diff --git a/README.md b/README.md
index b1c926e..5b1d958 100644
--- a/README.md
+++ b/README.md
@@ -1,21 +1,28 @@
 # Axiom CloudWatch Lambda [![CI](https://github.com/axiomhq/axiom-cloudwatch-lambda/actions/workflows/ci.yaml/badge.svg)](https://github.com/axiomhq/axiom-cloudwatch-lambda/actions/workflows/ci.yaml)
 
-Easy to use AWS CloudFormation template to deploy a CloudWatch Log Group subscription filter and A lambda to push the
+Easy to use AWS CloudFormation template to deploy a CloudWatch Log Group subscription filter and a Lambda to push the
 logs from your CloudWatch to [Axiom](https://axiom.co).
 
+
+Axiom’s CloudWatch Lambda is deployed using three distinct CloudFormation stacks. These stacks are responsible for the following:
+
+1. Axiom Ingester: This stack creates a Lambda function that ingests logs from CloudWatch and sends them to Axiom.
+2. Backfiller: This stack runs once to create subscription filters on the ingest Lambda,  for all existing CloudWatch log groups.
+3. LogsSubscriber: This stack creates a Lambda function that listens for new log groups and creates subscription filters for them. This way you don't have to create subscription filters manually for new log groups.
+
 ## Guide
 
-1. Create an account at [Axiom Cloud](https://cloud.axiom.co)
+1. Create an account at [Axiom](https://app.axiom.co)
 2. Create a dataset and an API token with ingest permission for that dataset
 3. Launch the stack: [![Launch Stack](https://s3.amazonaws.com/cloudformation-examples/cloudformation-launch-stack.png)](https://console.aws.amazon.com/cloudformation/home?#/stacks/new?stackName=CloudWatch-Axiom&templateURL=https://axiom-cloudformation-stacks.s3.amazonaws.com/axiom-cloudwatch-lambda-cloudformation-stack.yaml)
-4. Subscribe to more LogGroups: [![Launch Stack](https://s3.amazonaws.com/cloudformation-examples/cloudformation-launch-stack.png)](https://console.aws.amazon.com/cloudformation/home?#/stacks/new?stackName=CloudWatch-Backfiller-Axiom&templateURL=https://axiom-cloudformation-stacks.s3.amazonaws.com/axiom-cloudwatch-backfiller-lambda-cloudformation-stack.yaml)
-5. Automatically Subscribe to new LogGroups: [![Launch Stack](https://s3.amazonaws.com/cloudformation-examples/cloudformation-launch-stack.png)](https://console.aws.amazon.com/cloudformation/home?#/stacks/new?stackName=Axiom-CloudWatch-LogsSubscriber&templateURL=https://axiom-cloudformation-stacks.s3.amazonaws.com/axiom-cloudwatch-logs-subscriber-cloudformation-stack.yaml)
+4. Automatically subscribe to all existing log groups: [![Launch Stack](https://s3.amazonaws.com/cloudformation-examples/cloudformation-launch-stack.png)](https://console.aws.amazon.com/cloudformation/home?#/stacks/new?stackName=CloudWatch-Backfiller-Axiom&templateURL=https://axiom-cloudformation-stacks.s3.amazonaws.com/axiom-cloudwatch-backfiller-lambda-cloudformation-stack.yaml)
+5. Automatically Subscribe to new log groups: [![Launch Stack](https://s3.amazonaws.com/cloudformation-examples/cloudformation-launch-stack.png)](https://console.aws.amazon.com/cloudformation/home?#/stacks/new?stackName=Axiom-CloudWatch-LogsSubscriber&templateURL=https://axiom-cloudformation-stacks.s3.amazonaws.com/axiom-cloudwatch-logs-subscriber-cloudformation-stack.yaml)
 
 
 # Logs Subscriber architecture
 
 - Creates an S3 bucket for Cloudtrail
-- Creates a Trail to capture creation of new LogGroups
+- Creates a Trail to capture creation of new log groups
 - Creates an Event Rule to pass those creation events to event bus
-- EventBridge sends an event to a Lambda function when a new LogGroup is created
-- Lambda function creates a subscription filter for the new LogGroup
+- EventBridge sends an event to a Lambda function when a new log group is created
+- Lambda function creates a subscription filter for the new log group
diff --git a/axiom-cloudwatch-lambda-cloudformation-stack.template.yaml b/axiom-cloudwatch-lambda-cloudformation-stack.template.yaml
index f99136c..e9c54a8 100644
--- a/axiom-cloudwatch-lambda-cloudformation-stack.template.yaml
+++ b/axiom-cloudwatch-lambda-cloudformation-stack.template.yaml
@@ -6,9 +6,9 @@ Parameters:
     AllowedPattern: "^(xaat-|xait-).*"
   AxiomURL:
     Type: String
-    Default: "https://cloud.axiom.co"
+    Default: "https://api.axiom.co"
     AllowedPattern: ".+" # required
-    Description: The URL of Axiom endpoint (without trailing /). Defaults to "https://cloud.axiom.co".
+    Description: The URL of Axiom endpoint (without trailing /). Defaults to "https://api.axiom.co".
   AxiomDataset:
     Type: String
     Description: The Name of the Dataset in Axiom to push events to.
diff --git a/handler.py b/handler.py
index 6f9713d..5437fe9 100644
--- a/handler.py
+++ b/handler.py
@@ -39,7 +39,7 @@
 
 
 # push events to axiom
-axiom_url = os.getenv("AXIOM_URL", "https://cloud.axiom.co").strip("/")
+axiom_url = os.getenv("AXIOM_URL", "https://api.axiom.co").strip("/")
 axiom_token = os.getenv("AXIOM_TOKEN")
 axiom_dataset = os.getenv("AXIOM_DATASET")
 disable_json = os.getenv("DISABLE_JSON", "false") == "true"
@@ -67,7 +67,7 @@ def push_events_to_axiom(events: list):
     if len(events) == 0:
         return
 
-    url = f"{axiom_url}/api/v1/datasets/{axiom_dataset}/ingest"
+    url = f"{axiom_url}/v1/datasets/{axiom_dataset}/ingest"
     data = json.dumps(events)
     req = urllib.request.Request(
         url,