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Distributed Tracing Fundamentals: Spans, Context Propagation, and Sampling That Actually Works

Distributed Tracing Fundamentals: Spans, Context Propagation, and Sampling That Actually Works

1 August 2026 Observability

A single checkout button click can fan out across an API gateway, an auth check, an inventory lookup, a database query, and a payment call — five services, one user-perceived action. Logs from each service tell you what happened inside…

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OpenTelemetry Collector vs. Splunk vs. Datadog: What ‘Vendor Lock-In’ Actually Means

OpenTelemetry Collector vs. Splunk vs. Datadog: What ‘Vendor Lock-In’ Actually Means

1 August 2026 Observability

“Vendor lock-in” gets thrown around in observability conversations as if it’s one single problem. It isn’t. There’s instrumentation lock-in — your code is wired directly to a proprietary SDK or agent, and migrating means touching every service that emits telemetry…

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