DevOps & Cloud

Deployment, cloud, containers, CI/CD, monitoring, and infrastructure

skills in category: 19,589
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Showing 15,217–15,240 of 19,589 skills

Deploy Ml Model ServingBDeploy machine learning models to production serving infrastructure using MLflow, BentoML, or Seldon Core with REST/gRPC endpoints, implement autoscaling, monitoring, and A/B testing capabilities for high-performance model inference at scale. Use when deploying trained models for real-time inference, setting up REST or gRPC prediction APIs, implementing autoscaling for variable load, running A/B tests between model versions, or migrating from batch to real-time inference.devopspythongoVotes: 0GitHub stars: 31
Configure Log AggregationASet up centralized log aggregation with Loki and Promtail (or ELK stack), including log parsing, label extraction, retention policies, and integration with metrics for correlation. Use when consolidating logs from multiple services into a searchable system, replacing local log files with centralized queryable storage, correlating logs with metrics and traces, implementing structured logging with label extraction, or troubleshooting production incidents requiring cross-service log analysis.devopspythongoVotes: 0GitHub stars: 31
Configure Ingress NetworkingAConfigure Kubernetes Ingress networking with NGINX Ingress Controller, cert-manager for automated TLS certificate management, path-based routing, rate limiting, and multi-domain hosting with SSL termination and load balancing. Use when exposing multiple Kubernetes services via a single load balancer, implementing path-based or host-based routing, automating TLS certificate issuance with Let's Encrypt, or setting up blue-green and canary deployments with traffic splitting.devopsrustgoVotes: 0GitHub stars: 31
Build Ci Cd PipelineADesign and implement multi-stage CI/CD pipelines using GitHub Actions with matrix builds, dependency caching, artifact management, and secret handling. Create workflows that span linting, testing, building, and deployment stages with parallel execution and conditional logic. Use when setting up automated testing and deployment for a new project, migrating from Jenkins or CircleCI to GitHub Actions, implementing matrix builds across platforms, adding build caching, or creating multi-stage pipe...devopsrustgoVotes: 0GitHub stars: 31
Wayback Cdx Cloud Ip WorkaroundAFix Wayback Machine CDX API returning empty results or timing out from cloud/datacenter IPs (Cloud Run, AWS Lambda, GCE, etc.) while working fine locally. Use when: (1) CDX queries timeout or return 0 bytes from Cloud Run/cloud functions but work from local machine, (2) urllib.request.urlopen times out for web.archive.org from server, (3) Wayback Machine CDX silently returns empty from datacenter IPs with no HTTP error, (4) Need to run CDX-dependent scripts on Cloud Run or similar cloud compu...devopspythongoVotes: 0GitHub stars: 265
Rsky Pds Crawler Notify HangAFix rsky-pds createRecord/putRecord hanging indefinitely with no error logs. Use when: (1) createSession succeeds but createRecord never returns, (2) No error appears in PDS logs despite request hanging for 60+ seconds, (3) PDS health endpoint works but write operations hang, (4) readiness probes intermittently fail on rsky-pds pod. Root cause: PDS_CRAWLERS env var configures crawler notification URLs that are called via reqwest HTTP client WITHOUT any timeout in crawlers.rs. If the crawler U...devopstypescriptrustVotes: 0GitHub stars: 265
Multi Cluster Api Data MismatchADebug "API returns data that doesn't exist in database" when multiple Kubernetes clusters exist (production, staging, POC). Use when: (1) REST API returns records that direct database queries can't find, (2) Data counts match approximately but specific records don't overlap, (3) kubectl context points to a different cluster than the one serving the public domain, (4) ClickHouse/Postgres queries return stale or different data than the API, (5) "completely different datasets" despite same table...devopsgobashVotes: 0GitHub stars: 265
Microservice Api Endpoint Routing 404ADebug 404 errors for API endpoints in microservice architectures where code exists but routing sends requests to wrong service. Use when: (1) API endpoint returns 404 despite code being deployed, (2) Multiple services share same hostname via HTTPRoute/Ingress, (3) Service logs show "Health server" but you expected API endpoints, (4) Monorepo deploys multiple images and endpoint might be in different service than expected. Covers: verifying which service handles which paths, HTTPRoute path pre...devopsgobashVotes: 0GitHub stars: 265
Gorse Worker Health Probe FixAFix Gorse worker pods stuck in not-ready state due to failing health probes. Use when: (1) gorse-worker pods show 0/1 Ready but Running status, (2) Readiness probe using pgrep fails silently, (3) Worker logs show normal operation but pod never becomes ready, (4) Using zhenghaoz/gorse-worker image. The gorse-worker container is a minimal image without pgrep or ps commands, so exec-based probes using these fail.devopsgoshellVotes: 0GitHub stars: 265
Gorse Runasnonroot FailureBFix Gorse recommendation engine pods crashing with "user: unknown userid 65532" error. Use when: (1) Gorse master/server/worker pods show CrashLoopBackOff or Error status, (2) Logs show "failed to get user directory" with unknown userid, (3) Running gorse containers with runAsNonRoot security context and custom UID. The gorse images call os.UserHomeDir() at startup which requires the UID to exist in /etc/passwd.devopsgokubernetesVotes: 0GitHub stars: 265
Gcloud Builds Tag Deploy False SuccessAFix false-positive Cloud Run deploys where `gcloud builds submit --tag` silently fails but the follow-up `gcloud run services update --image :latest` succeeds against a stale image, producing a confident "Deploying... Done" message with pre-fix code still live. Use when: (1) gcloud builds submit prints "ERROR: (gcloud.builds.submit) Invalid value for [source]: Dockerfile required when specifying --tag" but the shell scrolls past it, (2) code changes verified locally aren't visible in producti...devopsrustgoVotes: 0GitHub stars: 265
Funnelcake Deployment WorkflowADeploy funnelcake (api + relay) to ANY environment (production, staging, poc) on GKE via ArgoCD. Use when: (1) Deploying new funnelcake commits, (2) Building Docker images for GKE (amd64), (3) Running ClickHouse migrations, (4) Troubleshooting ImagePullBackOff errors, (5) Syncing staging/poc after production deployment. Covers complete workflow with PRE-FLIGHT CHECKLIST to prevent common deployment failures.devopsgobashVotes: 0GitHub stars: 265
Flutter Startup Network BlockingAFix slow Flutter app startup caused by blocking network operations during initialization. Use when: (1) App takes several seconds to show first frame, (2) Startup logs show sequential network operations (WebSocket connections, API calls), (3) Services initialize during startup that aren't needed until user authenticates. Covers: converting sequential network ops to parallel with Future.wait(), deferring service initialization until actually needed (lazy init), and identifying blocking operati...devopsgoapiVotes: 0GitHub stars: 265
Cloud Run Static Outbound IpAConfigure static outbound IP addresses for Google Cloud Run jobs/services. Use when: (1) External service needs to whitelist your IP (archive.org, APIs, firewalls), (2) Cloud Run requests appear from random/changing IPs, (3) Need consistent source IP for crawlers, scrapers, or API clients running on Cloud Run. Requires VPC connector + Cloud NAT + static IP reservation. Works for both Cloud Run services and jobs.devopsgobashVotes: 0GitHub stars: 265
Cloud Run Gpu Image Update Quota BypassAFix Cloud Run GPU deployment failures caused by quota errors. Use when: (1) `gcloud run deploy` fails with "You do not have quota for using GPUs with zonal redundancy" AND "You do not have quota for using GPUs without zonal redundancy", (2) The service already exists and is running with a GPU, (3) You only need to update the container image, not change GPU config. Uses `gcloud run services update --image` instead of `gcloud run deploy` to bypass quota re-validation on existing GPU services.devopsgobashVotes: 0GitHub stars: 265
Certmanager Dns01 Gke Private ClusterBFix cert-manager DNS01 ACME challenges stuck in "pending" state with "DNS record not yet propagated" inside GKE private clusters, even when TXT records exist in Cloudflare DNS. Use when: (1) cert-manager challenges show "pending" for hours with propagation check failures, (2) dig from outside cluster shows correct TXT records but cert-manager can't verify them, (3) Using Cloudflare DNS01 solver in a GKE private cluster with Cloud NAT, (4) Google Cloud intercepts 8.8.8.8 DNS queries returning ...devopsgoshellVotes: 0GitHub stars: 265
Argocd Externalsecret Namespace PermissionAFix ArgoCD ExternalSecret deployment failing with "namespace X is not permitted in project Y". Use when: (1) ExternalSecret shows OutOfSync in ArgoCD but won't sync, (2) ArgoCD application status shows "namespace X is not permitted in project 'infrastructure'", (3) ExternalSecret targets a namespace managed by a different ArgoCD project, (4) Using apps-of-apps pattern with separate infrastructure and application projects.devopsgogcpVotes: 0GitHub stars: 265
TurborepoATurborepo monorepo build system guidance. Triggers on: turbo.json, task pipelines, dependsOn, caching, remote cache, the "turbo" CLI, --filter, --affected, CI optimization, environment variables, internal packages, monorepo structure/best practices, and boundaries. Use when user: configures tasks/workflows/pipelines, creates packages, sets up monorepo, shares code between apps, runs changed/affected packages, debugs cache, or has apps/packages directories.devopsjavascripttypescriptVotes: 0GitHub stars: 2,785
Ship And MonitorARun the normal guarded ship flow, then do requested post-merge checks. Add independent beta behavior checks only when requested or a concrete deployment-specific risk makes local proof insufficient. Use when standard `/ship` needs post-merge beta/live, docs, release, or production verification.devopsgobashVotes: 0GitHub stars: 6,969
Write Agent Health E2eACreate an E2E lifecycle test for a new health platform issue in test/new-e2e/tests/agent-health/devopspythongoVotes: 0GitHub stars: 3,754
Write E2eAWrite or extend Datadog Agent new-e2e tests, including fakeintake coverage and the GitLab wiring that runs them; derives scope from the current diff when no target is named. Not for running tests that already exist (run-e2e, run-windows-e2e), or for judging whether a behavior belongs in E2E at all (e2e-audit).devopsgobashVotes: 0GitHub stars: 3,754
Update Otel DepsBUse when a user asks to update, bump, or troubleshoot OpenTelemetry Collector dependencies in datadog-agent, including OCB build failures, ddflareextension golden files, static quality gates, or OTel transitive dependency conflicts.devopspythonrustVotes: 0GitHub stars: 3,754
Update 3rd Party LibsAUpdate a C/C++ third-party library under deps/ — bump version, reconcile sources/copts/config.h/patches, and verify the build.devopsc++bashVotes: 0GitHub stars: 3,754
Run Windows E2eARun Windows E2E tests (MSI install tests or Fleet Automation/installer tests) locally against AWS-provisioned VMsdevopsgoshellVotes: 0GitHub stars: 3,754