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Blog

Stories, guides, and lessons from the world of observability

How Replicas Work in Kubernetes

How Replicas Work in Kubernetes

Understand how Kubernetes uses replicas to ensure your application stays available, handles traffic spikes, and recovers from pod failures automatically.

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Faiz Shaikh

Faiz Shaikh

Improve Consistency Across Signals with OTel Semantic Conventions

OTel Updates: Improve Consistency Across Signals with OTel Semantic Conventions

Correlate logs, metrics, and traces faster by using consistent field names and schemas with OpenTelemetry semantic conventions.

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Anjali Udasi

Anjali Udasi

Prometheus Group By Label: Advanced Aggregation Techniques for Monitoring

Prometheus Group By Label: Advanced Aggregation Techniques for Monitoring

Know how to use group by in Prometheus for advanced metric aggregation, reduce noise, and improve observability across services.

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Faiz Shaikh

Faiz Shaikh

Instrument LangChain and LangGraph Apps with OpenTelemetry

Instrument LangChain and LangGraph Apps with OpenTelemetry

Understand how to trace, monitor, and debug LangChain and LangGraph apps using OpenTelemetry, down to chains, tools, tokens, and state flows.

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Anjali Udasi

Anjali Udasi

Docker Status Unhealthy: What It Means and How to Fix It

Docker Status Unhealthy: What It Means and How to Fix It

What Docker’s “unhealthy” status means, why it happens, and how to debug failing containers with clarity and control.

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Faiz Shaikh

Faiz Shaikh

LangChain Observability: From Zero to Production in 10 Minutes

LangChain Observability: From Zero to Production in 10 Minutes

Add tracing, metrics, and cost visibility to your LangChain app in minutes using OpenTelemetry and LangSmith, no rewrites needed.

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Anjali Udasi

Anjali Udasi

How to Run Elasticsearch on Kubernetes

How to Run Elasticsearch on Kubernetes

Understand how to deploy, scale, and manage Elasticsearch on Kubernetes with the right configs for storage, availability, and performance.

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Anjali Udasi

Anjali Udasi

LangChain & LangGraph: The Frameworks Powering Production AI Agents

LangChain & LangGraph: The Frameworks Powering Production AI Agents

LangChain and LangGraph help build production-grade AI agents. Here's how they work, and why observability is key to running them reliably.

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Anjali Udasi

Anjali Udasi

How to Write Logs to a File in Go

How to Write Logs to a File in Go

Understand how to write logs to a file in Go, avoid common pitfalls, and build a production-ready logging setup with performance and safety in mind.

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Anjali Udasi

Anjali Udasi