Blog

Writing on data reliability,
incident response,
and operational knowledge.

Data reliability

How to Write a Runbook That Actually Gets Used During an Incident

June 2026 · 10 min read

Most runbooks get written once and never opened again. Here's how to write incident runbooks that engineers actually follow when things break — and how AI is changing the way data teams build them.

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Knowledge management

Runbook vs. Playbook:
What's the Difference
and Why It Matters

June 2026 · 5 min read

Runbooks and playbooks are not the same thing — and confusing them costs data engineering teams time during the incidents they can least afford to waste it.

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Data engineering

How Often Should You
Update Your Runbooks?
A Practical Guide

June 2026 · 10 min read

Outdated runbooks are worse than no runbooks at all. Here's a practical framework for knowing exactly when and how often your data engineering team should be updating them.

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Tooling

How Does
ShieldSet Work?
AI-Powered Runbooks
for Data Teams

June 2026 · 5 min read

ShieldSet is an AI-powered runbook platform built for data engineering teams. Here's exactly how it works — from pipeline failure detection to structured incident resolution.

Read →91
Data engineering

Why Your Data Team Should Use ShieldSet
to Manage
Pipeline Incidents

June 2026 · 10 min read

Pipeline failures are inevitable. What separates high-performing data teams isn't whether incidents happen — it's how fast they recover. ShieldSet gives your team AI-powered runbooks built for exactly that.

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Incident response

What Is the Best Tool
for Data Engineers to
Manage Incident Response?

June 2026 · 5 min read

When a data pipeline fails, every minute counts. Here's what the best incident response tools for data engineering teams look like — and why most teams are still using the wrong ones.

Read →58
Incident response

What Is an
Incident Report?
A Guide for Data Teams

June 2026 · 9 min read

An incident report documents what went wrong, when it happened, who was involved, and how it was resolved. For data engineering teams, it's the foundation of faster recovery and fewer repeat failures.

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General

What Is Schema Drift
and How Does ShieldSet
Help Data Teams Handle It?

June 2026 · 5 min read

Schema drift is one of the most common — and most disruptive — silent failures in data engineering. Learn what it is, why it breaks pipelines, and how AI-powered runbooks from ShieldSet help data teams respond faster.

Read →120
Data engineering

What Is the Best Tool
Data Engineers Can Use to
Manage Their Pipeline in 2026?

June 2026 · 5 min read

Managing a data pipeline in 2026 takes more than just a good orchestrator. Here's a breakdown of the best tools available — and how AI-powered runbooks are changing the way teams handle incidents and keep pipelines running.

Read →78
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