diff --git a/notebooks/integrations/integration-prefect-workflows.ipynb b/notebooks/integrations/integration-prefect-workflows.ipynb
index 4c7d029a..92ef2159 100644
--- a/notebooks/integrations/integration-prefect-workflows.ipynb
+++ b/notebooks/integrations/integration-prefect-workflows.ipynb
@@ -29,8 +29,7 @@
     "\n",
     "### Setting up a simple flow\n",
     "\n",
-    "Now we can get started! Creating Prefect **tasks** is easy enough on its own, but we've added\n",
-    "some simple ones to the ``rubicon_ml`` library."
+    "Now we can get started! Let's create some simple Prefect **tasks** for the core ``rubcion_ml`` loggers."
    ]
   },
   {
@@ -39,15 +38,56 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from rubicon_ml.workflow.prefect import (\n",
-    "    get_or_create_project_task,\n",
-    "    create_experiment_task,\n",
-    "    log_artifact_task,\n",
-    "    log_dataframe_task,\n",
-    "    log_feature_task,\n",
-    "    log_metric_task,\n",
-    "    log_parameter_task,\n",
-    ")"
+    "\n",
+    "from prefect import task\n",
+    "\n",
+    "\n",
+    "@task\n",
+    "def get_or_create_project_task(\n",
+    "    persistence, root_dir, project_name, auto_git_enabled=False, storage_options={}, **kwargs\n",
+    "):\n",
+    "    from rubicon_ml import Rubicon\n",
+    "\n",
+    "\n",
+    "    rubicon = Rubicon(\n",
+    "        persistence=persistence,\n",
+    "        root_dir=root_dir,\n",
+    "        auto_git_enabled=auto_git_enabled,\n",
+    "        **storage_options,\n",
+    "    )\n",
+    "    project = rubicon.get_or_create_project(project_name, **kwargs)\n",
+    "\n",
+    "    return project\n",
+    "\n",
+    "\n",
+    "@task\n",
+    "def create_experiment_task(project, **kwargs):\n",
+    "    return project.log_experiment(**kwargs)\n",
+    "\n",
+    "\n",
+    "@task\n",
+    "def log_artifact_task(parent, **kwargs):\n",
+    "    return parent.log_artifact(**kwargs)\n",
+    "\n",
+    "\n",
+    "@task\n",
+    "def log_dataframe_task(parent, df, **kwargs):\n",
+    "    return parent.log_dataframe(df, **kwargs)\n",
+    "\n",
+    "\n",
+    "@task\n",
+    "def log_feature_task(experiment, feature_name, **kwargs):\n",
+    "    return experiment.log_feature(feature_name, **kwargs)\n",
+    "\n",
+    "\n",
+    "@task\n",
+    "def log_metric_task(experiment, metric_name, metric_value, **kwargs):\n",
+    "    return experiment.log_metric(metric_name, metric_value, **kwargs)\n",
+    "\n",
+    "\n",
+    "@task\n",
+    "def log_parameter_task(experiment, parameter_name, parameter_value, **kwargs):\n",
+    "    return experiment.log_parameter(parameter_name, parameter_value, **kwargs)"
    ]
   },
   {
@@ -65,9 +105,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from prefect import task\n",
-    "\n",
-    "\n",
     "@task\n",
     "def load_data():\n",
     "    from sklearn.datasets import load_wine\n",
diff --git a/rubicon_ml/workflow/__init__.py b/rubicon_ml/workflow/__init__.py
index e69de29b..24588bfb 100644
--- a/rubicon_ml/workflow/__init__.py
+++ b/rubicon_ml/workflow/__init__.py
@@ -0,0 +1,8 @@
+import warnings
+
+warnings.warn(
+    "The `rubicon_ml.workflow` module is deprecated and will be removed in an upcoming release. "
+    "`rubicon_ml` can still be leveraged within custom tasks "
+    "(see https://capitalone.github.io/rubicon-ml/integrations/integration-prefect-workflows.html).",
+    DeprecationWarning,
+)
diff --git a/rubicon_ml/workflow/prefect/__init__.py b/rubicon_ml/workflow/prefect/__init__.py
index 9e131fcb..7dc8d919 100644
--- a/rubicon_ml/workflow/prefect/__init__.py
+++ b/rubicon_ml/workflow/prefect/__init__.py
@@ -1,3 +1,6 @@
+import warnings
+
+
 def _check_for_prefect_extras():
     try:
         import prefect  # noqa F401
@@ -8,6 +11,13 @@ def _check_for_prefect_extras():
         raise ImportError(message)
 
 
+warnings.warn(
+    "The `rubicon_ml.workflow.prefect` module is deprecated and will be removed in an upcoming release."
+    "`rubicon_ml` can still be leveraged within custom tasks. "
+    "(see https://capitalone.github.io/rubicon-ml/integrations/integration-prefect-workflows.html).",
+    DeprecationWarning,
+)
+
 _check_for_prefect_extras()
 
 from rubicon_ml.workflow.prefect.tasks import (  # noqa E402
diff --git a/rubicon_ml/workflow/prefect/tasks.py b/rubicon_ml/workflow/prefect/tasks.py
index d7bb6b99..14f5805f 100644
--- a/rubicon_ml/workflow/prefect/tasks.py
+++ b/rubicon_ml/workflow/prefect/tasks.py
@@ -1,7 +1,16 @@
+import warnings
+
 from prefect import task
 
 from rubicon_ml import Rubicon
 
+warnings.warn(
+    "The `rubicon_ml.workflow.prefect.tasks` module is deprecated and will be removed in an upcoming release."
+    "`rubicon_ml` can still be leveraged within custom tasks. "
+    "(see https://capitalone.github.io/rubicon-ml/integrations/integration-prefect-workflows.html).",
+    DeprecationWarning,
+)
+
 
 @task
 def get_or_create_project_task(
diff --git a/tests/unit/workflow/prefect/test_prefect.py b/tests/unit/workflow/prefect/test_prefect.py
index e64e9fc5..d624f33c 100644
--- a/tests/unit/workflow/prefect/test_prefect.py
+++ b/tests/unit/workflow/prefect/test_prefect.py
@@ -1,9 +1,23 @@
+import importlib
 import sys
 from unittest.mock import patch
 
 import pytest
 
-from rubicon_ml.workflow.prefect import _check_for_prefect_extras
+from rubicon_ml import workflow
+from rubicon_ml.workflow import prefect
+from rubicon_ml.workflow.prefect import _check_for_prefect_extras, tasks
+
+
+def test_deprecations():
+    with pytest.deprecated_call():
+        importlib.reload(workflow)
+
+    with pytest.deprecated_call():
+        importlib.reload(prefect)
+
+    with pytest.deprecated_call():
+        importlib.reload(tasks)
 
 
 def test_missing_prefect_extra_raises_error():