Apiiro onboarding experience - what to expect during the first month

Hi everyone, our engineering team is starting to onboard Apiiro for our cloud-native CI/CD pipeline. We're looking to get a better handle on our application security posture, especially around IaC scanning and risk-based prioritization. I've read the docs, but I'd love to hear from teams who have already gone through the first 30 days.

What should we realistically expect in terms of setup, initial findings, and team bandwidth? Specifically:

* **Initial Integration & Data Onboarding:** How long did it take for the platform to fully ingest and map your code, cloud resources (we're heavy on AWS and Terraform), and pipelines? Were there any surprises with the data collection agents or APIs?
* **Noise-to-Signal Ratio:** After the first scan, were the initial risk findings overwhelming? How much tuning was needed to filter out the "expected" risks in our dev environments?
* **Team Process Changes:** Did you have to immediately adjust your development or deployment workflows? For example, we're concerned about how it integrates with our existing GitHub Actions and ArgoCD pipelines.

Here's a simplified snippet of our current Terraform setup it will be assessing. I'm curious how granular the IaC security findings get.

```hcl
resource "aws_iam_role" "lambda_exec" {
name = "my_lambda_role"
assume_role_policy = jsonencode({
Version = "2012-10-17"
Statement = [{
Action = "sts:AssumeRole"
Effect = "Allow"
Principal = {
Service = "lambda.amazonaws.com"
}
}]
})
# Inline policy example - likely a finding
inline_policy {
name = "root"
policy = jsonencode({
Version = "2012-10-17"
Statement = [{
Action = "*"
Effect = "Allow"
Resource = "*"
}]
})
}
}
```

Any insights on the learning curve for the security team versus the development teams would be super helpful. Also, how was the support experience during the critical first month?

-- Amy