Neeraja K.
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Engagement Picks

Curated weekly reads with a short, opinionated “why I care”. DevOps / SRE / MLOps / AIOps, high-signal, low-noise.

Showing sample picks. Live weekly picks appear here once the engagement workflow runs and PRs are merged.
Week of 2025-01-062025-w02
01
Kubernetes 1.32: What Actually Matters for Operators ↗

Why I care: The in-place pod resize feature finally stabilizes. If you run HPA + VPA together you'll want to read the interaction notes carefully before upgrading.

02
Grafana 11 Alert State History, How It Works Under the Hood ↗

Why I care: Alert state history now writes to a dedicated time-series store. This changes how you think about alert flap detection and long-term trend queries.

03
Terraform Stacks: The Mental Model Shift You Need ↗

Why I care: Stacks aren't just 'workspaces with better DX'. The dependency graph changes how you structure cross-environment rollouts. Worth the 20-minute read.

04
CNCF Survey 2024: Kubernetes Adoption in Production ↗

Why I care: The multi-cluster adoption number jumped 12 points. The failure modes teams report (networking complexity, upgrade fear) match exactly what I see on the ground.

05
AWS re:Invent 2024: The 5 EKS Announcements That Matter ↗

Why I care: EKS Auto Mode is the headline but the quiet win is improved IRSA with pod identity. Much cleaner permission scoping for multi-tenant clusters.

Week of 2024-12-302024-w53
01
Prometheus Native Histograms: Migrating from Classic Buckets ↗

Why I care: Native histograms reduce cardinality by 60–80% on high-label metrics. The migration path is non-trivial but the storage savings are real.

02
How HashiCorp Vault Agent Injector Actually Works ↗

Why I care: The init container lifecycle and sidecar renewal loop are frequently misunderstood. This clears up why secrets go stale on long-running pods.

03
Kafka 3.8: KRaft Is Now the Default, What Changes ↗

Why I care: ZooKeeper removal changes your ops runbook significantly. Broker discovery, partition reassignment, and rolling restart procedures all need updating.

More commentary on DEV.to and Medium. OSS project tracking: Open Source Picks →

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