diff --git a/docker/ingestion/Dockerfile b/docker/ingestion/Dockerfile
deleted file mode 100644
index d3d875c5dd..0000000000
--- a/docker/ingestion/Dockerfile
+++ /dev/null
@@ -1,19 +0,0 @@
-# Defining environment
-ARG APP_ENV=prod
-
-FROM openjdk:8-jre-alpine as base
-
-FROM openjdk:8 as prod-build
-COPY . datahub-src
-RUN cd datahub-src && ./gradlew :metadata-ingestion-examples:mce-cli:build
-
-FROM base as prod-install
-COPY --from=prod-build datahub-src/metadata-ingestion-examples/mce-cli/build/libs/mce-cli.jar /datahub/ingestion/bin/mce-cli.jar
-COPY --from=prod-build datahub-src/metadata-ingestion-examples/mce-cli/example-bootstrap.json /datahub/ingestion/example-bootstrap.json
-
-FROM base as dev-install
-# Dummy stage for development. Assumes code is built on your machine and mounted to this image.
-# See this excellent thread https://github.com/docker/cli/issues/1134
-
-FROM ${APP_ENV}-install as final
-CMD java -jar /datahub/ingestion/bin/mce-cli.jar -m produce /datahub/ingestion/example-bootstrap.json
\ No newline at end of file
diff --git a/docker/ingestion/README.md b/docker/ingestion/README.md
index 8776019cb5..677e2b8ff8 100644
--- a/docker/ingestion/README.md
+++ b/docker/ingestion/README.md
@@ -1,5 +1,3 @@
-# DataHub MetadataChangeEvent (MCE) Ingestion Docker Image
+# DataHub Ingestion Quickstart
 
-Ingests data into [GMA](../../docs/what/gma.md) using the [example ingestion CLI](
-../../metadata-ingestion-examples/mce-cli/README.md). Recommended to use with [quickstart](../../docs/quickstart.md) to
-quickly get a DataHub instance up and running with some fake data.
+Ingests some [sample data](../../metadata-ingestion/examples/mce_files/bootstrap_mce.json) into [GMA](../../docs/what/gma.md) using the [Python ingestion framework](../../metadata-ingestion). Recommended for use with [quickstart](../../docs/quickstart.md) to quickly get a DataHub instance up and running with some fake data.
diff --git a/docker/ingestion/docker-compose.dev.yml b/docker/ingestion/docker-compose.dev.yml
deleted file mode 100644
index 39ce3ab2a2..0000000000
--- a/docker/ingestion/docker-compose.dev.yml
+++ /dev/null
@@ -1,18 +0,0 @@
----
-version: '3.5'
-services:
-  ingestion:
-    image: datahub-ingestion:debug
-    env_file: env/docker.env
-    build:
-      context: .
-      dockerfile: Dockerfile
-      args:
-        APP_ENV: dev
-    volumes:
-      - ../../metadata-ingestion-examples/mce-cli/build/libs/:/datahub/ingestion/bin
-      - ../../metadata-ingestion-examples/mce-cli/example-bootstrap.json:/datahub/ingestion/example-bootstrap.json
-
-networks:
-  default:
-    name: datahub_network
\ No newline at end of file
diff --git a/docker/ingestion/docker-compose.yml b/docker/ingestion/docker-compose.yml
index 9cedae7e1e..175788a5ab 100644
--- a/docker/ingestion/docker-compose.yml
+++ b/docker/ingestion/docker-compose.yml
@@ -2,17 +2,18 @@
 version: '3.5'
 services:
   ingestion:
-    image: datahub-ingestion
-    env_file: env/docker.env
     build:
       context: ../../
-      dockerfile: docker/ingestion/Dockerfile
+      dockerfile: docker/datahub-ingestion/Dockerfile
+    image: linkedin/datahub-ingestion:${DATAHUB_VERSION:-latest}
     hostname: ingestion
     container_name: ingestion
-    environment:
-      - KAFKA_BOOTSTRAP_SERVER=broker:29092
-      - KAFKA_SCHEMAREGISTRY_URL=http://schema-registry:8081
+    command: "ingest -c /sample_recipe.yml"
+    volumes: 
+      # Most of the config is embedded inside the sample recipe file.
+      - ./sample_recipe.yml:/sample_recipe.yml:ro
+      - ../../metadata-ingestion/examples/mce_files/bootstrap_mce.json:/bootstrap_mce.json:ro
 
 networks:
   default:
-    name: datahub_network
\ No newline at end of file
+    name: datahub_network
diff --git a/docker/ingestion/env/docker.env b/docker/ingestion/env/docker.env
deleted file mode 100644
index 0e2f58bf87..0000000000
--- a/docker/ingestion/env/docker.env
+++ /dev/null
@@ -1,2 +0,0 @@
-KAFKA_BOOTSTRAP_SERVER=broker:29092
-KAFKA_SCHEMAREGISTRY_URL=http://schema-registry:8081
diff --git a/docker/ingestion/ingestion-dev.sh b/docker/ingestion/ingestion-dev.sh
deleted file mode 100755
index 72072156bf..0000000000
--- a/docker/ingestion/ingestion-dev.sh
+++ /dev/null
@@ -1,6 +0,0 @@
-#!/bin/bash
-
-# Runs the ingestion image using your locally built mce-cli. Gradle build must have been run before this script.
-
-DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
-cd $DIR && COMPOSE_DOCKER_CLI_BUILD=1 DOCKER_BUILDKIT=1 docker-compose -f docker-compose.dev.yml -p datahub up
\ No newline at end of file
diff --git a/docker/ingestion/ingestion.sh b/docker/ingestion/ingestion.sh
index 339158a6cc..2ac49f6e7e 100755
--- a/docker/ingestion/ingestion.sh
+++ b/docker/ingestion/ingestion.sh
@@ -1,4 +1,4 @@
 #!/bin/bash
 
 DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" >/dev/null 2>&1 && pwd )"
-cd $DIR && COMPOSE_DOCKER_CLI_BUILD=1 DOCKER_BUILDKIT=1 docker-compose -p datahub up --build
\ No newline at end of file
+cd $DIR && docker-compose pull && docker-compose -p datahub up
diff --git a/docker/ingestion/sample_recipe.yml b/docker/ingestion/sample_recipe.yml
new file mode 100644
index 0000000000..e1315bb87b
--- /dev/null
+++ b/docker/ingestion/sample_recipe.yml
@@ -0,0 +1,9 @@
+source:
+  type: "file"
+  config:
+    filename: "/bootstrap_mce.json"
+
+sink:
+  type: "datahub-rest"
+  config:
+    server: 'http://datahub-gms:8080'
diff --git a/metadata-ingestion-examples/mce-cli/README.md b/metadata-ingestion-examples/mce-cli/README.md
index 5ada2b8b1c..de524ad19f 100644
--- a/metadata-ingestion-examples/mce-cli/README.md
+++ b/metadata-ingestion-examples/mce-cli/README.md
@@ -52,7 +52,4 @@ Where `my-file.json` is some file that contains a
 
 ### Producing the Example Events with Docker
 
-We have some example events in the `example-bootstrap.json` file, which can be invoked via the above example or in a
-docker environment using `docker/ingestion/ingestion.sh`. We also have a developer image
-(`docker/ingestion/ingestion-dev.sh`) which uses your locally built jar rather than building on the docker image itself,
-which may be faster if you have already built code locally.
\ No newline at end of file
+We have some example events in the `example-bootstrap.json` file, which can be invoked via the above example.
\ No newline at end of file
diff --git a/metadata-ingestion/setup.py b/metadata-ingestion/setup.py
index ff8513708f..4d957038a2 100644
--- a/metadata-ingestion/setup.py
+++ b/metadata-ingestion/setup.py
@@ -54,9 +54,12 @@ setuptools.setup(
     ],
     python_requires=">=3.6",
     package_dir={"": "src"},
-    packages=setuptools.find_packages(where="./src"),
+    packages=setuptools.find_namespace_packages(where="./src"),
     include_package_data=True,
-    package_data={"datahub": ["py.typed"]},
+    package_data={
+        "datahub": ["py.typed"],
+        "datahub.metadata": ["schema.avsc"],
+    },
     entry_points={
         "console_scripts": ["datahub = datahub.entrypoints:datahub"],
     },
diff --git a/metadata-ingestion/src/datahub/ingestion/extractor/__init__.py b/metadata-ingestion/src/datahub/ingestion/extractor/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/metadata-ingestion/src/datahub/ingestion/sink/__init__.py b/metadata-ingestion/src/datahub/ingestion/sink/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/metadata-ingestion/src/datahub/ingestion/source/__init__.py b/metadata-ingestion/src/datahub/ingestion/source/__init__.py
new file mode 100644
index 0000000000..e69de29bb2