Logs, metrics or traces: which should you set up first?
A decision guide for small teams: start with metrics for alerts, structured logs for detail, and add traces once requests cross several services.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
A decision guide for small teams: start with metrics for alerts, structured logs for detail, and add traces once requests cross several services.
What happens when the logger cannot write: buffer sizes, non-blocking writes, fallbacks and an alert on silence, so a log outage is not a product outage.
Catch, log and rethrow at every layer floods logs with copies of one failure. Log at the boundary where you handle it, and add context as you pass it up.
A lockfile only security fix and a manifest change carry different risk. How to review each, what to check in the diff and when a frozen install helps.
Choose by data sensitivity, quality needs, volume, latency and who will operate it. Six questions that point to a local model, a hosted one, or both.
Rate limiting caps what each client may send. Load shedding drops work when the whole service is overloaded. Learn when you need each and how they combine.
When your LLM provider is down, you have three options. A decision guide to choosing one per feature before the outage happens, not during it.
Six common beliefs about LLM cost, checked against provider documentation: caching, max_tokens, batching, token counting, defaults and rate limits.
When AI spend jumps, work through a fixed order: contain, locate by workspace and model, check cache and reasoning, find the cause, then prevent a repeat.
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