#Certification
177 posts
AWS Certified Developer - Associate (DVA-C02) #13 Domain 4-2 Troubleshooting and Optimization — Optimization and Problem Solving
The second post of the DVA-C02 troubleshooting domain. It covers choosing caching layers (CloudFront,ElastiCache,DAX,API Gateway), Lambda performance tuning (the relationship between memory and CPU,cold starts,concurrency), handling DynamoDB throttling, and the error codes that frequently appear on the exam (429,502,504,ProvisionedThroughputExceededException, etc.) and how to read them. This is the final step of looking at metrics, narrowing down the cause, and fixing it.
Certified Kubernetes Administrator (CKA) #22 Troubleshooting 1: Pods and Apps (Pending, CrashLoop, ImagePull, OOM)
The largest domain on the CKA exam is Troubleshooting (30%). In this post we tackle the four most common Pod-level failures within that domain. We organize Pending, CrashLoopBackOff, ImagePullBackOff/ErrImagePull, and OOMKilled each from symptom to diagnosis to fix in a single flow, and we drill the order in which to read describe, events, and logs so you reach the root cause fast.
Certified Kubernetes Application Developer (CKAD) #17 Volumes: emptyDir, PVC, projected, ephemeral
The seventeenth post in the Certified Kubernetes Application Developer (CKAD) series. Starting from the volatility of a container filesystem, it works through emptyDir and hostPath, the dynamic provisioning of PersistentVolumeClaim and StorageClass, the projected volume that bundles secret, configMap, and downwardAPI into one directory, and the generic ephemeral volume — all with hands-on YAML examples.
Certified Kubernetes Security Specialist (CKS) #15 Image signing: cosign, SBOM
The fifteenth post in the Certified Kubernetes Security Specialist (CKS) series. The only way to trust an image entering your cluster is to verify a signature that proves its origin. We walk through creating and verifying both key-based and keyless (OIDC) signatures with sigstore's cosign, generating an SBOM (SPDX/CycloneDX) with syft to track components, and closing the supply chain by blocking unsigned images at admission — all with command examples.
Kubernetes and Cloud Native Associate (KCNA) #6: Cloud Native Observability (8%) — Telemetry, Prometheus, Cost Management
The three pillars of telemetry (metrics, logs, traces), Prometheus pull-based metric collection with PromQL, Alertmanager, and Grafana, OpenTelemetry and distributed tracing, SLI/SLO/SLA and the golden signals, and FinOps cost management — a walk through KCNA Domain 4.
Red Hat Certified Engineer (RHCE) #14 RHCSA Automation 1: Users/Groups, Packages/Repositories
The fourteenth post in the Red Hat Certified Engineer (RHCE) series. We automate the user/group creation and package/repository management you did by hand in RHCSA with Ansible modules. We work through the user and group modules, passwords handled safely with password_hash and Vault, the dnf module and module streams, the yum_repository module, and the exam-favorite pattern of creating many users at once with loop.
Red Hat Certified System Administrator (RHCSA) #11 Users/Groups: UID/GID, sudo, ACL, password policy
The eleventh post in the Red Hat Certified System Administrator (RHCSA) series. We organize it around the exact tasks RHCSA puts on the practical exam: creating users with useradd and usermod and assigning UID/GID, groupadd and supplementary groups, granting sudo rights through /etc/sudoers and visudo, setting per-file ACLs with setfacl, and pinning down password expiry policy with chage.
AWS Certified CloudOps Engineer - Associate (SOA-C03) #6 Domain 2-2 Reliability — Backup, Restore, and Disaster Recovery (DR)
The sixth post of the SOA-C03 series covers data protection, the second axis of the reliability domain. It covers EBS snapshots and AMIs, RDS automated backups and snapshots, how to centrally manage backup policies with AWS Backup, the meaning of RPO and RTO, and the DR strategies that progress from backup to pilot light to warm standby to multi-site.
AWS Certified Developer - Associate (DVA-C02) #12 Domain 4-1 Troubleshooting and Optimization — Observability
The first post of the DVA-C02 troubleshooting domain. It covers, at the exam level, CloudWatch Logs (log groups,streams,Logs Insights) and Metrics (standard,custom,high-resolution), Alarms, X-Ray distributed tracing (segments,subsegments,service map,sampling), and how to extract metrics from logs with EMF (Embedded Metric Format). The key is the tools that trace failures and narrow down the cause.
Certified Kubernetes Administrator (CKA) #21 Helm and Kustomize: Managing Manifests
The twenty-first post in the Certified Kubernetes Administrator (CKA) series. We learn the two tools for managing manifests — Helm and Kustomize — with a focus on operational commands. Helm covers repo add/update, install/upgrade/rollback, value injection, and template rendering; Kustomize covers the base/overlays structure, patchesStrategicMerge, configMapGenerator, and kubectl apply -k. We lay out the difference between the two (template vs. overlay) in a table and pin down the CKA exam points.
Certified Kubernetes Application Developer (CKAD) #16 Resource Management: requests/limits, QoS Class, LimitRange
The sixteenth post in the Certified Kubernetes Application Developer (CKAD) series. It nails down requests and limits — which decide how much a Pod asks for and how much it may use — right down to the units, and shows how CPU throttling and memory OOMKilled diverge. We also work through the three QoS classes and eviction priority, plus LimitRange that enforces namespace defaults and ResourceQuota that caps the total, all with YAML examples.
Certified Kubernetes Security Specialist (CKS) #14: Image scan — Trivy, Kubesec, KubeLinter
The fourteenth post in the Certified Kubernetes Security Specialist (CKS) series. We cover image vulnerability scanning, the heart of supply chain security. We compare in a table the role differences between Trivy — its image/filesystem/repo scans that find CVEs embedded in a container image's OS packages and language libraries, plus severity filtering and exit-code-based CI gates — Kubesec, which scores a manifest's securityContext settings, and KubeLinter, which statically analyzes manifests to catch anti-patterns. We also walk through, with command examples, the exam staple of finding and replacing an image that has a vulnerability of a given severity.