diff --git a/Dockerfile b/Dockerfile
index 31456b7..f4c0c99 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,10 +1,15 @@
-FROM python:3.9-slim
+# Use an official Python runtime with NVIDIA CUDA support
+FROM nvidia/cuda:11.2.2-cudnn8-runtime-ubuntu20.04
 
 WORKDIR /app
 
+# Copy your application files
 COPY . /app
 
-RUN pip install --no-cache-dir -r requirements.txt
+# Install Python and FastAPI dependencies
+RUN apt-get update && apt-get install -y python3-pip && \
+    pip3 install --no-cache-dir -r requirements.txt
 
-CMD uvicorn main:app --port=8000 --host=0.0.0.0
+EXPOSE 8000
 
+CMD uvicorn main:app --port=${PORT:-8000} --host=0.0.0.0
diff --git a/README.md b/README.md
index bf9ad47..cd7eb32 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ FastAPI is used to handle pub/sub requests. For setting up infrastructure compon
 
 The main functionalities – database connectivity with read/write operations and text translation using a pre-trained model fetched from Hugging Face – are all triggered in the cloud when a message from pub/sub arrives. However, for local testing and independent execution, these functions can be run directly from the terminal.
 
-## Local Testing of /pubsub-handler
+## Local Testing
 
 To test the `/pubsub-handler` endpoint locally:
 
diff --git a/terraform/main.tf b/terraform/main.tf
index 63f38e4..7f8fef3 100644
--- a/terraform/main.tf
+++ b/terraform/main.tf
@@ -56,8 +56,9 @@ resource "google_project_iam_member" "cloud_build_service_account_iam_roles" {
 }
 
 
-
-
+/* -------------------------------------------------------------------------- */
+/*                                   Modules                                  */
+/* -------------------------------------------------------------------------- */
 
 module "secret_manager" {
   source       = "./modules/secret_manager"
@@ -66,6 +67,18 @@ module "secret_manager" {
 
 
 
+module "cloud_run" {
+  source = "./modules/cloud_run"
+
+  gcp_project_id = var.gcp_project_id
+  gcp_region     = var.gcp_region
+  network_id     = var.gcp_network_name
+  depends_on = [
+    module.secret_manager
+  ]
+}
+
+
 module "cloud_build" {
   source                     = "./modules/cloud_build"
   gcp_project_id             = var.gcp_project_id
@@ -77,7 +90,7 @@ module "cloud_build" {
   github_remote_uri          = var.github_remote_uri
 
   depends_on = [
-
+    module.cloud_run,
     module.secret_manager
   ]
 }