET r2.lastupdated = $aws_update_tag
-    """
-    for p in data:
-        p["InstalledTime"] = dict_date_to_epoch(p, "InstalledTime")
-        # Split the comma separated CVEIds, if they exist, and strip
-        # the empty string from the list if not.
-        p["CVEIds"] = list(filter(None, p.get("CVEIds", "").split(",")))
-
-    neo4j_session.run(
-        ingest_query,
-        InstancePatch=data,
+    load(
+        neo4j_session,
+        SSMInstancePatchSchema(),
+        data,
         Region=region,
-        AWS_ACCOUNT_ID=current_aws_account_id,
-        aws_update_tag=aws_update_tag,
+        AWS_ID=current_aws_account_id,
+        lastupdated=aws_update_tag,
     )
 
 
 @timeit
-def cleanup_ssm(neo4j_session: neo4j.Session, common_job_parameters: Dict) -> None:
-    run_cleanup_job('aws_import_ssm_cleanup.json', neo4j_session, common_job_parameters)
+def cleanup_ssm(neo4j_session: neo4j.Session, common_job_parameters: Dict[str, Any]) -> None:
+    logger.info("Running SSM cleanup")
+    GraphJob.from_node_schema(SSMInstanceInformationSchema(), common_job_parameters).run(neo4j_session)
+    GraphJob.from_node_schema(SSMInstancePatchSchema(), common_job_parameters).run(neo4j_session)
 
 
 @timeit
 def sync(
-    neo4j_session: neo4j.Session, boto3_session: boto3.session.Session, regions: List[str], current_aws_account_id: str,
-    update_tag: int, common_job_parameters: Dict,
+        neo4j_session: neo4j.Session,
+        boto3_session: boto3.session.Session,
+        regions: List[str],
+        current_aws_account_id: str,
+        update_tag: int,
+        common_job_parameters: Dict[str, Any],
 ) -> None:
     for region in regions:
         logger.info("Syncing SSM for region '%s' in account '%s'.", region, current_aws_account_id)
         instance_ids = get_instance_ids(neo4j_session, region, current_aws_account_id)
         data = get_instance_information(boto3_session, region, instance_ids)
+        data = transform_instance_information(data)
         load_instance_information(neo4j_session, data, region, current_aws_account_id, update_tag)
+
         data = get_instance_patches(boto3_session, region, instance_ids)
+        data = transform_instance_patches(data)
         load_instance_patches(neo4j_session, data, region, current_aws_account_id, update_tag)
     cleanup_ssm(neo4j_session, common_job_parameters)
diff --git a/cartography/models/aws/ssm/__init__.py b/cartography/models/aws/ssm/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/cartography/models/aws/ssm/instance_information.py b/cartography/models/aws/ssm/instance_information.py
new file mode 100644
index 000000000..b678ebe30
--- /dev/null
+++ b/cartography/models/aws/ssm/instance_information.py
@@ -0,0 +1,82 @@
+from dataclasses import dataclass
+
+from cartography.models.core.common import PropertyRef
+from cartography.models.core.nodes import CartographyNodeProperties
+from cartography.models.core.nodes import CartographyNodeSchema
+from cartography.models.core.relationships import CartographyRelProperties
+from cartography.models.core.relationships import CartographyRelSchema
+from cartography.models.core.relationships import LinkDirection
+from cartography.models.core.relationships import make_target_node_matcher
+from cartography.models.core.relationships import OtherRelationships
+from cartography.models.core.relationships import TargetNodeMatcher
+
+
+@dataclass(frozen=True)
+class SSMInstanceInformationNodeProperties(CartographyNodeProperties):
+    id: PropertyRef = PropertyRef('InstanceId')
+    instance_id: PropertyRef = PropertyRef('InstanceId', extra_index=True)
+    region: PropertyRef = PropertyRef('Region', set_in_kwargs=True)
+    lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True)
+    ping_status: PropertyRef = PropertyRef('PingStatus')
+    last_ping_date_time: PropertyRef = PropertyRef('LastPingDateTime')
+    agent_version: PropertyRef = PropertyRef('AgentVersion')
+    is_latest_version: PropertyRef = PropertyRef('IsLatestVersion')
+    platform_type: PropertyRef = PropertyRef('PlatformType')
+    platform_name: PropertyRef = PropertyRef('PlatformName')
+    platform_version: PropertyRef = PropertyRef('PlatformVersion')
+    activation_id: PropertyRef = PropertyRef('ActivationId')
+    iam_role: PropertyRef = PropertyRef('IamRole')
+    registration_date: PropertyRef = PropertyRef('RegistrationDate')
+    resource_type: PropertyRef = PropertyRef('ResourceType')
+    name: PropertyRef = PropertyRef('Name')
+    ip_address: PropertyRef = PropertyRef('IPAddress')
+    computer_name: PropertyRef = PropertyRef('ComputerName')
+    association_status: PropertyRef = PropertyRef('AssociationStatus')
+    last_association_execution_date: PropertyRef = PropertyRef('LastAssociationExecutionDate')
+    last_successful_association_execution_date: PropertyRef = PropertyRef('LastSuccessfulAssociationExecutionDate')
+    source_id: PropertyRef = PropertyRef('SourceId')
+    source_type: PropertyRef = PropertyRef('SourceType')
+
+
+@dataclass(frozen=True)
+class SSMInstanceInformationToAWSAccountRelProperties(CartographyRelProperties):
+    lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True)
+
+
+@dataclass(frozen=True)
+class SSMInstanceInformationToAWSAccount(CartographyRelSchema):
+    target_node_label: str = 'AWSAccount'
+    target_node_matcher: TargetNodeMatcher = make_target_node_matcher(
+        {'id': PropertyRef('AWS_ID', set_in_kwargs=True)},
+    )
+    direction: LinkDirection = LinkDirection.INWARD
+    rel_label: str = "RESOURCE"
+    properties: SSMInstanceInformationToAWSAccountRelProperties = SSMInstanceInformationToAWSAccountRelProperties()
+
+
+@dataclass(frozen=True)
+class SSMInstanceInformationToEC2InstanceRelProperties(CartographyRelProperties):
+    lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True)
+
+
+@dataclass(frozen=True)
+class SSMInstanceInformationToEC2Instance(CartographyRelSchema):
+    target_node_label: str = 'EC2Instance'
+    target_node_matcher: TargetNodeMatcher = make_target_node_matcher(
+        {'id': PropertyRef('InstanceId')},
+    )
+    direction: LinkDirection = LinkDirection.INWARD
+    rel_label: str = "HAS_INFORMATION"
+    properties: SSMInstanceInformationToEC2InstanceRelProperties = SSMInstanceInformationToEC2InstanceRelProperties()
+
+
+@dataclass(frozen=True)
+class SSMInstanceInformationSchema(CartographyNodeSchema):
+    label: str = 'SSMInstanceInformation'
+    properties: SSMInstanceInformationNodeProperties = SSMInstanceInformationNodeProperties()
+    sub_resource_relationship: SSMInstanceInformationToAWSAccount = SSMInstanceInformationToAWSAccount()
+    other_relationships: OtherRelationships = OtherRelationships(
+        [
+            SSMInstanceInformationToEC2Instance(),
+        ],
+    )
diff --git a/cartography/models/aws/ssm/instance_patch.py b/cartography/models/aws/ssm/instance_patch.py
new file mode 100644
index 000000000..25686f5b8
--- /dev/null
+++ b/cartography/models/aws/ssm/instance_patch.py
@@ -0,0 +1,70 @@
+from dataclasses import dataclass
+
+from cartography.models.core.common import PropertyRef
+from cartography.models.core.nodes import CartographyNodeProperties
+from cartography.models.core.nodes import CartographyNodeSchema
+from cartography.models.core.relationships import CartographyRelProperties
+from cartography.models.core.relationships import CartographyRelSchema
+from cartography.models.core.relationships import LinkDirection
+from cartography.models.core.relationships import make_target_node_matcher
+from cartography.models.core.relationships import OtherRelationships
+from cartography.models.core.relationships import TargetNodeMatcher
+
+
+@dataclass(frozen=True)
+class SSMInstancePatchNodeProperties(CartographyNodeProperties):
+    id: PropertyRef = PropertyRef('Id')
+    instance_id: PropertyRef = PropertyRef('_instance_id', extra_index=True)
+    region: PropertyRef = PropertyRef('Region', set_in_kwargs=True)
+    lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True)
+    title: PropertyRef = PropertyRef('Title', extra_index=True)
+    kb_id: PropertyRef = PropertyRef('KBId', extra_index=True)
+    classification: PropertyRef = PropertyRef('Classification')
+    severity: PropertyRef = PropertyRef('Severity')
+    state: PropertyRef = PropertyRef('State')
+    installed_time: PropertyRef = PropertyRef('InstalledTime')
+    cve_ids: PropertyRef = PropertyRef('CVEIds')
+
+
+@dataclass(frozen=True)
+class SSMInstancePatchToAWSAccountRelProperties(CartographyRelProperties):
+    lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True)
+
+
+@dataclass(frozen=True)
+class SSMInstancePatchToAWSAccount(CartographyRelSchema):
+    target_node_label: str = 'AWSAccount'
+    target_node_matcher: TargetNodeMatcher = make_target_node_matcher(
+        {'id': PropertyRef('AWS_ID', set_in_kwargs=True)},
+    )
+    direction: LinkDirection = LinkDirection.INWARD
+    rel_label: str = "RESOURCE"
+    properties: SSMInstancePatchToAWSAccountRelProperties = SSMInstancePatchToAWSAccountRelProperties()
+
+
+@dataclass(frozen=True)
+class SSMInstancePatchToEC2InstanceRelProperties(CartographyRelProperties):
+    lastupdated: PropertyRef = PropertyRef('lastupdated', set_in_kwargs=True)
+
+
+@dataclass(frozen=True)
+class SSMInstancePatchToEC2Instance(CartographyRelSchema):
+    target_node_label: str = 'EC2Instance'
+    target_node_matcher: TargetNodeMatcher = make_target_node_matcher(
+        {'id': PropertyRef('_instance_id')},
+    )
+    direction: LinkDirection = LinkDirection.INWARD
+    rel_label: str = "HAS_PATCH"
+    properties: SSMInstancePatchToEC2InstanceRelProperties = SSMInstancePatchToEC2InstanceRelProperties()
+
+
+@dataclass(frozen=True)
+class SSMInstancePatchSchema(CartographyNodeSchema):
+    label: str = 'SSMInstancePatch'
+    properties: SSMInstancePatchNodeProperties = SSMInstancePatchNodeProperties()
+    sub_resource_relationship: SSMInstancePatchToAWSAccount = SSMInstancePatchToAWSAccount()
+    other_relationships: OtherRelationships = OtherRelationships(
+        [
+            SSMInstancePatchToEC2Instance(),
+        ],
+    )
diff --git a/tests/integration/cartography/intel/aws/test_ssm.py b/tests/integration/cartography/intel/aws/test_ssm.py
index a27e1a3f4..8b31471e7 100644
--- a/tests/integration/cartography/intel/aws/test_ssm.py
+++ b/tests/integration/cartography/intel/aws/test_ssm.py
@@ -28,13 +28,16 @@ def _ensure_load_instances(neo4j_session):
 
 @patch.object(cartography.intel.aws.ec2.instances, 'get_ec2_instances', return_value=DESCRIBE_INSTANCES['Reservations'])
 def test_load_instance_information(mock_get_instances, neo4j_session):
+    # Arrange
     # load account and instances, to be able to test relationships
     create_test_account(neo4j_session, TEST_ACCOUNT_ID, TEST_UPDATE_TAG)
     _ensure_load_instances(neo4j_session)
 
+    # Act
+    data_list = cartography.intel.aws.ssm.transform_instance_information(tests.data.aws.ssm.INSTANCE_INFORMATION)
     cartography.intel.aws.ssm.load_instance_information(
         neo4j_session,
-        tests.data.aws.ssm.INSTANCE_INFORMATION,
+        data_list,
         TEST_REGION,
         TEST_ACCOUNT_ID,
         TEST_UPDATE_TAG,
@@ -84,15 +87,17 @@ def test_load_instance_information(mock_get_instances, neo4j_session):
     assert actual_nodes == {"i-02"}
 
 
-def test_load_instance_patches(neo4j_session):
+@patch.object(cartography.intel.aws.ec2.instances, 'get_ec2_instances', return_value=DESCRIBE_INSTANCES['Reservations'])
+def test_load_instance_patches(mock_get_instances, neo4j_session):
     # Arrange: load account and instances, to be able to test relationships
     create_test_account(neo4j_session, TEST_ACCOUNT_ID, TEST_UPDATE_TAG)
     _ensure_load_instances(neo4j_session)
 
     # Act
+    data_list = cartography.intel.aws.ssm.transform_instance_patches(tests.data.aws.ssm.INSTANCE_PATCHES)
     cartography.intel.aws.ssm.load_instance_patches(
         neo4j_session,
-        tests.data.aws.ssm.INSTANCE_PATCHES,
+        data_list,
         TEST_REGION,
         TEST_ACCOUNT_ID,
         TEST_UPDATE_TAG,