Diagram of Flink checkpoint barriers flowing through a streaming pipeline with aligned state snapshots.

Inside Apache Flink's Checkpointing Algorithm: How Exactly-Once State Guarantees Survive Pipeline Failures

How Apache Flink’s distributed snapshot algorithm coordinates barriers across operators, persists state to durable storage, and recovers jobs after failure without losing or duplicating records.

September 4, 2026 · 9 min · 1721 words · martinuke0
Abstract visualization of telemetry data flowing through processor pipelines with sampling decision nodes.

Inside OpenTelemetry's Span Processor: Tail-Sampling and Adaptive Bucket Aggregations

How modern span processors decide what to keep, what to drop, and how to bucket latency without lying to you. We unpack tail-sampling evaluators and adaptive bucket strategies used in OpenTelemetry Collector pipelines.

September 4, 2026 · 12 min · 2393 words · martinuke0
Abstract vault door with glowing key shards reassembling.

Inside HashiCorp Vault: Unsealing, Audit Logs, and Transit Encryption

A practitioner’s tour of three Vault primitives engineers touch daily — the Shamir-based unseal flow, the tamper-evident audit log device, and the stateless transit encryption engine — with concrete config and production patterns.

September 4, 2026 · 11 min · 2134 words · martinuke0
Diagram of gVisor Sentry intercepting syscalls between application and host kernel.

Inside gVisor: How User-Space Kernels Sandbox Containers at the Syscall Boundary

gVisor moves the Linux kernel into userspace to sandbox containers at the syscall boundary, trading raw throughput for a dramatically smaller attack surface.

September 4, 2026 · 9 min · 1766 words · martinuke0
Diagram of an eBPF program attached to kernel hooks feeding a userspace collector on an embedded board.

Designing eBPF-Based Telemetry Pipelines for Constrained Embedded Linux Devices

How to design and ship eBPF-based telemetry pipelines on constrained embedded Linux devices — covering CO-RE, ring buffers, perf events, and the patterns that survive contact with 32 MB RAM and flaky flash.

September 4, 2026 · 14 min · 2907 words · martinuke0
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