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Monitoring That Actually Helps On-Call: Alerts, Dashboards, and Runbooks

How we went from 200 alerts per week (most ignored) to 15 actionable alerts with clear runbooks and useful dashboards.

InfrastructureMonitoringKubernetesTerraform
KU
Kiril urbonasDevOps Engineer and AI Enthusiast
|Apr 4, 2026
Monitoring That Actually Helps On-Call: Alerts, Dashboards, and Runbooks

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Systemd Tricks We Use to Keep Services Boring
••6 months ago

Systemd Tricks We Use to Keep Services Boring

Concrete systemd unit patterns that reduced flakiness: restart policies, resource limits, and structured logs.

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Kiril urbonas·1 min read
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AWS Lambda and Serverless Best Practices for Production
••6 months ago

AWS Lambda and Serverless Best Practices for Production

Design serverless apps for reliability, cold start, and cost. Event-driven patterns and observability.

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Kiril urbonas·1 min read
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Production AI Pipelines: Building End-to-End ML Systems
••6 months ago

Production AI Pipelines: Building End-to-End ML Systems

Learn how to build production-ready AI pipelines from data ingestion to model serving. Complete architecture guide with MLOps best practices.

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Kiril Urbonas·5 min read
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Architecture Review: LLM Gateway Design for Multi-Provider Inference
••6 months ago

Architecture Review: LLM Gateway Design for Multi-Provider Inference

LLM Gateway Design for Multi-Provider Inference. Practical guidance for reliable, scalable platform operations.

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Kiril Urbonas·4 min read
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A Pragmatic Multi-Region Strategy for Small Teams
••6 months ago

A Pragmatic Multi-Region Strategy for Small Teams

How a small team moved from single-region risk to a simple active/passive multi-region setup without doubling complexity.

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Kiril urbonas·2 min read
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AI Security and Safety: Protecting Your AI Applications
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AI Security and Safety: Protecting Your AI Applications

Learn how to secure AI applications against prompt injection, data leakage, and adversarial attacks. Best practices for AI security in production.

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Kiril Urbonas·6 min read
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Architecture Review: Kernel and Package Patch Management
••6 months ago

Architecture Review: Kernel and Package Patch Management

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What We Learned Running Weekly Game Days on Our CI/CD Pipeline
••6 months ago

What We Learned Running Weekly Game Days on Our CI/CD Pipeline

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Kiril urbonas·2 min read
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Real-World RAG Incidents: Lessons from a Production Rollout
••6 months ago

Real-World RAG Incidents: Lessons from a Production Rollout

A field report from rolling out retrieval-augmented generation in production, including cache bugs, bad embeddings, and how we fixed them.

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Kiril urbonas·2 min read
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Embedding Models Comparison: Choosing the Right Model for Your Use Case
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Embedding Models Comparison: Choosing the Right Model for Your Use Case

Compare popular embedding models including OpenAI, Sentence-BERT, and open-source alternatives. Learn which model fits your RAG, search, or similarity tasks.

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Kiril Urbonas·4 min read
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Architecture Review: Systemd Service Reliability Patterns
••6 months ago

Architecture Review: Systemd Service Reliability Patterns

Systemd Service Reliability Patterns. Practical guidance for reliable, scalable platform operations.

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Kiril Urbonas·4 min read
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How We Stopped Terraform Drift from Surprising On-Call
••6 months ago

How We Stopped Terraform Drift from Surprising On-Call

A real story of removing console-only changes, adding drift detection, and getting Terraform back in charge.

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Kiril urbonas·1 min read
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