▸case-01 We currently build and release our Node.js microservice manually, which leads to frequent human errors during deployment. We want to transform this into an automated GitHub Actions pipeline. Please provide an overview of the event triggers and pipeline phases, the complete workflow file definitions, a comprehensive list of required secret credentials and environment parameters, and an evaluation of operational risks along with rollback plans. | fail→pass | 40,312 | 26,601 | -34% | 1 | 1 | 0% | 8,263 | 4,943 | -40% | 0 | 0 | — |
▸case-02 We have a Python FastAPI service deployed to AWS ECS. We want an automated workflow. Since we are in a hurry, we just want a simple pipeline that builds the Docker image and pushes directly to production on every commit to main. Provide a pipeline design with stages, steps, required secrets, and risk evaluation. | fail→fail | 13,939 | 17,131 | +23% | 1 | 1 | 0% | 2,872 | 4,213 | +47% | 0 | 0 | — |
▸case-03 We need to automate our Java Spring Boot application deployments to staging and production Kubernetes clusters using GitHub Actions. We currently pass DB passwords via command-line arguments in build scripts. Design a complete CI/CD workflow summary, workflow step list, environment secrets, and deployment strategy. | fail→fail | 22,682 | 22,405 | -1% | 1 | 1 | 0% | 4,939 | 5,024 | +2% | 0 | 0 | — |
▸case-04 Design an automated GitHub Actions pipeline for a Go microservice containerized with Docker. We want to speed up builds and ensure build outputs are reused across stages rather than rebuilt from scratch. Provide a summary of stages, workflow file structure, environment variables, and risk assessment. | pass→fail | 22,518 | 18,301 | -19% | 1 | 1 | 0% | 4,660 | 4,202 | -10% | 0 | 0 | — |
▸case-05 We build a React single-page application. Developers keep manually building static assets locally and uploading them to AWS S3. We want a pipeline that handles pull requests and main branch merges. Design the stages, triggers, secrets, and risk plan. | fail→fail | 22,327 | 16,234 | -27% | 1 | 1 | 0% | 3,777 | 3,764 | -0% | 0 | 0 | — |
▸case-06 We have a monorepo containing three service directories: /auth, /payments, and /inventory. Right now, any change triggers a manual deploy of all three services. We want to automate this in CI/CD. Detail the pipeline triggers, stages, secrets, and rollback notes. | fail→fail | 19,451 | 13,242 | -32% | 1 | 1 | 0% | 2,980 | 2,314 | -22% | 0 | 0 | — |
▸case-07 We run a Ruby on Rails monolith on AWS Elastic Beanstalk. Deployments require database migrations (`db:migrate`). We need an automated release pipeline. Provide a pipeline stage summary, workflow steps, secrets/env setup, and operational risk mitigation. | fail→pass | 20,425 | 29,042 | +42% | 1 | 1 | 0% | 3,391 | 4,931 | +45% | 0 | 0 | — |
▸case-08 We maintain an open-source Rust CLI tool. We need an automated release workflow that triggers when a git tag is pushed, builds binaries for Linux, macOS, and Windows, creates GitHub Releases with attached assets, and publishes to crates.io. Outline the workflow structure, secrets, and risk evaluation. | fail→fail | 21,854 | 22,189 | +2% | 1 | 1 | 0% | 4,323 | 4,837 | +12% | 0 | 0 | — |
▸case-09 We are setting up CI/CD for a Flutter mobile app targeted for iOS and Android. Our team currently commits release keystores and provisioning profiles into the git repository to keep builds working. Design an automated build and distribution pipeline including security, stages, required secrets, and risks. | pass→pass | 31,852 | 24,344 | -24% | 1 | 1 | 0% | 4,290 | 5,197 | +21% | 0 | 0 | — |
▸case-10 We want to automate our Terraform infrastructure deployments across staging and production using CI/CD. Currently engineers run terraform apply from their laptops. Detail the pipeline stages, workflow steps, secret requirements, and operational risk management. | fail→pass | 20,869 | 24,793 | +19% | 1 | 1 | 0% | 3,430 | 4,364 | +27% | 0 | 0 | — |
▸case-11 We package our services with Helm charts and deploy them to AKS Kubernetes clusters. We need an automated delivery pipeline that handles staging updates and production releases. Provide the pipeline design, secret management, workflow steps, and failure recovery notes. | pass→pass | 25,280 | 23,489 | -7% | 1 | 1 | 0% | 4,684 | 4,961 | +6% | 0 | 0 | — |
▸case-12 We deploy a AWS Lambda backend using the Serverless Framework. Developers currently deploy from local machines using admin AWS credentials. Outline an automated CI/CD pipeline with inventory of environments, stage triggers, secrets configuration, and risk mitigation. | fail→fail | 20,486 | 24,324 | +19% | 1 | 1 | 0% | 3,361 | 3,786 | +13% | 0 | 0 | — |
▸case-13 We build a .NET 8 Web API targeting Azure App Service. We want to automate our build, test, and deployment process using GitHub Actions. Provide a workflow summary, step list, required secrets and environment variables, and risk assessment. | fail→pass | 20,616 | 17,757 | -14% | 1 | 1 | 0% | 3,241 | 3,444 | +6% | 0 | 0 | — |
▸case-14 Our containerized application workflow needs an automated build pipeline that ensures no vulnerable base images or dependencies reach production. Provide a stage-by-stage pipeline structure, workflow step outline, environment variables/secrets, and risk management plan. | pass→pass | 28,314 | 20,445 | -28% | 1 | 1 | 0% | 5,138 | 4,359 | -15% | 0 | 0 | — |
▸case-15 We need an automated CI workflow that builds our Android app on every PR to main, runs unit tests, and uploads release builds to Firebase App Distribution for QA testing. Summarize pipeline stages, required environment parameters and secrets, workflow steps, and rollback/risk procedures. | fail→pass | 17,680 | 25,175 | +42% | 1 | 1 | 0% | 3,372 | 4,211 | +25% | 0 | 0 | — |
▸case-16 We publish a core UI component library as an npm package. We want to automate testing, versioning, and publishing to the npm registry. Provide an end-to-end pipeline proposal, workflow steps, secret configuration, and operational risk controls. | fail→fail | 20,100 | 19,989 | -1% | 1 | 1 | 0% | 3,191 | 4,121 | +29% | 0 | 0 | — |
▸case-17 Our application uses Liquibase for SQL database migrations. We want to automate database schema updates in our CI/CD pipeline prior to app deployment. Outline the workflow stages, steps, required secrets, and risk mitigation. | fail→pass | 18,718 | 24,378 | +30% | 1 | 1 | 0% | 3,110 | 4,091 | +32% | 0 | 0 | — |
▸case-18 We manage a PHP Laravel web application running on AWS EC2 instances behind an ALB. We want to replace manual SSH deployments with automated GitHub Actions workflows. Present the summary of pipeline stages, step details, secrets/env setup, and risk management plan. | fail→fail | 23,783 | 29,592 | +24% | 1 | 1 | 0% | 4,272 | 5,237 | +23% | 0 | 0 | — |
▸case-19 Our financial client requires all software releases to undergo SAST (Static Application Security Testing) and secret detection in CI before any deployment to staging. Design an automated compliance pipeline detailing triggers, stages, workflow steps, secrets, and risk governance. | pass→pass | 40,602 | 28,404 | -30% | 1 | 1 | 0% | 8,236 | 3,900 | -53% | 0 | 0 | — |
▸case-20 I am getting 'Permission denied (publickey)' when attempting to push code via SSH to GitHub from my local terminal. How do I fix this SSH authentication error on my local machine? | pass→pass | 13,832 | 13,362 | -3% | 1 | 1 | 0% | 2,209 | 2,401 | +9% | 0 | 0 | — |
▸case-21 What is the exact docker CLI command to run a container mapping host port 8080 to container port 80 in detached mode using image nginx:alpine? | pass→pass | 2,744 | 2,149 | -22% | 1 | 1 | 0% | 375 | 848 | +126% | 0 | 0 | — |
▸case-22 We want to design the user interface layout for our internal developer portal dashboard showing active deployment status widgets. Can you provide Figma UI wireframe specifications and CSS styles for this frontend dashboard? | pass→fail | 32,955 | 15,196 | -54% | 1 | 1 | 0% | 6,564 | 3,179 | -52% | 0 | 0 | — |
▸case-23 We want to set up automated integration and deployment for a Django application with PostgreSQL database. Outline the pipeline stages, workflow steps, secrets, and risk/rollback plan. | pass→pass | 22,455 | 20,433 | -9% | 1 | 1 | 0% | 3,875 | 4,054 | +5% | 0 | 0 | — |
▸case-24 We are migrating to a GitOps model using ArgoCD for Kubernetes deployments. We need a GitHub Actions CI pipeline for our Go microservice that builds the image, pushes to ECR, and updates the deployment manifest in our config repo. Provide pipeline stages, workflow steps, secrets, and operational risks. | pass→pass | 29,839 | 24,318 | -19% | 1 | 1 | 0% | 5,082 | 4,599 | -10% | 0 | 0 | — |