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BLOG

Field notes from the on-call

Engineering deep-dives, incident retros and observability practice from the Helix team.

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Topics All posts 241 Engineering Incident retros Product Tutorials Practice Culture
All articles // 61 posts · newest first
22 Jun
OPENTELEMETRY

How HelixQL plans a query across three signal types

A look inside the planner that joins logs, metrics and traces in a single sub-second scan.

Marco Vidal Jun 22 2026 2 min
19 Jun
OPENTELEMETRY

Why unified telemetry beats three dashboards

High-cardinality data is only useful if you can pivot across it. Three siloed tools make that the slow path.

Priya Nair Jun 19 2026 1 min
19 Jun
INCIDENT

The anatomy of a five-minute MTTR

Fast recovery is not heroics — it is removing every step between "something is wrong" and "here is why."

Mei Chen Jun 19 2026 1 min
18 Jun
INCIDENT

A Postgres Connection Pool, Exhausted, Live, at 11pm

Every request started failing at once, not gradually. That's the signature of a hard resource limit, not a slow degradation, and...

Marco Vidal Jun 18 2026 3 min
18 Jun
INCIDENT

Postmortems that people actually read

A postmortem is a teaching document, not a court transcript. Write it for the engineer who joins next year.

Dana Reyes Jun 18 2026 2 min
18 Jun
FIELD NOTES FROM THE ON-CALL

Correlating logs and traces with one join in HelixQL

The slowest part of most investigations is the swivel-chair between your logs tool and your traces tool. When they share an id,...

Priya Raman Jun 18 2026 2 min
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