I have been exploring the App Engine settings for a small data science web application for 2 weeks. Since it is a personal project that bills my own wallet, I tried a few different parameters in app.yaml
to reduce the "frontend instances" cost. Several changes in, I got unexpected ~10x cost surge!!! It was painful!!! In order to not waste it, I decided to learn something here to understand the behaviour :)... Don't worry, I had temporarily shut down my app ;)
Version 1 app.yaml:
service: my-app
runtime: python37
instance_class: F4
env: standard
automatic_scaling:
min_idle_instances: 1
max_idle_instances: 1
default_expiration: "1m"
inbound_services:
- warmup
entrypoint: gunicorn -b 0.0.0.0:8080 main:server
Version 1, billing result (usage.amount_in_pricing_units
exported from billing account): ~100hr/day, the same as Front end Instance Hours
shown from App Engine billing status.
This is understandable, because I had a F4 instance constantly runing idle that would translate into 24*4=96 frontend instance hours. Adding the instance usage from actual requests (from me only), ~100hr/day seems reasonable.
Version 2, where I intended to lower the instance class and number of instances and also made longer the default_expiration and hoping it would help the app to start quicker and some other stuff that I thought wouldn't affect much....
service: my-app
runtime: python37
instance_class: F2
env: standard
automatic_scaling:
min_instances: 1
max_instances: 1
target_cpu_utilization: 0.85
max_concurrent_requests: 80
max_pending_latency: 6s
default_expiration: "3h"
inbound_services:
- warmup
entrypoint: gunicorn -b 0.0.0.0:8080 main:server
Version 2, billing result (usage.amount_in_pricing_units
exported from billing account): ~800hr+/day, ouch!!! In contrast, the Front end Instance Hours
from App Engine dashboard billing status is less than 60hr/day as expected. This is where I got lost:
Why the usage from billing is so much larger than the App Engine Dashboard where do those usage come from?
Where to find and track indicators of those unaccounted usage in App Engine Dashboard etc?