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Blog

Stories, guides, and lessons from the world of observability

PostgreSQL Performance: Faster Queries and Better Throughput

PostgreSQL Performance Tuning: Cut Query Latency 50-80%

Slow Postgres queries killing your app? Learn proven tuning techniques for indexes, VACUUM, connection pooling, and query optimization. Real fixes that cut latency 50-80%.

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Faiz Shaikh

Faiz Shaikh

What are Application Metrics?

What are Application Metrics?

Application metrics are key performance signals, like latency, error rate, and throughput, that help you understand how your app behaves in production.

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Anjali Udasi

Anjali Udasi

Jaeger Monitoring: Essential Metrics and Alerting for Production Tracing Systems

Jaeger Monitoring: Essential Metrics and Alerting for Production Tracing Systems

Monitor Jaeger in production with core metrics and alerting rules, track trace completion, queue depth, and storage performance at scale.

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Anjali Udasi

Anjali Udasi

Why Your Loki Metrics Are Disappearing (And How to Fix It)

Why Your Loki Metrics Are Disappearing (And How to Fix It)

Diagnose missing Loki metrics by fixing recording rule gaps, remote write failures, and high-cardinality issues in production setups.

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Faiz Shaikh

Faiz Shaikh

Auto-Instrument Your Applications Using OTel Injector

OTel Updates: Auto-Instrument Your Apps with the OTel Injector

Automatically instrument your apps on Linux with the OTel Injector, no code changes, minimal setup, and support for Java, Node.js, Python, and .NET.

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Anjali Udasi

Anjali Udasi

OTel Weaver: Consistent Observability with Semantic Conventions

OTel Updates: Weaver for Consistent Observability with Semantic Conventions

Achieve consistent, reliable observability with OTel Weaver, validate and standardize telemetry using semantic conventions at ingest.

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Anjali Udasi

Anjali Udasi

How Prometheus 3.0 Fixes Resource Attributes for OTel Metrics

OTel Updates: How Prometheus 3.0 Fixes Resource Attributes for OTel Metrics

Prometheus 3.0 supports resource attribute promotion for OpenTelemetry metrics, enabling direct labeling without `target_info` joins.

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Anjali Udasi

Anjali Udasi

How sum_over_time Works in Prometheus

How sum_over_time Works in Prometheus

Understand how sum_over_time() aggregates metrics in Prometheus, handles gaps, and why step size and staleness can affect accuracy.

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Faiz Shaikh

Faiz Shaikh

Use Telegraf Without the Prometheus Complexity

Use Telegraf Without the Prometheus Complexity

Collect metrics with Telegraf without running Prometheus. No scraping, no TSDB tuning, just clean, push-based telemetry to your backend.

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Anjali Udasi

Anjali Udasi