Individual skill
fabric-spark-compute-remediate
Diagnose and resolve Microsoft Fabric Spark compute issues including HTTP 430 throttling errors, job queueing failures, slow session startup, autoscale problems, capacity SKU limits, environment publishing failures, library conflicts, node sizing, burst factor configuration, and VNet provisioning delays. Use when remediate Spark notebooks, Spark job definitions, lakehouse operations, starter pools, custom pools, or concurrency limits in Fabric workspaces.
skills/fabric-spark-compute-remediate/SKILL.md
Source commit cee03dc1199cd2a9765b439fa41930d480e5989d
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 6, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 17
- Repository last updated
- Jun 7, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- claude Repository topic
- claude-skills Repository topic
- copilot Repository topic
- copilot-skills Repository topic
- fabric Repository topic
- microsoft-fabric Repository topic
- operations Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
LICENSE.txtdoc · 11,358 bytesSKILL.mdcore · 6,840 bytesSKILL.mdcore · 6,840 bytesSKILL.mdcore · 6,840 bytesSKILL.mdcore · 6,840 bytesSKILL.mdcore · 6,840 bytesSKILL.mdcore · 6,840 bytesSKILL.mdcore · 6,840 bytesreferences/pool-configuration.mddoc · 6,461 bytesreferences/session-and-environment.mddoc · 8,385 bytesreferences/throttling-and-concurrency.mddoc · 6,768 bytesscripts/Get-FabricSparkCapacity.ps1runs · 4,839 bytes
Read excerpt
# Microsoft Fabric Spark Compute remediate
Structured diagnostic workflows for resolving Apache Spark compute issues in Microsoft Fabric Data Engineering and Data Science workloads.
## When to Use This Skill
- Spark jobs fail with HTTP 430 throttling or TooManyRequestsForCapacity errors
- Notebook or Spark job sessions are slow to start (>30 seconds)
- Environment publishing fails or hangs
- Autoscale is not scaling up or down as expected
- Jobs are queued indefinitely or expiring after 24 hours
- Custom pool creation fails or pools are undersized
- Library installation causes session startup delays
- Capacity appears exhausted despite low job counts