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MLOps Academy · 课时

在云端管理密钥和配置

在运行时安全地注入凭据

在云端管理密钥和配置 是 CoddyKit 上的免费 MLOps Academy 课时。 这是第 4 节课,共 4 节。 你可以在下方免费阅读本课时的完整内容 — 然后在浏览器中使用内置代码编辑器和全天候 AI 导师进行实践。 这是 MLOps Academy 学习路径的一部分,你的进度在网页和 CoddyKit 应用中同步。 MLOps Academy 课程共包含 4 节课。

本课时的部分内容尚未翻译,以英文显示。

Keep Secrets Out of Images

A database password baked into an image leaks to anyone who pulls it. Inject secrets at runtime instead, never at build time. 🔐

Config vs Secrets

Plain settings like a model path are config. Sensitive values like API keys are secrets. Both stay outside the image, handled differently.

Env Vars for Plain Config

Non-sensitive settings ride in as environment variables at deploy time. The same image then behaves differently in staging and production.

gcloud run deploy model-api --set-env-vars MODEL_STAGE=Production

Read Them in Code

Your app reads those values with os.environ. Provide a sensible default so the code still runs locally without every variable set.

stage = os.environ.get("MODEL_STAGE", "Staging")

Use a Secret Manager

Real secrets belong in a secret manager like AWS Secrets Manager or Google Secret Manager. It encrypts, versions, and audits access.

Reference, Do Not Embed

You attach a secret by reference, and the platform mounts the value at runtime. The secret never appears in your deploy command.

gcloud run deploy model-api --set-secrets API_KEY=api-key:latest

Mount as Env or File

A secret can land as an environment variable or a mounted file. Certificates and long keys are often cleaner read from a file path.

Grant Least Privilege

Give the service account only the secrets it truly needs. This least privilege rule shrinks the blast radius if a token ever leaks.

Rotate Without Redeploying

Pin secrets to a version like latest, then rotate by adding a new version. New instances pick it up with no image rebuild needed.

Never Log a Secret

Logs are stored and widely readable, so a printed key is as good as public. Scrub secrets from output and from error traces alike.

One Image, Many Environments

With config and secrets external, a single image runs everywhere. You change behavior by swapping variables, not by rebuilding.

Quick Check

Let us check the safe way to handle an API key.

Recap

You split config from secrets, injected both at runtime, used a secret manager, and rotated safely. One image now runs anywhere. 🔑

常见问题解答

「在云端管理密钥和配置」课时是免费的吗?

是的 — 「在云端管理密钥和配置」的完整文本可在网页上免费阅读。要进行交互式练习(内置代码编辑器和全天候 AI 导师)并解锁 MLOps Academy 课程的其余内容,请升级到 CoddyKit PRO。 MLOps Academy 课程共包含 4 节课。

「在云端管理密钥和配置」这节课中我会学到什么?

在运行时安全地注入凭据 你通过在浏览器中直接运行的动手代码来练习 MLOps Academy,全天候 AI 导师会在你学习这节课的过程中回答你的问题。

学习 MLOps Academy 需要有经验吗?

无需任何先前经验。CoddyKit 上的 MLOps Academy 课程适合初学者到高级学习者,你可以从这里开始或从头开始,按照自己的节奏学习。 这是第 4 节课,共 4 节。

「在云端管理密钥和配置」课时需要多长时间?

大多数 CoddyKit 课程大约需要 5–10 分钟。每节课都很精短且互动,所以你能稳步进步,并在网页和应用中从离开的地方继续。

我能在这节 MLOps Academy 课中编写并运行代码吗?

能。每节 MLOps Academy 课都包含内置代码编辑器,你可以在浏览器中直接编写并运行真实代码,并获得即时 AI 反馈 — 无需本地设置。

此课程中的所有课时

  1. 将镜像推送到注册表
  2. 部署到无服务器容器运行时
  3. 配置自动扩缩容和并发
  4. 在云端管理密钥和配置
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