diff --git a/pueblo/sfa/README.md b/pueblo/sfa/README.md
index 4219558..003a545 100644
--- a/pueblo/sfa/README.md
+++ b/pueblo/sfa/README.md
@@ -25,6 +25,8 @@ not be used together.
 # Invoke Python entrypoint with given specification.
 PYTHONPATH=$(pwd) sfa run tests.testdata.entrypoint:main
 sfa run tests/testdata/entrypoint.py:main
+sfa run https://github.com/pyveci/pueblo/raw/refs/heads/sfa/tests/testdata/entrypoint.py#main
+sfa run github://pyveci:pueblo@/tests/testdata/entrypoint.py#main
 ```
 
 
diff --git a/pueblo/sfa/core.py b/pueblo/sfa/core.py
index 4b2c628..3e7c61e 100644
--- a/pueblo/sfa/core.py
+++ b/pueblo/sfa/core.py
@@ -1,12 +1,16 @@
 import importlib.util
+import logging
 import sys
 import typing as t
 from pathlib import Path
+from tempfile import NamedTemporaryFile
 from types import ModuleType
 from urllib.parse import urlparse
 
 from attrs import define
 
+logger = logging.getLogger(__name__)
+
 
 class InvalidTarget(Exception):
     pass
@@ -29,6 +33,7 @@ def from_spec(cls, spec: str, default_property=None):
         :param default_property: Name of the property to load if not specified in target (default: "api")
         :return:
         """
+        is_url = False
         if cls.is_valid_url(spec):
             # Decode launch target location address from URL.
             # URL: https://example.org/acme/app.py#foo
@@ -51,7 +56,6 @@ def from_spec(cls, spec: str, default_property=None):
                 if default_property is None:
                     raise ValueError("Property can not be discovered, and no default property was supplied")
                 prop = default_property
-            is_url = False
 
         return cls(target=target, property=prop, is_url=is_url)
 
@@ -102,9 +106,10 @@ def run(self, *args, **kwargs):
     def load(self):
         target = self.address.target
         prop = self.address.property
+        is_url = self.address.is_url
 
         # Sanity checks, as suggested by @coderabbitai. Thanks.
-        if not target or (":" in target and len(target.split(":")) != 2):
+        if not is_url and (not target or (":" in target and len(target.split(":")) != 2)):
             raise InvalidTarget(
                 f"Invalid target format: {target}. "
                 "Use either a Python module entrypoint specification, "
@@ -139,13 +144,29 @@ def load(self):
 
     def load_any(self):
         if self.address.is_url:
-            mod = None
+            import fsspec
+
+            url = urlparse(self.address.target)
+            url_path = Path(url.path)
+            name = "_".join([url_path.parent.stem, url_path.stem])
+            suffix = url_path.suffix
+            app_file = NamedTemporaryFile(prefix=f"{name}_", suffix=suffix, delete=False)
+            target = app_file.name
+            logger.info(f"Loading remote single-file application, source: {url}")
+            logger.info(f"Writing remote single-file application, target: {target}")
+            fs = fsspec.open(f"simplecache::{self.address.target}")
+            with fs as f:
+                app_file.write(f.read())
+            app_file.flush()
+            path = Path(app_file.name)
         else:
             path = Path(self.address.target)
-            if path.is_file():
-                mod = self.load_file(path)
-            else:
-                mod = importlib.import_module(self.address.target)
+
+        if path.is_file():
+            mod = self.load_file(path)
+        else:
+            mod = importlib.import_module(self.address.target)
+
         self._module = mod
 
     @staticmethod
diff --git a/pyproject.toml b/pyproject.toml
index f1eb5ba..8324204 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -116,6 +116,8 @@ optional-dependencies.release = [
 ]
 optional-dependencies.sfa = [
   "attrs",
+  "fsspec[github,http,libarchive,s3]<2024.11",
+  "tomli<3",
 ]
 optional-dependencies.test = [
   "pueblo[testing]",
diff --git a/tests/sfa/__init__.py b/tests/sfa/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/testdata/entrypoint.py b/tests/sfa/basic.py
similarity index 100%
rename from tests/testdata/entrypoint.py
rename to tests/sfa/basic.py
diff --git a/tests/test_sfa.py b/tests/test_sfa.py
index 39bbb7a..08573a6 100644
--- a/tests/test_sfa.py
+++ b/tests/test_sfa.py
@@ -35,8 +35,9 @@ def test_address_url():
 @pytest.mark.parametrize(
     "spec",
     [
-        "tests.testdata.entrypoint:main",
-        "tests/testdata/entrypoint.py:main",
+        "tests.sfa.basic:main",
+        "tests/sfa/basic.py:main",
+        "https://github.com/pyveci/pueblo/raw/refs/heads/sfa/tests/sfa/basic.py#main",
     ],
 )
 def test_application_api_success(capsys, spec):
@@ -53,6 +54,7 @@ def test_application_api_success(capsys, spec):
     [
         "pueblo.context:pueblo_cache_path",
         "pueblo/context.py:pueblo_cache_path",
+        "https://github.com/pyveci/pueblo/raw/refs/heads/main/pueblo/context.py#pueblo_cache_path",
     ],
 )
 def test_application_api_not_callable(capsys, spec):
@@ -65,8 +67,9 @@ def test_application_api_not_callable(capsys, spec):
 @pytest.mark.parametrize(
     "spec",
     [
-        "tests.testdata.entrypoint:main",
-        "tests/testdata/entrypoint.py:main",
+        "tests.sfa.basic:main",
+        "tests/sfa/basic.py:main",
+        "https://github.com/pyveci/pueblo/raw/refs/heads/sfa/tests/sfa/basic.py#main",
     ],
 )
 def test_application_cli(mocker, capfd, spec):