MLOps: Building a CI/CD Pipeline for ML Models on Azure Databricks
9 min read4.8k
Most ML teams are great at training models. Very few are great at shipping them. The gap between a notebook that works and a model that reliably serves producti...
#CI_CD
6 posts
Engineering LLMOps: Building Robust CI/CD Pipelines for LLM Applications on Google Cloud
8 min read4.6k
Discover the essential strategies for building production-ready LLMOps pipelines on Google Cloud, covering Vertex AI, Cloud Build, and automated evaluation.
Grafana Dashboards for CI/CD and Developer Productivity: DORA Metrics from GitHub Actions and Argo CD
9 min read8k
Build a DORA metrics dashboard in Grafana without a paid engineering-intelligence tool, by emitting deployment and incident events from GitHub Actions and Argo CD into Loki and querying them with LogQL.
GCP Cloud Build vs GitHub Actions
6 min read6.7k
In the modern cloud-native landscape, the choice between platform-native CI/CD and developer-centric ecosystems often defines the velocity of an engineering organization. Google Cloud Build and GitHub...
Docker Scout, SBOMs and Provenance: Securing the CI/CD Supply Chain
9 min read6.8k
Add vulnerability gating, SBOM and provenance attestations, and keyless signing to a GitHub Actions pipeline using Docker Scout, BuildKit and Cosign, with policies that fail the build only when it matters.
Kubernetes GitOps with Argo CD and Gateway API: Progressive Delivery for CI/CD
9 min read8.6k
Build a GitOps delivery pipeline on Kubernetes with Argo CD, ApplicationSets and Argo Rollouts, using the now-GA Gateway API for canary traffic splitting and automated analysis against Prometheus.