Conversation
Sets up Docker Compose for local development. Defines services for the API and database (PostgreSQL with pgvector). Configures environment variables, volumes, and health checks for both services. Also includes a Dockerfile that uses uv to manage the python environment and dependencies.
…, and chat sessions
…Manager and RAGManager, update docker-compose.yml for service configuration, and adjust Python version in RAGManager.
Sets up GitHub Actions workflows for continuous integration and continuous deployment. - Introduces a deployment workflow that builds and pushes Docker images to ACR, configures kubectl, and restarts deployments in a Kubernetes namespace. - Implements a pull request validation workflow that performs secret scanning with Gitleaks, builds Docker images for validation (without pushing), runs Trivy vulnerability scans, and uploads the results to GitHub Security. - Adds a PR summary workflow that posts a comment on the pull request with the results of the Gitleaks and build validation jobs, including a notice to check the security tab for any found vulnerabilities.
Streamlines the PR validation workflow by removing the Gitleaks job and improving the presentation of Trivy results. The workflow now focuses on build validation and vulnerability scanning with clearer output in the PR summary. Trivy results are now displayed in a table format within the PR comment, and a direct link to the detailed results in the Actions tab is included. The Gitleaks check is removed.
Adds deployment summary to the workflow, providing detailed information about the deployed service, image, and pod status in the job summary. Also, it includes a success notification with links to deployed services and sets fail-fast to false to ensure all services are deployed.
Improves the deployment process by adding rollback capabilities on failure, enhanced logging, and deployment summaries in GitHub. The changes also include updating the deployment strategy from rolling restarts to image updates. It adds timeout configurations for deployments. Also adds live URL information to success summary.
|
Warning Rate limit exceeded@Locatelli-Flor has exceeded the limit for the number of commits or files that can be reviewed per hour. Please wait 22 minutes and 10 seconds before requesting another review. ⌛ How to resolve this issue?After the wait time has elapsed, a review can be triggered using the We recommend that you space out your commits to avoid hitting the rate limit. 🚦 How do rate limits work?CodeRabbit enforces hourly rate limits for each developer per organization. Our paid plans have higher rate limits than the trial, open-source and free plans. In all cases, we re-allow further reviews after a brief timeout. Please see our FAQ for further information. 📒 Files selected for processing (1)
Note Other AI code review bot(s) detectedCodeRabbit has detected other AI code review bot(s) in this pull request and will avoid duplicating their findings in the review comments. This may lead to a less comprehensive review. 📝 WalkthroughWalkthroughReplaces restart-based deployment with image-based updates and robust rollout/wait/logging in CI; adds Discord PR/deploy notifications; tightens Python ranges and dependencies; updates Dockerfiles to python:3.12-slim with remote uv install, uv sync and HEALTHCHECKs; small import/path adjustments in RAGManager. Changes
Sequence Diagram(s)mermaid Estimated code review effort🎯 4 (Complex) | ⏱️ ~45 minutes
Possibly related PRs
Suggested reviewers
Poem
Pre-merge checks and finishing touches❌ Failed checks (2 inconclusive)
✅ Passed checks (1 passed)
Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out. Comment |
🔍 PR Validation Results
|
There was a problem hiding this comment.
Pull request overview
This PR updates the DevOps configuration for the project, focusing on Python version compatibility, deployment workflow improvements, and project metadata updates.
Key Changes:
- Updated Python version requirements for RAGManager (3.12-3.13) and DocsManager (3.13) from the previously specified 3.14
- Enhanced GitHub Actions deployment workflow with better error handling, rollback capabilities, and improved logging
- Updated project metadata and removed unnecessary dependencies
Reviewed changes
Copilot reviewed 3 out of 3 changed files in this pull request and generated 3 comments.
| File | Description |
|---|---|
| RAGManager/pyproject.toml | Updated project name, description, Python version constraint, and removed deprecated dependencies |
| DocsManager/pyproject.toml | Updated Python version requirement and added database-related dependencies |
| .github/workflows/deploy.yml | Enhanced deployment workflow with timeout configurations, failure handling, rollback mechanism, and improved status reporting |
💡 Add Copilot custom instructions for smarter, more guided reviews. Learn how to get started.
There was a problem hiding this comment.
Actionable comments posted: 1
Caution
Some comments are outside the diff and can’t be posted inline due to platform limitations.
⚠️ Outside diff range comments (1)
DocsManager/pyproject.toml (1)
7-19: Remove duplicate dependencies with conflicting version constraints.The dependencies list contains duplicates that will confuse pip's resolver and future maintainers:
sqlalchemyappears at lines 9 (>=2.0.35) and 18 (>=2.0.0)psycopg2-binaryappears at lines 11 (>=2.9.9) and 15 (>=2.9.0)Consolidate to a single entry per package with the most restrictive version constraint.
dependencies = [ "fastapi>=0.124.2", - "sqlalchemy>=2.0.35", "asyncpg>=0.29.0", - "psycopg2-binary>=2.9.9", "langgraph>=1.0.4", "typing-extensions>=4.15.0", "uvicorn>=0.38.0", - "psycopg2-binary>=2.9.0", "pgvector>=0.3.0", "pydantic-settings>=2.0.0", - "sqlalchemy>=2.0.0" + "sqlalchemy>=2.0.35" ]
📜 Review details
Configuration used: CodeRabbit UI
Review profile: ASSERTIVE
Plan: Pro
📒 Files selected for processing (3)
.github/workflows/deploy.yml(4 hunks)DocsManager/pyproject.toml(2 hunks)RAGManager/pyproject.toml(3 hunks)
⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (1)
- GitHub Check: Agent
🔇 Additional comments (10)
DocsManager/pyproject.toml (1)
28-28: LGTM - Ruff configuration aligns with Python version requirements.The target-version lowering to py313 is consistent with the requires-python constraint (>=3.13), and enabling fix=true is a good practice for CI automation.
Also applies to: 32-32
RAGManager/pyproject.toml (2)
2-6: Metadata and version constraint updates are appropriate.Project name and description are now more explicit, and the Python version constraint with upper bound (>=3.12,<3.14) prevents compatibility issues with future Python versions.
27-27: Ruff configuration aligns with Python version requirements.The target-version set to py312 is consistent with the updated requires-python constraint, and fix=true follows best practices for automated linting.
Also applies to: 29-29
.github/workflows/deploy.yml (7)
12-12: Timeout configuration is well-layered and appropriate.The 15-minute job timeout, 5-minute step timeout, and 3-minute deployment timeout create a reasonable cascade that protects against hangs while allowing sufficient time for build and rollout operations.
Also applies to: 17-17
56-56: Provenance attestation disabled for build speed.The
provenance: falsesetting speeds up container builds by disabling SLSA provenance attestation. This is acceptable for internal services, but ensure this aligns with your security and compliance posture.Verify that disabling provenance attestation meets your organization's security requirements.
69-84: Deployment strategy improvement: image update + rollout wait.The shift from restarting deployments to using
kubectl set imagewith explicit rollout status wait is a best-practice improvement. The error handling (pod info dump + explicit exit 1) provides good observability on failure.The timeout cascade (5-minute step + 3-minute deploy timeout) is defensive and appropriate.
92-106: Automatic rollback with pre-rollback diagnostics is excellent resilience pattern.The workflow now captures pod logs before performing automatic rollback on failure. This provides both immediate recovery and diagnostic data for post-incident analysis. The error tolerance (
|| true) prevents log fetch failures from blocking the rollback.
108-129: Deployment Summary provides good visibility with Markdown formatting.The conditional status reporting and pod listing in the GitHub Step Summary give clear, actionable deployment status. The use of
|| trueon the kubectl command ensures the summary completes even if pod listing fails.
131-155: Notification job structure is well-designed.The separate success and failure notification jobs with proper conditions (
if: success()andif: failure()) provide clear visibility into deployment outcomes. The failure notification correctly indicates automatic rollback initiation, which aligns with the rollback logic in the main job.
142-143: Hard-coded service URLs are accessible and correctly configured.Both URLs in the deployment notification are live and returning HTTP 200:
https://goland-ia-backend-docs-manager.reto-ucu.net/docs✓https://goland-ia-backend-rag-manager.reto-ucu.net/docs✓No action needed.
🔍 PR Validation Results
|
There was a problem hiding this comment.
Actionable comments posted: 6
📜 Review details
Configuration used: CodeRabbit UI
Review profile: ASSERTIVE
Plan: Pro
📒 Files selected for processing (2)
DocsManager/Dockerfile(1 hunks)RAGManager/Dockerfile(1 hunks)
🧰 Additional context used
🪛 Checkov (3.2.334)
RAGManager/Dockerfile
[low] 1-21: Ensure that HEALTHCHECK instructions have been added to container images
(CKV_DOCKER_2)
[low] 1-21: Ensure that a user for the container has been created
(CKV_DOCKER_3)
DocsManager/Dockerfile
[low] 1-21: Ensure that HEALTHCHECK instructions have been added to container images
(CKV_DOCKER_2)
[low] 1-21: Ensure that a user for the container has been created
(CKV_DOCKER_3)
🪛 GitHub Actions: Deploy to Kubernetes
RAGManager/Dockerfile
[error] 14-15: Docker build failed: 'uv' command not found during 'RUN uv python pin 3.12 && uv sync --frozen --no-cache'. Ensure UV is installed and in PATH (e.g., /root/.local/bin is in PATH) before running 'uv'.
DocsManager/Dockerfile
[error] 14-15: Docker build failed: 'uv' command not found during 'RUN uv python pin 3.12 && uv sync --frozen --no-cache'. Ensure UV is installed and in PATH (e.g., /root/.local/bin is in PATH) before running 'uv'.
🪛 GitHub Actions: PR Validation
RAGManager/Dockerfile
[error] 14-15: Command failed: RUN uv python pin 3.12 && uv sync --frozen --no-cache. /bin/sh: 1: uv: not found
DocsManager/Dockerfile
[error] 14-15: Command failed: RUN uv python pin 3.12 && uv sync --frozen --no-cache. /bin/sh: 1: uv: not found
🪛 Hadolint (2.14.0)
RAGManager/Dockerfile
[warning] 5-5: Pin versions in apt get install. Instead of apt-get install <package> use apt-get install <package>=<version>
(DL3008)
[info] 5-5: Avoid additional packages by specifying --no-install-recommends
(DL3015)
[warning] 9-9: Set the SHELL option -o pipefail before RUN with a pipe in it. If you are using /bin/sh in an alpine image or if your shell is symlinked to busybox then consider explicitly setting your SHELL to /bin/ash, or disable this check
(DL4006)
DocsManager/Dockerfile
[warning] 5-5: Pin versions in apt get install. Instead of apt-get install <package> use apt-get install <package>=<version>
(DL3008)
[info] 5-5: Avoid additional packages by specifying --no-install-recommends
(DL3015)
[warning] 9-9: Set the SHELL option -o pipefail before RUN with a pipe in it. If you are using /bin/sh in an alpine image or if your shell is symlinked to busybox then consider explicitly setting your SHELL to /bin/ash, or disable this check
(DL4006)
🔍 PR Validation Results
|
There was a problem hiding this comment.
Actionable comments posted: 2
♻️ Duplicate comments (4)
RAGManager/Dockerfile (2)
5-7: Apply Dockerfile best practices for apt-get installation.Missing
--no-install-recommendsflag and version pinning for curl. This increases image size and reduces reproducibility.RUN apt-get update && apt-get install -y \ - curl \ + curl=7.88.1-10+deb12u* \ && rm -rf /var/lib/apt/lists/* + --no-install-recommendsNote: Verify the exact curl version available in the python:3.12-slim base image's Debian 12 repository, or use a flexible version pinning pattern like
curl=7.88.*.
9-9: Add SHELL directive to catch piped command failures.The piped curl command can silently fail without
pipefail, masking issues during build.+SHELL ["/bin/sh", "-o", "pipefail", "-c"] RUN curl -LsSf https://astral.sh/uv/install.sh | sh && \DocsManager/Dockerfile (2)
5-7: Apply Dockerfile best practices for apt-get installation.Missing
--no-install-recommendsflag and version pinning for curl. This increases image size and reduces reproducibility.RUN apt-get update && apt-get install -y \ - curl \ + curl=7.88.1-10+deb12u* \ && rm -rf /var/lib/apt/lists/* + --no-install-recommendsNote: Verify the exact curl version available in the python:3.12-slim base image's Debian 12 repository.
9-9: Add SHELL directive to catch piped command failures.The piped curl command can silently fail without
pipefail, masking issues during build.+SHELL ["/bin/sh", "-o", "pipefail", "-c"] RUN curl -LsSf https://astral.sh/uv/install.sh | sh && \
📜 Review details
Configuration used: CodeRabbit UI
Review profile: ASSERTIVE
Plan: Pro
📒 Files selected for processing (2)
DocsManager/Dockerfile(1 hunks)RAGManager/Dockerfile(1 hunks)
🧰 Additional context used
🪛 Checkov (3.2.334)
DocsManager/Dockerfile
[low] 1-25: Ensure that a user for the container has been created
(CKV_DOCKER_3)
RAGManager/Dockerfile
[low] 1-25: Ensure that a user for the container has been created
(CKV_DOCKER_3)
🪛 Hadolint (2.14.0)
DocsManager/Dockerfile
[warning] 5-5: Pin versions in apt get install. Instead of apt-get install <package> use apt-get install <package>=<version>
(DL3008)
[info] 5-5: Avoid additional packages by specifying --no-install-recommends
(DL3015)
[warning] 9-9: Set the SHELL option -o pipefail before RUN with a pipe in it. If you are using /bin/sh in an alpine image or if your shell is symlinked to busybox then consider explicitly setting your SHELL to /bin/ash, or disable this check
(DL4006)
RAGManager/Dockerfile
[warning] 5-5: Pin versions in apt get install. Instead of apt-get install <package> use apt-get install <package>=<version>
(DL3008)
[info] 5-5: Avoid additional packages by specifying --no-install-recommends
(DL3015)
[warning] 9-9: Set the SHELL option -o pipefail before RUN with a pipe in it. If you are using /bin/sh in an alpine image or if your shell is symlinked to busybox then consider explicitly setting your SHELL to /bin/ash, or disable this check
(DL4006)
⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (3)
- GitHub Check: build-and-deploy (docs-manager, ./DocsManager, reto-xmas-2025-goland-ia-backend-docs-manager, doc...
- GitHub Check: build-and-deploy (rag-manager, ./RAGManager, reto-xmas-2025-goland-ia-backend-rag-manager, rag-ma...
- GitHub Check: Agent
🔇 Additional comments (5)
RAGManager/Dockerfile (2)
9-11: Excellent: PATH issue resolved via explicit binary relocation.The move of UV binaries to
/usr/local/binavoids the previous/root/.cargo/binmisconfiguration entirely. This is a cleaner approach than environment variable manipulation.
22-25: Good: HEALTHCHECK and explicit module path improve reliability.The HEALTHCHECK endpoint and explicit
app.main:appmodule path (with--no-sync) are solid additions for deployment observability and correctness.DocsManager/Dockerfile (3)
9-11: Excellent: PATH issue resolved via explicit binary relocation.The move of UV binaries to
/usr/local/binavoids the previous/root/.cargo/binmisconfiguration. This is a cleaner approach and aligns both services to a consistent UV setup method.
22-25: Good: HEALTHCHECK and explicit module path improve reliability.The HEALTHCHECK endpoint and explicit
app.main:appmodule path (with--no-sync) are solid additions for deployment observability and correctness. Aligns with RAGManager.
1-1: Verify base image Python version consistency across services.Base image changed from
python:3.13-bookworm-slimtopython:3.12-slim, aligning DocsManager with RAGManager. Ensure all dependencies inpyproject.tomlare compatible with Python 3.12.Please confirm that the DocsManager
pyproject.tomlexplicitly declares Python 3.12 compatibility (e.g.,python = "^3.12"or similar) to prevent version mismatches at runtime or during dependency resolution.
There was a problem hiding this comment.
Pull request overview
Copilot reviewed 5 out of 5 changed files in this pull request and generated 10 comments.
Comments suppressed due to low confidence (2)
DocsManager/Dockerfile:11
- The uv installation script is piped directly to sh without verification. This poses a security risk as it doesn't validate the integrity of the downloaded script. Consider adding checksum verification or using a specific versioned URL. Additionally, downloading binaries from curl and installing them as root without verification is a security concern in production environments.
RUN curl -LsSf https://astral.sh/uv/install.sh | sh && \
mv /root/.local/bin/uv /usr/local/bin/uv && \
mv /root/.local/bin/uvx /usr/local/bin/uvx
RAGManager/Dockerfile:11
- The uv installation script is piped directly to sh without verification. This poses a security risk as it doesn't validate the integrity of the downloaded script. Consider adding checksum verification or using a specific versioned URL. Additionally, downloading binaries from curl and installing them as root without verification is a security concern in production environments.
RUN curl -LsSf https://astral.sh/uv/install.sh | sh && \
mv /root/.local/bin/uv /usr/local/bin/uv && \
mv /root/.local/bin/uvx /usr/local/bin/uvx
💡 Add Copilot custom instructions for smarter, more guided reviews. Learn how to get started.
🔍 PR Validation Results
|
🔍 PR Validation Results
|
There was a problem hiding this comment.
Actionable comments posted: 1
♻️ Duplicate comments (3)
.github/workflows/deploy.yml (3)
129-129: Fix typo in success notification (unfixed from previous review).Line 129 still contains "ll Services Deployed!" instead of "All Services Deployed!" This was previously flagged and remains unaddressed.
- echo "### ll Services Deployed!" >> $GITHUB_STEP_SUMMARY + echo "### All Services Deployed!" >> $GITHUB_STEP_SUMMARY
132-133: Parameterize hardcoded service URLs with environment variables.Lines 132–133 contain hardcoded URLs. For better reusability across environments and easier maintenance if domains change, move these to environment variables.
Add to the
envsection (line 9–12):env: REGISTRY: crretoxmas2024.azurecr.io NAMESPACE: reto-xmas-2025-goland-ia-backend DEPLOY_TIMEOUT: 8m + DOCS_MANAGER_URL: https://goland-ia-backend-docs-manager.reto-ucu.net + RAG_MANAGER_URL: https://goland-ia-backend-rag-manager.reto-ucu.netThen update the success notification:
- echo "- [DocsManager](https://goland-ia-backend-docs-manager.reto-ucu.net/docs)" >> $GITHUB_STEP_SUMMARY - echo "- [RAGManager](https://goland-ia-backend-rag-manager.reto-ucu.net/docs)" >> $GITHUB_STEP_SUMMARY + echo "- [DocsManager](${{ env.DOCS_MANAGER_URL }}/docs)" >> $GITHUB_STEP_SUMMARY + echo "- [RAGManager](${{ env.RAG_MANAGER_URL }}/docs)" >> $GITHUB_STEP_SUMMARY
71-73: Container name hardcoded asapidoes not match actual service container names and will cause deployment failures.Line 72 specifies
apias the container name for bothdocs-managerandrag-managerdeployments. The actual container names in the services aredocs-managerandrag-managerrespectively (as shown in compose.yml). Thekubectl set imagecommand will fail to find a container namedapiin either deployment.Update line 72 to use the service deployment name:
- name: Update deployment image run: | kubectl set image deployment/${{ matrix.service.deployment }} \ - api=${{ env.REGISTRY }}/${{ matrix.service.image }}:${{ github.sha }} \ + ${{ matrix.service.deployment }}=${{ env.REGISTRY }}/${{ matrix.service.image }}:${{ github.sha }} \ -n ${{ env.NAMESPACE }}
📜 Review details
Configuration used: CodeRabbit UI
Review profile: ASSERTIVE
Plan: Pro
📒 Files selected for processing (1)
.github/workflows/deploy.yml(4 hunks)
⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (2)
- GitHub Check: build-and-deploy (docs-manager, ./DocsManager, reto-xmas-2025-goland-ia-backend-docs-manager, doc...
- GitHub Check: build-and-deploy (rag-manager, ./RAGManager, reto-xmas-2025-goland-ia-backend-rag-manager, rag-ma...
🔇 Additional comments (3)
.github/workflows/deploy.yml (3)
12-12: Timeout configuration is well-balanced.The job timeout (15 minutes) appropriately exceeds the kubectl rollout timeout (8 minutes), providing adequate buffer for other workflow steps and preventing orphaned processes.
Also applies to: 17-17, 78-78
88-96: Good failure logging with defensive fallback.The "Get logs on failure" step is well-implemented with proper guards, defensive error handling, and sufficient context (all containers, prefix, tail limit).
98-119: Deployment summary is well-structured with good defensive practices.The summary provides clear per-service information with Markdown formatting, conditional status display, and a defensive fallback for kubectl commands. The
if: always()guard ensures the summary is generated even on failure, which is important for diagnostics.
🔍 PR Validation Results
|
…new pull requests
🔍 PR Validation Results
|
There was a problem hiding this comment.
Actionable comments posted: 4
♻️ Duplicate comments (2)
.github/workflows/deploy.yml (2)
155-157: Parameterize hardcoded service URLs with environment variables.The live service URLs are hardcoded in the workflow. If domain names or paths change, the workflow must be updated. Parameterize these as repository or organization variables to make the workflow reusable across environments.
Add environment variables at the workflow or job level:
notify-success: name: Deployment Success runs-on: ubuntu-latest needs: [build-and-deploy] if: success() + env: + DOCS_MANAGER_URL: ${{ vars.DOCS_MANAGER_URL || 'https://goland-ia-backend-docs-manager.reto-ucu.net/docs' }} + RAG_MANAGER_URL: ${{ vars.RAG_MANAGER_URL || 'https://goland-ia-backend-rag-manager.reto-ucu.net/docs' }} steps: - name: Success Summary run: | echo "### All Services Deployed" >> $GITHUB_STEP_SUMMARY echo "" >> $GITHUB_STEP_SUMMARY echo "**Live URLs:**" >> $GITHUB_STEP_SUMMARY - echo "- [DocsManager](https://goland-ia-backend-docs-manager.reto-ucu.net/docs)" >> $GITHUB_STEP_SUMMARY - echo "- [RAGManager](https://goland-ia-backend-rag-manager.reto-ucu.net/docs)" >> $GITHUB_STEP_SUMMARY + echo "- [DocsManager](${{ env.DOCS_MANAGER_URL }})" >> $GITHUB_STEP_SUMMARY + echo "- [RAGManager](${{ env.RAG_MANAGER_URL }})" >> $GITHUB_STEP_SUMMARY
71-75: Container name must be parameterized from the matrix.The
kubectl set imagecommand hardcodes the container name asapi, but your actual containers are nameddocs-managerandrag-manager(as shown incompose.yml). This will cause the deployment to fail because kubectl cannot find a container namedapiin those deployments.Use the matrix service name to parameterize the container name:
- name: Update deployment image run: | kubectl set image deployment/${{ matrix.service.deployment }} \ - api=${{ env.REGISTRY }}/${{ matrix.service.image }}:${{ github.sha }} \ + ${{ matrix.service.name }}=${{ env.REGISTRY }}/${{ matrix.service.image }}:${{ github.sha }} \ -n ${{ env.NAMESPACE }}
📜 Review details
Configuration used: CodeRabbit UI
Review profile: ASSERTIVE
Plan: Pro
📒 Files selected for processing (2)
.github/workflows/deploy.yml(5 hunks).github/workflows/pr-validation.yml(1 hunks)
🧰 Additional context used
🪛 actionlint (1.7.9)
.github/workflows/pr-validation.yml
107-107: "github.event.pull_request.title" is potentially untrusted. avoid using it directly in inline scripts. instead, pass it through an environment variable. see https://docs.github.com/en/actions/reference/security/secure-use#good-practices-for-mitigating-script-injection-attacks for more details
(expression)
⏰ Context from checks skipped due to timeout of 90000ms. You can increase the timeout in your CodeRabbit configuration to a maximum of 15 minutes (900000ms). (3)
- GitHub Check: PR Summary
- GitHub Check: build-and-deploy (docs-manager, ./DocsManager, reto-xmas-2025-goland-ia-backend-docs-manager, doc...
- GitHub Check: build-and-deploy (rag-manager, ./RAGManager, reto-xmas-2025-goland-ia-backend-rag-manager, rag-ma...
🔇 Additional comments (1)
.github/workflows/deploy.yml (1)
77-104: Robust wait logic is well-implemented.The multi-layered approach with non-blocking rollout status followed by active replica polling with retries and descriptive failure output provides good observability and resilience. The 15-minute job timeout (line 19) aligns well with the 60-second rollout timeout plus retry logic.
…r success and failure events
🔍 PR Validation Results
|
…n version requirement in uv.lock
…us before and after rollout
…use Field for environment variables
|
@coderabbitai review this pr |
No description provided.