diff --git a/.github/workflows/update_test_file_ratings.yml b/.github/workflows/update_test_file_ratings.yml
index e3321663bb..c4b01f19dc 100644
--- a/.github/workflows/update_test_file_ratings.yml
+++ b/.github/workflows/update_test_file_ratings.yml
@@ -104,3 +104,26 @@ jobs:
           user_email: "test-infra@pytorch.org"
           user_name: "Pytorch Test Infra"
           commit_message: "Updating TD heuristic: historical edited files"
+
+  update-ec2-pricing:
+    runs-on: linux.large
+    steps:
+      - name: Checkout test-infra repository
+        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+
+      - name: Install Dependencies
+        run: python3 -m pip install boto3==1.19.12 PyYAML==6.0
+
+      - name: Generate EC2 pricing data
+        run: |
+          python3 tools/torchci/ec2_pricing.py --output ec2_pricing.json
+
+      - name: Compress pricing file
+        run: |
+          gzip ec2_pricing.json
+
+      - name: Upload pricing file to S3
+        run: |
+          aws s3 cp ec2_pricing.json.gz s3://ossci-metrics/ec2_pricing.json.gz \
+            --content-encoding gzip \
+            --content-type application/json
diff --git a/tools/torchci/ec2_pricing.py b/tools/torchci/ec2_pricing.py
new file mode 100644
index 0000000000..344e0cf264
--- /dev/null
+++ b/tools/torchci/ec2_pricing.py
@@ -0,0 +1,105 @@
+#!/usr/bin/env python3
+"""
+EC2 Pricing Map Generator
+
+Generates a pricing map for EC2 instances by reading .github/scale-config.yml
+and fetching current AWS pricing data.
+"""
+
+import argparse
+import json
+from functools import lru_cache
+from typing import Optional
+
+import requests
+import yaml
+
+
+def gen_pricing_map(output_file: str) -> None:
+    """Generate pricing map from scale-config.yml and write to output file."""
+    with open(".github/scale-config.yml", "r") as f:
+        config = yaml.safe_load(f)
+
+    runner_types = config.get("runner_types", {})
+    pricing_data = []
+
+    for runner_type, runner_config in runner_types.items():
+        instance_type = runner_config.get("instance_type", "")
+        os_type = runner_config.get("os", "linux")  # Default to linux if not specified
+        price = get_price(instance_type, os_type) or 0.0
+        pricing_data.append([runner_type, instance_type, price])
+
+    # Write to file
+    with open(output_file, "w") as f:
+        for row in pricing_data:
+            f.write(json.dumps(row))
+            f.write("\n")
+
+    print(f"Output written to {output_file}")
+
+
+@lru_cache
+def get_all_pricing_data() -> dict:
+    """Fetch the entire EC2 pricing data from AWS pricing API.  Cached for efficiency."""
+    price_list_url = "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonEC2/current/us-east-1/index.json"
+    response = requests.get(price_list_url)
+    response.raise_for_status()
+    return response.json()
+
+
+def get_price(instance_type, os_type="linux") -> Optional[float]:
+    """Fetch on-demand price for EC2 instance type using AWS public pricing data. Returns None if not found."""
+
+    # Map os_type to AWS pricing API values
+    operating_system = "Windows" if os_type.lower() == "windows" else "Linux"
+
+    # Get the cached pricing data
+    pricing_data = get_all_pricing_data()
+
+    # Search through the products to find matching instance
+    for product_sku, product_data in pricing_data.get("products", {}).items():
+        attributes = product_data.get("attributes", {})
+
+        if (
+            attributes.get("instanceType") == instance_type
+            and attributes.get("location") == "US East (N. Virginia)"
+            and attributes.get("operatingSystem") == operating_system
+            and attributes.get("preInstalledSw") == "NA"
+            and attributes.get("tenancy") == "Shared"
+            and attributes.get("usagetype", "").startswith("BoxUsage")
+        ):
+            # Found the product, now get the pricing terms
+            terms = (
+                pricing_data.get("terms", {}).get("OnDemand", {}).get(product_sku, {})
+            )
+
+            for term_data in terms.values():
+                price_dimensions = term_data.get("priceDimensions", {})
+                for price_data in price_dimensions.values():
+                    price_per_unit = price_data.get("pricePerUnit", {}).get("USD")
+                    if price_per_unit:
+                        return float(price_per_unit)
+
+    print(f"No pricing found for {instance_type} ({operating_system})")
+    return None
+
+
+def main():
+    """Parse command-line arguments and generate EC2 pricing map."""
+    parser = argparse.ArgumentParser(
+        description="Generate EC2 pricing map from scale-config.yml"
+    )
+    parser.add_argument(
+        "--output",
+        "-o",
+        type=str,
+        default="ec2_pricing.json",
+        help="Output file path (default: ec2_pricing.json)",
+    )
+    args = parser.parse_args()
+
+    gen_pricing_map(args.output)
+
+
+if __name__ == "__main__":
+    main()