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Databricks Cluster Forensics

Category: General  ·  Sub-category: general-misc  ·  Last updated:
type:debug
Diagnose broken or unexplained Databricks compute — slow cold starts, failed cluster launches, Photon paying its premium without the speedup, DBR-upgrade landmines, and spot-interruption shuffle aborts — by correlating a cluster's live event stream across API surfaces. Use when a Databricks cluster won't start, died mid-run, is randomly slow to start, when planning a Databricks Runtime upgrade, or when a job keeps failing on spot loss. Trigger with "databricks cluster won't start", "cluster failed", "why is my cluster slow", "NPIP_TUNNEL_SETUP_FAILURE", "databricks runtime upgrade", "photon not helping".
Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Databricks Cluster Forensics includes a dedicated installation section; worked examples; pricing or quota commentary. At roughly 1,548 words the SKILL.md is on the longer end of the catalog distribution.

Source
tonsofskills.com
License
MIT
Original author
Jeremy Longshore <[email protected]>
Indexed lastmod
Catalog position
General · general-misc
Indexed related skills
10

How Databricks Cluster Forensics fits the catalog

Databricks Cluster Forensics sits in the General category under the general-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

Is Databricks Cluster Forensics safe to install?

A free static scan against the OWASP Agentic Skills Top 10 found no risk patterns in Databricks Cluster Forensics’s SKILL.md — no data-exfiltration, prompt-injection, or unexpected-execution signatures. The full security scan is below.

Installing & verifying

Installing Databricks Cluster Forensics writes its SKILL.md to ~/.claude/skills/databricks-cluster-forensics/SKILL.md; Claude Code discovers it automatically on the next session — no restart flag needed. It declares no allowed-tools restriction, so it inherits your session’s existing tool access rather than narrowing it. To confirm it loaded, ask Claude to list its available skills — databricks-cluster-forensics should appear by name.

What Databricks Cluster Forensics needs to run

External services
The SKILL.md references pricing, quota, or rate limits — it likely calls a paid or rate-limited API. Check the source before wiring it into unattended automation.
Prerequisites
Ships its own installation / prerequisites section — it isn’t purely self-contained; read that first.
Worked code
3 copy-paste code blocks in the body.
Depth
~1,548 words, substantial — top of the catalog distribution.

When to reach for it

There are 10 related skills in General — a two-minute scan of the alternatives usually confirms whether Databricks Cluster Forensics is the right pick.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

The operational SRE spine of the pack — what a Databricks engineer reaches for at 2 AM when the compute layer is broken or unexplained. It correlates a cluster's live event stream across API surfaces to name the failure with its actual error code and its version-specific mitigation, not "network problem, try again".

What this skill does

Databricks Cluster Forensics is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/databricks-cluster-forensics/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when a Databricks cluster won't start, died mid-run, is randomly slow to start, when planning a Databricks Runtime upgrade, or when a job keeps failing on spot loss. Trigger with "databricks cluster won't start", "cluster failed", "why is my cluster slow", "NPIP_TUNNEL_SETUP_FAILURE", "databricks runtime upgrade", "photon not helping".

Who uses this skill

The Databricks Cluster Forensics Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 184,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/databricks-cluster-forensics
curl -L https://claudskills.com/skills/databricks-cluster-forensics/SKILL.md \
  -o ~/.claude/skills/databricks-cluster-forensics/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/databricks-cluster-forensics/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/databricks-cluster-forensics/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\databricks-cluster-forensics\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Databricks Cluster Forensics Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/databricks-cluster-forensics/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Databricks Cluster Forensics skill do?
Diagnose broken or unexplained Databricks compute — slow cold starts, failed cluster launches, Photon paying its premium without the speedup, DBR-upgrade landmines, and spot-interruption shuffle aborts — by correlating a cluster's live event stream across API surfaces. Use when a Databricks cluster won't start, died mid-run, is randomly slow to start, when planning a Databricks Runtime upgrade, or when a job keeps failing on spot loss. Trigger with "databricks cluster won't start", "cluster failed", "why is my cluster slow", "NPIP_TUNNEL_SETUP_FAILURE", "databricks runtime upgrade", "photon not helping".
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Databricks Cluster Forensics skill?
Use Databricks Cluster Forensics when your Claude Code task falls under the General category — specifically in the general misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Databricks Cluster Forensics" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Databricks Cluster Forensics skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Databricks Cluster Forensics is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
Jeremy Longshore <[email protected]>. (2026). Databricks Cluster Forensics [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/databricks-cluster-forensics/
BibTeX
@misc{databricks-cluster-forensics-2026,
  author    = {Jeremy Longshore <[email protected]>},
  title     = {Databricks Cluster Forensics [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/databricks-cluster-forensics/}
}

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Security scan

Grade A · scanned 2026-08-13 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

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