Blog
Notes on DevOps, Kubernetes, self-hosted infrastructure and consulting.
October 7, 2026
Build Once, Promote by Digest: Shipping the Exact Image You Tested
Rebuilding after the release tag means the bytes you tested are not the bytes you ship. Pushing candidates by digest, tagging that same digest once tests pass,...
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October 6, 2026
Time-Dependent Flaky Tests: Wall Clocks, Failures Under Load, Second Rounding and Fake Clocks
Why tests tied to the wall clock (fixed sleeps, short timeouts, duration assertions, single-instant "not yet" checks) fail precisely under load, how to measure...
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October 5, 2026
Publishing Packages Without Long-Lived Tokens: Trusted Publishing with OIDC on npm, PyPI and crates.io
A publish token sitting in a CI secret leaks, expires and is broader than it needs to be. Trusted publishing swaps it for the CI system's OIDC identity and a to...
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October 4, 2026
PodDisruptionBudgets and Node Drains in Kubernetes: Writing the Budget and Why Maintenance Gets Stuck
A PodDisruptionBudget only limits voluntary disruptions, and a badly written one either protects nothing or blocks node drains forever. Choosing between minAvai...
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October 3, 2026
Zero-Downtime Secret Rotation: Dual Keys, Alternating Users and the Consumers Left Behind
Rotation outages are caused by consumers, not by the value. Overlap windows, dual keys and alternating users, measuring the cutover, and the long-running proces...
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October 2, 2026
Point-in-Time Recovery in PostgreSQL: WAL Archiving, pgBackRest and Restore Traps
A nightly pg_dump means losing up to a day of data. How to rewind PostgreSQL to one second before a bad query with physical backups and a continuous WAL archive...
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October 1, 2026
The Transactional Outbox: Writing to a Database and a Queue Without Losing Events
Why commit-then-publish loses events, how to build an outbox table, whether to relay by polling or CDC, and how to avoid the sequence gap, duplicate delivery an...
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September 30, 2026
API Rate Limiting: Token Buckets, Choosing the Right Key and Distributed Counter Pitfalls
Why fixed windows let twice the limit through, why the IP address is a poor key, how INCR plus EXPIRE in Redis can block a client forever, and why you should an...
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September 29, 2026
DNS Resolution in Kubernetes: ndots, Search Domains, CoreDNS Caching and the Five-Second Stalls
Why a pod turns one external lookup into eight DNS queries, what lowering ndots breaks, when autopath and NodeLocal DNSCache are worth it, where the exact five-...
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September 28, 2026
PostgreSQL Connection Pooling: PgBouncer's Three Modes, the Prepared Statement Trap and Multi-Tenant Sizing
How to choose between session, transaction and statement modes, what breaks in transaction mode, why the prepared statement error only appears under load, and h...
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September 27, 2026
Custom Domains in SaaS: Ownership Verification, CNAME Targets and TLS Traps
Serving a SaaS from a customer's own domain is not a single CNAME record. Tenant routing, proof of ownership and certificate issuance are three separate problem...
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September 26, 2026
Kubernetes Resource Requests and Limits: CPU Throttling, OOMKilled and QoS Classes
A request is the scheduler's reservation, a limit is the kernel's quota. Why CPU gets paused while memory gets killed, how QoS classes decide eviction order, an...
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September 25, 2026
Zero-Downtime Schema Migrations: Expand and Contract, Locks and PostgreSQL Pitfalls
Rolling deploys are not enough; a schema change breaks the moment old and new versions run side by side. How to migrate PostgreSQL without downtime using expand...
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September 24, 2026
Stateful Resources Under Helm: Renames, resource-policy and CRD Pitfalls
Helm deletes a renamed PVC, restarts a StatefulSet on empty disks, regenerates passwords on every upgrade and never updates a CRD. Why data gets lost when state...
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September 23, 2026
Automated TLS Certificates with ACME: Validation Method, Rate Limits and State You Must Keep
Choosing between HTTP-01, DNS-01 and TLS-ALPN-01, where Let's Encrypt rate limits will catch you, the state you actually need to back up, and pitfalls like spli...
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September 22, 2026
Zero-Downtime Deployments in Kubernetes: Probes, preStop and Getting Graceful Shutdown in the Right Order
A rolling update alone does not give you zero downtime. Unless readiness and startup probes, a preStop delay, terminationGracePeriodSeconds, maxUnavailable and...
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September 21, 2026
Silent Failures in Bash Scripts: set -e, pipefail and Where Strict Mode Abandons You
set -euo pipefail does not make your script safe, it only gets you started. -e switching off inside function bodies, pipefail failing on SIGPIPE, -u ignoring em...
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September 20, 2026
Why Scheduled Jobs Break Quietly: Missed Runs, Overlap and Single Instance in cron, systemd Timers and Kubernetes CronJobs
Scheduled jobs break quietly in three ways: the missed run, the overlapping run and the failure nobody sees. How cron, systemd timers and Kubernetes CronJobs an...
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September 19, 2026
Enforcing Policy in Kubernetes: OPA Gatekeeper vs. Kyverno, and When to Use Which
RBAC decides who can act, not whether the object they submit is actually valid. Admission-based policy engines close that gap. We compare OPA Gatekeeper, Kyvern...
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September 18, 2026
Backups are not enough: run restore drills
A green backup job gives false confidence, and an untested backup is not a backup. We cover the silent traps we hit, valid but incomplete archives, stale locks,...
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September 17, 2026
Trust the output, not the model: a last line of defense for automated content
When we built an automated content pipeline, the hard part was never writing the text but making sure it could never leak internal details. Here is why telling...
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September 16, 2026
The PID 1 Problem in Containers: Zombie Processes and When You Need an Init System
The first process in a container is not an ordinary process as far as the kernel is concerned. Here is how that difference leads to zombie process buildup, how...
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September 15, 2026
Autoscaling Pods in Kubernetes: Choosing Between HPA, VPA, and KEDA
HPA scales replica count, VPA scales resource sizing, KEDA scales event-driven load. Using one in place of another is the root cause of most autoscaling complai...
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September 14, 2026
Webhook Design: Retries, Idempotency, and Signature Verification
Webhooks look simple until production traffic exposes three hard questions: delivery guarantees, duplicate events, and sender authenticity. This post covers ret...
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September 13, 2026
The Empty Map Trap When Talking to the Kubernetes API
When a Kubernetes map field is empty, whether JSON encodes it as an array or an object depends on your language, and getting it wrong silently rejects the whole...
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September 12, 2026
When You Actually Need a Service Mesh, and When It's Just Complexity
A decision guide to the real differences between Istio, Linkerd, and Cilium, what actually justifies adopting a service mesh, and the concrete pitfalls that sho...
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September 11, 2026
What You Gain and Lose With an Immutable Operating System
A look at the three main approaches to read-only, image-based operating systems: what they actually buy you, and the costs that only show up after adoption.
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September 10, 2026
Identity and Authorization in SaaS: Single Sign-On, Roles, and Tenant Boundaries
In a multi-tenant SaaS product, authentication, role, and tenant boundary are three separate axes. How to pick an identity model, how to match tenants during OI...
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September 9, 2026
How to Design a Client That Keeps Working Offline
Keeping an app from crashing when the network drops is one problem; making sure the user's changes survive that drop is a different one. We compare caching, opt...
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September 8, 2026
Cilium and eBPF: What Changes in Network Policy and Observability
Why iptables-based network policy runs into scaling walls in large clusters, how eBPF fixes that, and what Cilium's identity-based L7 policies and Hubble's side...
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September 7, 2026
k6 vs Locust for Load Testing: Which One to Choose and When
k6 and Locust are the two most common open source load testing tools. The real difference between them is not speed, it's the concurrency model, distributed exe...
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September 6, 2026
Cypress or Playwright for End-to-End Testing: Which One and When
The architectural difference between Cypress and Playwright decides far more than the authoring experience. What to know before choosing between the two, and th...
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September 5, 2026
Actually Measuring RPO and RTO Targets in Disaster Recovery
A green nightly backup job does not mean your RPO and RTO targets are actually met. Only a real, repeated restore drill produces the true number. Here is how to...
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September 4, 2026
Metrics, Logs, Traces, and Error Tracking: Why You Need All Four
Metrics, logs, traces, and error tracking do not measure the same thing. Each answers a different question at a different cost. A guide to when you need which,...
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September 3, 2026
Gateway API: What Changes After Ingress
Ingress has carried the same three or four fields for a decade, and everything else got bolted on through controller-specific annotations. Gateway API splits th...
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September 2, 2026
Queues and Async Job Processing: Where They Help, Where They Hurt
Pushing every slow operation into a queue does not remove complexity, it relocates it. A practical look at when async processing actually pays off, what deliver...
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September 1, 2026
Alerting Rules: "Something Broke" vs. "Users Are Affected"
Cause-based alerts (high CPU, full disk, failed job) wear out on-call engineers without answering whether users are actually affected. How to move to SLO-based...
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September 1, 2026
Secret Management in Kubernetes: Which Approach Fits Where
Kubernetes' built-in Secret object is not encryption. Here is how to choose between Sealed Secrets, External Secrets Operator, SOPS, and Vault's injector based...
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August 31, 2026
filex: a self-hosted file manager you can embed
By the third time we wrote a file listing UI just to show a client an S3 bucket, it was clear this would not scale. filex is that job done properly: one package...
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August 29, 2026
Self-hosted error tracking: choosing between Sentry and GlitchTip
Self-hosted Sentry wants twenty-odd services and 16 GB of RAM; GlitchTip does the same job in 512 MB. A comparison of licensing, footprint and feature gaps, plu...
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August 25, 2026
Designing a multi-tenant SaaS: isolation strategies and what they really cost
Database per tenant, schema per tenant and shared tables with a tenant column carry very different migration, backup, noisy neighbour and leak costs. Which one...
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August 19, 2026
How to Do GitOps, and What It Actually Buys You
Why the pull model differs from push-based deployment, where self-healing turns into a fight, why environments belong in directories rather than branches, how t...
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August 14, 2026
Terraform or OpenTofu: the license question and the real technical differences
What the 2023 license change actually broke, why OpenTofu was born under the Linux Foundation, and where the two CLIs genuinely diverge today: state encryption,...
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August 8, 2026
Reproducible service deployment with NixOS
What declarative configuration, atomic switching and flake pinning actually buy you, where NixOS beats Docker and conventional configuration management, which t...
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August 4, 2026
What an active-active Kubernetes architecture really takes
Active-active is not about splitting traffic, it is about writing consistently in two regions at once, and the real work ends up in the data layer. The cost of...
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July 28, 2026
Backing up a Kubernetes cluster with Velero and restoring it into another one
The real problem with Kubernetes backups is not etcd but cluster objects and persistent volume data being captured separately. How Velero is built, when to choo...
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July 21, 2026
Kubernetes from scratch on Talos Linux: operating a cluster without a shell
Talos Linux is an immutable, API managed Kubernetes OS with no shell and no SSH on the node. How machine config works, the bootstrap and upgrade flow, debugging...
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