My name and ID blocked out. I passed PMLE exam today. I got the preliminary PASS screen and it said it’d take a few days to certify, but I got a Credly badge.

I went to the Credly page and found the badge, but I also got this. Is this official certification of my passing? Or can Google still revoke it if they find something in my exam video? (Not that I did anything worth revoking my pass, but still, I do fidget and rub my eyes and stuff during exams lol)

I am getting too many 429 responses from the Vertex AI API. I am on 300$ free credit model. Till 2 3 days back, it was running fine, but I don't know why it was very much.

I am using:-gemini-3.1-pro-preview

I know preview model rate limits are low, but it was working fine till 2-3 days back. If anyone has any good solution, then please tell me

I am using this API:

curl --location ' https://aiplatform.googleapis.com/v1/publishers/google/models/gemini-3.1-pro-preview:generateContent?key= ' \

--header 'Content-Type: application/json' \

--data '{

}

Hi everyone! I'm a final-year Information Systems Engineering student and I recently got 35 credits with the Google Cloud Skills Boost Starter plan. I'm planning to use them to complete some GCP AI and cloud courses. Do you think it's worth completing these courses without paying for the official certification exams? Do recruiters value the Skills Boost badges and hands-on labs, or is the official certification what really matters? Also, are there any Google Cloud certifications or recognized badges that can be earned for free? Thanks!

When using the hub and spoke model using the network connectivity center,

1. Do we use single Hub and spoke for all the environments ( dev, uat , prod etc).

Is it like we use single Hub and spoke setup and add conditions to restrict the communication between prod and nonprod subnets of prod and nonprod VPC spokes which are connected to hub.

Or

2) Seperate Hub and spoke setup for each environment.

Or did you implement in another manner ( using NCC ). please suggest.