diff --git a/moto/awslambda/models.py b/moto/awslambda/models.py
index 6306acd5c..6f31a2611 100644
--- a/moto/awslambda/models.py
+++ b/moto/awslambda/models.py
@@ -2,6 +2,7 @@ from __future__ import unicode_literals
 
 import base64
 from collections import defaultdict
+import copy
 import datetime
 import docker.errors
 import hashlib
@@ -17,18 +18,23 @@ import tarfile
 import calendar
 import threading
 import traceback
+import weakref
 import requests.adapters
 
 import boto.awslambda
 from moto.core import BaseBackend, BaseModel
+from moto.core.exceptions import RESTError
 from moto.core.utils import unix_time_millis
 from moto.s3.models import s3_backend
 from moto.logs.models import logs_backends
 from moto.s3.exceptions import MissingBucket, MissingKey
 from moto import settings
+from .utils import make_function_arn
 
 logger = logging.getLogger(__name__)
 
+ACCOUNT_ID = '123456789012'
+
 
 try:
     from tempfile import TemporaryDirectory
@@ -121,7 +127,7 @@ class _DockerDataVolumeContext:
 
 
 class LambdaFunction(BaseModel):
-    def __init__(self, spec, region, validate_s3=True):
+    def __init__(self, spec, region, validate_s3=True, version=1):
         # required
         self.region = region
         self.code = spec['Code']
@@ -161,7 +167,7 @@ class LambdaFunction(BaseModel):
             'VpcConfig', {'SubnetIds': [], 'SecurityGroupIds': []})
 
         # auto-generated
-        self.version = '$LATEST'
+        self.version = version
         self.last_modified = datetime.datetime.utcnow().strftime(
             '%Y-%m-%d %H:%M:%S')
 
@@ -203,11 +209,15 @@ class LambdaFunction(BaseModel):
                 self.code_size = key.size
                 self.code_sha_256 = hashlib.sha256(key.value).hexdigest()
 
-        self.function_arn = 'arn:aws:lambda:{}:123456789012:function:{}'.format(
-            self.region, self.function_name)
+        self.function_arn = make_function_arn(self.region, ACCOUNT_ID, self.function_name, version)
 
         self.tags = dict()
 
+    def set_version(self, version):
+        self.function_arn = make_function_arn(self.region, ACCOUNT_ID, self.function_name, version)
+        self.version = version
+        self.last_modified = datetime.datetime.utcnow().strftime('%Y-%m-%d %H:%M:%S')
+
     @property
     def vpc_config(self):
         config = self._vpc_config.copy()
@@ -231,7 +241,7 @@ class LambdaFunction(BaseModel):
             "Role": self.role,
             "Runtime": self.run_time,
             "Timeout": self.timeout,
-            "Version": self.version,
+            "Version": str(self.version),
             "VpcConfig": self.vpc_config,
         }
 
@@ -389,8 +399,7 @@ class LambdaFunction(BaseModel):
         from moto.cloudformation.exceptions import \
             UnformattedGetAttTemplateException
         if attribute_name == 'Arn':
-            return 'arn:aws:lambda:{0}:123456789012:function:{1}'.format(
-                self.region, self.function_name)
+            return make_function_arn(self.region, ACCOUNT_ID, self.function_name)
         raise UnformattedGetAttTemplateException()
 
     @staticmethod
@@ -446,9 +455,121 @@ class LambdaVersion(BaseModel):
         return LambdaVersion(spec)
 
 
+class LambdaStorage(object):
+    def __init__(self):
+        # Format 'func_name' {'alias': {}, 'versions': []}
+        self._functions = {}
+        self._arns = weakref.WeakValueDictionary()
+
+    def _get_latest(self, name):
+        return self._functions[name]['latest']
+
+    def _get_version(self, name, version):
+        index = version - 1
+
+        try:
+            return self._functions[name]['versions'][index]
+        except IndexError:
+            return None
+
+    def _get_alias(self, name, alias):
+        return self._functions[name]['alias'].get(alias, None)
+
+    def get_function(self, name, qualifier=None):
+        if name not in self._functions:
+            return None
+
+        if qualifier is None:
+            return self._get_latest(name)
+
+        try:
+            return self._get_version(name, int(qualifier))
+        except ValueError:
+            return self._functions[name]['latest']
+
+    def get_arn(self, arn):
+        return self._arns.get(arn, None)
+
+    def put_function(self, fn):
+        """
+        :param fn: Function
+        :type fn: LambdaFunction
+        """
+        if fn.function_name in self._functions:
+            self._functions[fn.function_name]['latest'] = fn
+        else:
+            self._functions[fn.function_name] = {
+                'latest': fn,
+                'versions': [],
+                'alias': weakref.WeakValueDictionary()
+            }
+
+        self._arns[fn.function_arn] = fn
+
+    def publish_function(self, name):
+        if name not in self._functions:
+            return None
+        if not self._functions[name]['latest']:
+            return None
+
+        new_version = len(self._functions[name]['versions']) + 1
+        fn = copy.copy(self._functions[name]['latest'])
+        fn.set_version(new_version)
+
+        self._functions[name]['versions'].append(fn)
+        return fn
+
+    def del_function(self, name, qualifier=None):
+        if name in self._functions:
+            if not qualifier:
+                # Something is still reffing this so delete all arns
+                latest = self._functions[name]['latest'].function_arn
+                del self._arns[latest]
+
+                for fn in self._functions[name]['versions']:
+                    del self._arns[fn.function_arn]
+
+                del self._functions[name]
+
+                return True
+
+            elif qualifier == '$LATEST':
+                self._functions[name]['latest'] = None
+
+                # If theres no functions left
+                if not self._functions[name]['versions'] and not self._functions[name]['latest']:
+                    del self._functions[name]
+
+                return True
+
+            else:
+                fn = self.get_function(name, qualifier)
+                if fn:
+                    self._functions[name]['versions'].remove(fn)
+
+                    # If theres no functions left
+                    if not self._functions[name]['versions'] and not self._functions[name]['latest']:
+                        del self._functions[name]
+
+                    return True
+
+        return False
+
+    def all(self):
+        result = []
+
+        for function_group in self._functions.values():
+            if function_group['latest'] is not None:
+                result.append(function_group['latest'])
+
+            result.extend(function_group['versions'])
+
+        return result
+
+
 class LambdaBackend(BaseBackend):
     def __init__(self, region_name):
-        self._functions = {}
+        self._lambdas = LambdaStorage()
         self.region_name = region_name
 
     def reset(self):
@@ -456,31 +577,31 @@ class LambdaBackend(BaseBackend):
         self.__dict__ = {}
         self.__init__(region_name)
 
-    def has_function(self, function_name):
-        return function_name in self._functions
-
-    def has_function_arn(self, function_arn):
-        return self.get_function_by_arn(function_arn) is not None
-
     def create_function(self, spec):
-        fn = LambdaFunction(spec, self.region_name)
-        self._functions[fn.function_name] = fn
+        function_name = spec.get('FunctionName', None)
+        if function_name is None:
+            raise RESTError('InvalidParameterValueException', 'Missing FunctionName')
+
+        fn = LambdaFunction(spec, self.region_name, version='$LATEST')
+
+        self._lambdas.put_function(fn)
+
         return fn
 
-    def get_function(self, function_name):
-        return self._functions[function_name]
+    def publish_function(self, function_name):
+        return self._lambdas.publish_function(function_name)
+
+    def get_function(self, function_name, qualifier=None):
+        return self._lambdas.get_function(function_name, qualifier)
 
     def get_function_by_arn(self, function_arn):
-        for function in self._functions.values():
-            if function.function_arn == function_arn:
-                return function
-        return None
+        return self._lambdas.get_arn(function_arn)
 
-    def delete_function(self, function_name):
-        del self._functions[function_name]
+    def delete_function(self, function_name, qualifier=None):
+        return self._lambdas.del_function(function_name, qualifier)
 
     def list_functions(self):
-        return self._functions.values()
+        return self._lambdas.all()
 
     def send_message(self, function_name, message):
         event = {
@@ -515,23 +636,31 @@ class LambdaBackend(BaseBackend):
             ]
 
         }
-        self._functions[function_name].invoke(json.dumps(event), {}, {})
+        self._functions[function_name][-1].invoke(json.dumps(event), {}, {})
         pass
 
     def list_tags(self, resource):
         return self.get_function_by_arn(resource).tags
 
     def tag_resource(self, resource, tags):
-        self.get_function_by_arn(resource).tags.update(tags)
+        fn = self.get_function_by_arn(resource)
+        if not fn:
+            return False
+
+        fn.tags.update(tags)
+        return True
 
     def untag_resource(self, resource, tagKeys):
-        function = self.get_function_by_arn(resource)
-        for key in tagKeys:
-            try:
-                del function.tags[key]
-            except KeyError:
-                pass
-                # Don't care
+        fn = self.get_function_by_arn(resource)
+        if fn:
+            for key in tagKeys:
+                try:
+                    del fn.tags[key]
+                except KeyError:
+                    pass
+                    # Don't care
+            return True
+        return False
 
     def add_policy(self, function_name, policy):
         self.get_function(function_name).policy = policy
diff --git a/moto/awslambda/responses.py b/moto/awslambda/responses.py
index 4ba837ea2..4e8759b2f 100644
--- a/moto/awslambda/responses.py
+++ b/moto/awslambda/responses.py
@@ -5,15 +5,31 @@ import re
 
 try:
     from urllib import unquote
-    from urlparse import urlparse, parse_qs
 except:
-    from urllib.parse import unquote, urlparse, parse_qs
+    from urllib.parse import unquote
 
 from moto.core.utils import amz_crc32, amzn_request_id
 from moto.core.responses import BaseResponse
+from .models import lambda_backends
 
 
 class LambdaResponse(BaseResponse):
+    @property
+    def json_body(self):
+        """
+        :return: JSON
+        :rtype: dict
+        """
+        return json.loads(self.body)
+
+    @property
+    def lambda_backend(self):
+        """
+        Get backend
+        :return: Lambda Backend
+        :rtype: moto.awslambda.models.LambdaBackend
+        """
+        return lambda_backends[self.region]
 
     def root(self, request, full_url, headers):
         self.setup_class(request, full_url, headers)
@@ -33,6 +49,16 @@ class LambdaResponse(BaseResponse):
         else:
             raise ValueError("Cannot handle request")
 
+    def versions(self, request, full_url, headers):
+        self.setup_class(request, full_url, headers)
+        if request.method == 'GET':
+            # This is ListVersionByFunction
+            raise ValueError("Cannot handle request")
+        elif request.method == 'POST':
+            return self._publish_function(request, full_url, headers)
+        else:
+            raise ValueError("Cannot handle request")
+
     @amz_crc32
     @amzn_request_id
     def invoke(self, request, full_url, headers):
@@ -93,13 +119,12 @@ class LambdaResponse(BaseResponse):
 
     def _invoke(self, request, full_url):
         response_headers = {}
-        lambda_backend = self.get_lambda_backend(full_url)
 
-        path = request.path if hasattr(request, 'path') else request.path_url
-        function_name = path.split('/')[-2]
+        function_name = self.path.rsplit('/', 2)[-2]
+        qualifier = self._get_param('qualifier')
 
-        if lambda_backend.has_function(function_name):
-            fn = lambda_backend.get_function(function_name)
+        fn = self.lambda_backend.get_function(function_name, qualifier)
+        if fn:
             payload = fn.invoke(self.body, self.headers, response_headers)
             response_headers['Content-Length'] = str(len(payload))
             return 202, response_headers, payload
@@ -108,66 +133,70 @@ class LambdaResponse(BaseResponse):
 
     def _invoke_async(self, request, full_url):
         response_headers = {}
-        lambda_backend = self.get_lambda_backend(full_url)
 
-        path = request.path if hasattr(request, 'path') else request.path_url
-        function_name = path.split('/')[-3]
-        if lambda_backend.has_function(function_name):
-            fn = lambda_backend.get_function(function_name)
-            fn.invoke(self.body, self.headers, response_headers)
-            response_headers['Content-Length'] = str(0)
-            return 202, response_headers, ""
+        function_name = self.path.rsplit('/', 3)[-3]
+
+        fn = self.lambda_backend.get_function(function_name, None)
+        if fn:
+            payload = fn.invoke(self.body, self.headers, response_headers)
+            response_headers['Content-Length'] = str(len(payload))
+            return 202, response_headers, payload
         else:
             return 404, response_headers, "{}"
 
     def _list_functions(self, request, full_url, headers):
-        lambda_backend = self.get_lambda_backend(full_url)
-        return 200, {}, json.dumps({
-            "Functions": [fn.get_configuration() for fn in lambda_backend.list_functions()],
-            # "NextMarker": str(uuid.uuid4()),
-        })
+        result = {
+            'Functions': []
+        }
+
+        for fn in self.lambda_backend.list_functions():
+            json_data = fn.get_configuration()
+
+            result['Functions'].append(json_data)
+
+        return 200, {}, json.dumps(result)
 
     def _create_function(self, request, full_url, headers):
-        lambda_backend = self.get_lambda_backend(full_url)
-        spec = json.loads(self.body)
         try:
-            fn = lambda_backend.create_function(spec)
+            fn = self.lambda_backend.create_function(self.json_body)
         except ValueError as e:
             return 400, {}, json.dumps({"Error": {"Code": e.args[0], "Message": e.args[1]}})
         else:
             config = fn.get_configuration()
             return 201, {}, json.dumps(config)
 
+    def _publish_function(self, request, full_url, headers):
+        function_name = self.path.rsplit('/', 2)[-2]
+
+        fn = self.lambda_backend.publish_function(function_name)
+        if fn:
+            config = fn.get_configuration()
+            return 200, {}, json.dumps(config)
+        else:
+            return 404, {}, "{}"
+
     def _delete_function(self, request, full_url, headers):
-        lambda_backend = self.get_lambda_backend(full_url)
+        function_name = self.path.rsplit('/', 1)[-1]
+        qualifier = self._get_param('Qualifier', None)
 
-        path = request.path if hasattr(request, 'path') else request.path_url
-        function_name = path.split('/')[-1]
-
-        if lambda_backend.has_function(function_name):
-            lambda_backend.delete_function(function_name)
+        if self.lambda_backend.delete_function(function_name, qualifier):
             return 204, {}, ""
         else:
             return 404, {}, "{}"
 
     def _get_function(self, request, full_url, headers):
-        lambda_backend = self.get_lambda_backend(full_url)
+        function_name = self.path.rsplit('/', 1)[-1]
+        qualifier = self._get_param('Qualifier', None)
 
-        path = request.path if hasattr(request, 'path') else request.path_url
-        function_name = path.split('/')[-1]
+        fn = self.lambda_backend.get_function(function_name, qualifier)
 
-        if lambda_backend.has_function(function_name):
-            fn = lambda_backend.get_function(function_name)
+        if fn:
             code = fn.get_code()
+
             return 200, {}, json.dumps(code)
         else:
             return 404, {}, "{}"
 
-    def get_lambda_backend(self, full_url):
-        from moto.awslambda.models import lambda_backends
-        region = self._get_aws_region(full_url)
-        return lambda_backends[region]
-
     def _get_aws_region(self, full_url):
         region = re.search(self.region_regex, full_url)
         if region:
@@ -176,41 +205,27 @@ class LambdaResponse(BaseResponse):
             return self.default_region
 
     def _list_tags(self, request, full_url):
-        lambda_backend = self.get_lambda_backend(full_url)
+        function_arn = unquote(self.path.rsplit('/', 1)[-1])
 
-        path = request.path if hasattr(request, 'path') else request.path_url
-        function_arn = unquote(path.split('/')[-1])
-
-        if lambda_backend.has_function_arn(function_arn):
-            function = lambda_backend.get_function_by_arn(function_arn)
-            return 200, {}, json.dumps(dict(Tags=function.tags))
+        fn = self.lambda_backend.get_function_by_arn(function_arn)
+        if fn:
+            return 200, {}, json.dumps({'Tags': fn.tags})
         else:
             return 404, {}, "{}"
 
     def _tag_resource(self, request, full_url):
-        lambda_backend = self.get_lambda_backend(full_url)
+        function_arn = unquote(self.path.rsplit('/', 1)[-1])
 
-        path = request.path if hasattr(request, 'path') else request.path_url
-        function_arn = unquote(path.split('/')[-1])
-
-        spec = json.loads(self.body)
-
-        if lambda_backend.has_function_arn(function_arn):
-            lambda_backend.tag_resource(function_arn, spec['Tags'])
+        if self.lambda_backend.tag_resource(function_arn, self.json_body['Tags']):
             return 200, {}, "{}"
         else:
             return 404, {}, "{}"
 
     def _untag_resource(self, request, full_url):
-        lambda_backend = self.get_lambda_backend(full_url)
+        function_arn = unquote(self.path.rsplit('/', 1)[-1])
+        tag_keys = self.querystring['tagKeys']
 
-        path = request.path if hasattr(request, 'path') else request.path_url
-        function_arn = unquote(path.split('/')[-1].split('?')[0])
-
-        tag_keys = parse_qs(urlparse(full_url).query)['tagKeys']
-
-        if lambda_backend.has_function_arn(function_arn):
-            lambda_backend.untag_resource(function_arn, tag_keys)
+        if self.lambda_backend.untag_resource(function_arn, tag_keys):
             return 204, {}, "{}"
         else:
             return 404, {}, "{}"
diff --git a/moto/awslambda/urls.py b/moto/awslambda/urls.py
index 005785f19..7c4d064dc 100644
--- a/moto/awslambda/urls.py
+++ b/moto/awslambda/urls.py
@@ -10,6 +10,7 @@ response = LambdaResponse()
 url_paths = {
     '{0}/(?P<api_version>[^/]+)/functions/?$': response.root,
     r'{0}/(?P<api_version>[^/]+)/functions/(?P<function_name>[\w_-]+)/?$': response.function,
+    r'{0}/(?P<api_version>[^/]+)/functions/(?P<function_name>[\w_-]+)/versions/?$': response.versions,
     r'{0}/(?P<api_version>[^/]+)/functions/(?P<function_name>[\w_-]+)/invocations/?$': response.invoke,
     r'{0}/(?P<api_version>[^/]+)/functions/(?P<function_name>[\w_-]+)/invoke-async/?$': response.invoke_async,
     r'{0}/(?P<api_version>[^/]+)/tags/(?P<resource_arn>.+)': response.tag,
diff --git a/moto/awslambda/utils.py b/moto/awslambda/utils.py
new file mode 100644
index 000000000..88146d34f
--- /dev/null
+++ b/moto/awslambda/utils.py
@@ -0,0 +1,15 @@
+from collections import namedtuple
+
+ARN = namedtuple('ARN', ['region', 'account', 'function_name', 'version'])
+
+
+def make_function_arn(region, account, name, version='1'):
+    return 'arn:aws:lambda:{0}:{1}:function:{2}:{3}'.format(region, account, name, version)
+
+
+def split_function_arn(arn):
+    arn = arn.replace('arn:aws:lambda:')
+
+    region, account, _, name, version = arn.split(':')
+
+    return ARN(region, account, name, version)
diff --git a/moto/core/responses.py b/moto/core/responses.py
index be0a4ef45..5fce3bf9d 100644
--- a/moto/core/responses.py
+++ b/moto/core/responses.py
@@ -106,7 +106,7 @@ class BaseResponse(_TemplateEnvironmentMixin):
 
     default_region = 'us-east-1'
     # to extract region, use [^.]
-    region_regex = r'\.([^.]+?)\.amazonaws\.com'
+    region_regex = r'\.(?P<region>[a-z]{2}-[a-z]+-\d{1})\.amazonaws\.com'
     aws_service_spec = None
 
     @classmethod
diff --git a/tests/test_awslambda/test_lambda.py b/tests/test_awslambda/test_lambda.py
index 7bdfe3256..e7a9f9174 100644
--- a/tests/test_awslambda/test_lambda.py
+++ b/tests/test_awslambda/test_lambda.py
@@ -12,7 +12,7 @@ import sure  # noqa
 from freezegun import freeze_time
 from moto import mock_lambda, mock_s3, mock_ec2, settings
 
-_lambda_region = 'us-east-1' if settings.TEST_SERVER_MODE else 'us-west-2'
+_lambda_region = 'us-west-2'
 
 
 def _process_lambda(func_str):
@@ -220,7 +220,7 @@ def test_create_function_from_aws_bucket():
     result.pop('LastModified')
     result.should.equal({
         'FunctionName': 'testFunction',
-        'FunctionArn': 'arn:aws:lambda:{}:123456789012:function:testFunction'.format(_lambda_region),
+        'FunctionArn': 'arn:aws:lambda:{}:123456789012:function:testFunction:$LATEST'.format(_lambda_region),
         'Runtime': 'python2.7',
         'Role': 'test-iam-role',
         'Handler': 'lambda_function.lambda_handler',
@@ -265,7 +265,7 @@ def test_create_function_from_zipfile():
 
     result.should.equal({
         'FunctionName': 'testFunction',
-        'FunctionArn': 'arn:aws:lambda:{}:123456789012:function:testFunction'.format(_lambda_region),
+        'FunctionArn': 'arn:aws:lambda:{}:123456789012:function:testFunction:$LATEST'.format(_lambda_region),
         'Runtime': 'python2.7',
         'Role': 'test-iam-role',
         'Handler': 'lambda_function.lambda_handler',
@@ -317,30 +317,25 @@ def test_get_function():
     result['ResponseMetadata'].pop('RetryAttempts', None)
     result['Configuration'].pop('LastModified')
 
-    result.should.equal({
-        "Code": {
-            "Location": "s3://awslambda-{0}-tasks.s3-{0}.amazonaws.com/test.zip".format(_lambda_region),
-            "RepositoryType": "S3"
-        },
-        "Configuration": {
-            "CodeSha256": hashlib.sha256(zip_content).hexdigest(),
-            "CodeSize": len(zip_content),
-            "Description": "test lambda function",
-            "FunctionArn": 'arn:aws:lambda:{}:123456789012:function:testFunction'.format(_lambda_region),
-            "FunctionName": "testFunction",
-            "Handler": "lambda_function.lambda_handler",
-            "MemorySize": 128,
-            "Role": "test-iam-role",
-            "Runtime": "python2.7",
-            "Timeout": 3,
-            "Version": '$LATEST',
-            "VpcConfig": {
-                "SecurityGroupIds": [],
-                "SubnetIds": [],
-            }
-        },
-        'ResponseMetadata': {'HTTPStatusCode': 200},
-    })
+    result['Code']['Location'].should.equal('s3://awslambda-{0}-tasks.s3-{0}.amazonaws.com/test.zip'.format(_lambda_region))
+    result['Code']['RepositoryType'].should.equal('S3')
+
+    result['Configuration']['CodeSha256'].should.equal(hashlib.sha256(zip_content).hexdigest())
+    result['Configuration']['CodeSize'].should.equal(len(zip_content))
+    result['Configuration']['Description'].should.equal('test lambda function')
+    result['Configuration'].should.contain('FunctionArn')
+    result['Configuration']['FunctionName'].should.equal('testFunction')
+    result['Configuration']['Handler'].should.equal('lambda_function.lambda_handler')
+    result['Configuration']['MemorySize'].should.equal(128)
+    result['Configuration']['Role'].should.equal('test-iam-role')
+    result['Configuration']['Runtime'].should.equal('python2.7')
+    result['Configuration']['Timeout'].should.equal(3)
+    result['Configuration']['Version'].should.equal('$LATEST')
+    result['Configuration'].should.contain('VpcConfig')
+
+    # Test get function with
+    result = conn.get_function(FunctionName='testFunction', Qualifier='$LATEST')
+    result['Configuration']['Version'].should.equal('$LATEST')
 
 
 @mock_lambda
@@ -380,6 +375,52 @@ def test_delete_function():
         FunctionName='testFunctionThatDoesntExist').should.throw(botocore.client.ClientError)
 
 
+@mock_lambda
+@mock_s3
+def test_publish():
+    s3_conn = boto3.client('s3', 'us-west-2')
+    s3_conn.create_bucket(Bucket='test-bucket')
+
+    zip_content = get_test_zip_file2()
+    s3_conn.put_object(Bucket='test-bucket', Key='test.zip', Body=zip_content)
+    conn = boto3.client('lambda', 'us-west-2')
+
+    conn.create_function(
+        FunctionName='testFunction',
+        Runtime='python2.7',
+        Role='test-iam-role',
+        Handler='lambda_function.lambda_handler',
+        Code={
+            'S3Bucket': 'test-bucket',
+            'S3Key': 'test.zip',
+        },
+        Description='test lambda function',
+        Timeout=3,
+        MemorySize=128,
+        Publish=True,
+    )
+
+    function_list = conn.list_functions()
+    function_list['Functions'].should.have.length_of(1)
+    latest_arn = function_list['Functions'][0]['FunctionArn']
+
+    conn.publish_version(FunctionName='testFunction')
+
+    function_list = conn.list_functions()
+    function_list['Functions'].should.have.length_of(2)
+
+    # #SetComprehension ;-)
+    published_arn = list({f['FunctionArn'] for f in function_list['Functions']} - {latest_arn})[0]
+    published_arn.should.contain('testFunction:1')
+
+    conn.delete_function(FunctionName='testFunction', Qualifier='1')
+
+    function_list = conn.list_functions()
+    function_list['Functions'].should.have.length_of(1)
+    function_list['Functions'][0]['FunctionArn'].should.contain('testFunction:$LATEST')
+
+
+
 @mock_lambda
 @mock_s3
 @freeze_time('2015-01-01 00:00:00')
@@ -420,7 +461,7 @@ def test_list_create_list_get_delete_list():
             "CodeSha256": hashlib.sha256(zip_content).hexdigest(),
             "CodeSize": len(zip_content),
             "Description": "test lambda function",
-            "FunctionArn": 'arn:aws:lambda:{}:123456789012:function:testFunction'.format(_lambda_region),
+            "FunctionArn": 'arn:aws:lambda:{}:123456789012:function:testFunction:$LATEST'.format(_lambda_region),
             "FunctionName": "testFunction",
             "Handler": "lambda_function.lambda_handler",
             "MemorySize": 128,
@@ -633,7 +674,7 @@ def test_get_function_created_with_zipfile():
             "CodeSha256": hashlib.sha256(zip_content).hexdigest(),
             "CodeSize": len(zip_content),
             "Description": "test lambda function",
-            "FunctionArn":'arn:aws:lambda:{}:123456789012:function:testFunction'.format(_lambda_region),
+            "FunctionArn":'arn:aws:lambda:{}:123456789012:function:testFunction:$LATEST'.format(_lambda_region),
             "FunctionName": "testFunction",
             "Handler": "lambda_function.handler",
             "MemorySize": 128,