diff --git a/sdk/python/feast/constants.py b/sdk/python/feast/constants.py
index 2ecd4f9307..a53eb86042 100644
--- a/sdk/python/feast/constants.py
+++ b/sdk/python/feast/constants.py
@@ -16,3 +16,5 @@
 
 # Maximum interval(secs) to wait between retries for retry function
 MAX_WAIT_INTERVAL: str = "60"
+
+AWS_LAMBDA_FEATURE_SERVER_IMAGE = "feastdev/feature-server"
diff --git a/sdk/python/feast/errors.py b/sdk/python/feast/errors.py
index 0d4fb929d9..b7f97627d6 100644
--- a/sdk/python/feast/errors.py
+++ b/sdk/python/feast/errors.py
@@ -210,6 +210,14 @@ def __init__(
         )
 
 
+class DockerDaemonNotRunning(Exception):
+    def __init__(self):
+        super().__init__(
+            "The Docker Python sdk cannot connect to the Docker daemon. Please make sure you have"
+            "the docker daemon installed, and that it is running."
+        )
+
+
 class RegistryInferenceFailure(Exception):
     def __init__(self, repo_obj_type: str, specific_issue: str):
         super().__init__(
diff --git a/sdk/python/feast/infra/aws.py b/sdk/python/feast/infra/aws.py
index 0f4f2e0738..d2bd330646 100644
--- a/sdk/python/feast/infra/aws.py
+++ b/sdk/python/feast/infra/aws.py
@@ -5,6 +5,10 @@
 from tempfile import TemporaryFile
 from urllib.parse import urlparse
 
+from colorama import Fore, Style
+
+import feast
+from feast.constants import AWS_LAMBDA_FEATURE_SERVER_IMAGE
 from feast.errors import S3RegistryBucketForbiddenAccess, S3RegistryBucketNotExist
 from feast.infra.passthrough_provider import PassthroughProvider
 from feast.protos.feast.core.Registry_pb2 import Registry as RegistryProto
@@ -13,11 +17,66 @@
 
 
 class AwsProvider(PassthroughProvider):
-    """
-    This class only exists for backwards compatibility.
-    """
+    def _upload_docker_image(self) -> None:
+        import base64
+
+        try:
+            import boto3
+        except ImportError as e:
+            from feast.errors import FeastExtrasDependencyImportError
+
+            raise FeastExtrasDependencyImportError("aws", str(e))
+
+        try:
+            import docker
+            from docker.errors import APIError
+        except ImportError as e:
+            from feast.errors import FeastExtrasDependencyImportError
 
-    pass
+            raise FeastExtrasDependencyImportError("docker", str(e))
+
+        try:
+            docker_client = docker.from_env()
+        except APIError:
+            from feast.errors import DockerDaemonNotRunning
+
+            raise DockerDaemonNotRunning()
+
+        print(
+            f"Pulling remote image {Style.BRIGHT + Fore.GREEN}{AWS_LAMBDA_FEATURE_SERVER_IMAGE}{Style.RESET_ALL}:"
+        )
+        docker_client.images.pull(AWS_LAMBDA_FEATURE_SERVER_IMAGE)
+
+        version = ".".join(feast.__version__.split(".")[:3])
+        repository_name = f"feast-python-server-{version}"
+        ecr_client = boto3.client("ecr")
+        try:
+            print(
+                f"Creating remote ECR repository {Style.BRIGHT + Fore.GREEN}{repository_name}{Style.RESET_ALL}:"
+            )
+            response = ecr_client.create_repository(repositoryName=repository_name)
+            repository_uri = response["repository"]["repositoryUri"]
+        except ecr_client.exceptions.RepositoryAlreadyExistsException:
+            response = ecr_client.describe_repositories(
+                repositoryNames=[repository_name]
+            )
+            repository_uri = response["repositories"][0]["repositoryUri"]
+
+        auth_token = ecr_client.get_authorization_token()["authorizationData"][0][
+            "authorizationToken"
+        ]
+        username, password = base64.b64decode(auth_token).decode("utf-8").split(":")
+
+        ecr_address = repository_uri.split("/")[0]
+        docker_client.login(username=username, password=password, registry=ecr_address)
+
+        image = docker_client.images.get(AWS_LAMBDA_FEATURE_SERVER_IMAGE)
+        image_remote_name = f"{repository_uri}:{version}"
+        print(
+            f"Pushing local image to remote {Style.BRIGHT + Fore.GREEN}{image_remote_name}{Style.RESET_ALL}:"
+        )
+        image.tag(image_remote_name)
+        docker_client.api.push(repository_uri, tag=version)
 
 
 class S3RegistryStore(RegistryStore):
diff --git a/sdk/python/feast/infra/passthrough_provider.py b/sdk/python/feast/infra/passthrough_provider.py
index 3e4c0a3485..dddb3f79c8 100644
--- a/sdk/python/feast/infra/passthrough_provider.py
+++ b/sdk/python/feast/infra/passthrough_provider.py
@@ -52,6 +52,9 @@ def update_infra(
             partial=partial,
         )
 
+        if self.repo_config.feature_server and self.repo_config.feature_server.enabled:
+            self._upload_docker_image()
+
     def teardown_infra(
         self,
         project: str,
@@ -147,3 +150,7 @@ def get_historical_features(
             full_feature_names=full_feature_names,
         )
         return job
+
+    def _upload_docker_image(self) -> None:
+        """Upload the docker image for the feature server to the cloud."""
+        pass
diff --git a/sdk/python/feast/infra/provider.py b/sdk/python/feast/infra/provider.py
index 6147f19b9a..d2e15199f2 100644
--- a/sdk/python/feast/infra/provider.py
+++ b/sdk/python/feast/infra/provider.py
@@ -147,6 +147,11 @@ def online_read(
 def get_provider(config: RepoConfig, repo_path: Path) -> Provider:
     if "." not in config.provider:
         if config.provider in {"gcp", "aws", "local"}:
+            if config.provider == "aws":
+                from feast.infra.aws import AwsProvider
+
+                return AwsProvider(config)
+
             from feast.infra.passthrough_provider import PassthroughProvider
 
             return PassthroughProvider(config)
diff --git a/sdk/python/setup.py b/sdk/python/setup.py
index e1c36693fd..08a0c1db00 100644
--- a/sdk/python/setup.py
+++ b/sdk/python/setup.py
@@ -78,6 +78,7 @@
 
 AWS_REQUIRED = [
     "boto3==1.17.*",
+    "docker>=5.0.2",
 ]
 
 CI_REQUIRED = [