SLOW

Slow stage

A stage runs for a long stretch of the job with no single cause flagged on it.

Outcome: Speed
Scope: Judged per stage
Usual fix: A change in the job code
CI gate: No budget flag: gate it with --fail-on-introduced against a baseline

An example finding

Where you see it

Dashboard

The SLOW tag marks it in the action region of the dashboard, among the widgets that rank a fix. Every affected stage is flagged, not only the worst.How to read it in the findings guide.

Agent (MCP)

An assistant can read this entry with the list_detectors tool and its background with get_finding_documentation. The call and the response below come from a real run of the MCP server.

Call

{
  "tool": "list_detectors",
  "arguments": {
    "type": "stageSlowness"
  }
}

Response

{
  "count": 1,
  "detectors": [
    {
      "type": "stageSlowness",
      "name": "slow stage",
      "tag": "SLOW",
      "tagSharedWith": [],
      "family": "speed",
      "pitch": "A stage runs for a long stretch of the job with no single cause flagged on it.",
      "region": "action",
      "scope": "stage",
      "fixEffort": "code",
      "thresholdSummary": "a stage running far longer than its peers, not attributable to a single slow host",
      "detectors": [
        {
          "detector": "stageSlowness",
          "version": 2,
          "thresholds": {
            "infoMin": 15
          },
          "suppressedBy": "slowHost"
        }
      ],
      "pages": {
        "catalog": "docs/detectors/stageSlowness.html",
        "guide": "docs/user-guide/understanding-findings.html#slow"
      },
      "tuning": {
        "kind": "section",
        "anchor": "#bottleneck-stage-slowness",
        "path": "docs/tuning-reference/bottleneck-slow-host.html#bottleneck-stage-slowness"
      },
      "gate": null
    }
  ]
}

get_finding_documentation call

{
  "tool": "get_finding_documentation",
  "arguments": {
    "type": "stageSlowness"
  }
}

Its response, with each Markdown body replaced by its length

{
  "type": "stageSlowness",
  "name": "Slow Stage",
  "detectionDoc": {
    "tag": "SLOW",
    "title": "Stage slowness",
    "content": "<716 characters of Markdown>"
  },
  "tuningDoc": {
    "anchor": "#bottleneck-stage-slowness",
    "title": "Slow Host",
    "content": "<6885 characters of Markdown>"
  }
}

CI (CLI)

List this entry from the command line. The output below is a real run of the command. Budgets and exit codes are in the CI guide.

sparkforensics-analyze detectors --type stageSlowness --format md

# Detectors (1)

## Speed

| Tag | Type | Scope | Fix | Gate | What it finds |
| --- | --- | --- | --- | --- | --- |
| SLOW | `stageSlowness` | stage | code |  | A stage runs for a long stretch of the job with no single cause flagged on it. |

Report only this finding type for a run with --type:

sparkforensics-analyze <event-log> --type stageSlowness --impact critical,warning,info

It has no budget flag. Fail a build on a new one by comparing against a baseline with --fail-on-introduced.

Airflow

The operator has no budget parameter for it. Use fail_on_introduced with a baseline.

check_spark_job = SparkForensicsOperator(
    task_id="check_spark_job",
    log_source=...,
    backend=SubprocessAnalyzeHook(),
    baseline_log_source=...,
    fail_on_introduced="critical",
)

The operator works per run, and its summary counts findings per impact band. See the operator for its parameters.

How it is measured

Thresholds

A stage running far longer than its peers, not attributable to a single slow host.

stageSlowness version 2

Threshold	Default
`infoMin`	15

Suppressed by slowHost: this detector drops its finding on any stage slowHost flagged in the same run.

Each rule's impact bands and fixed fallbacks are in the threshold tables.

Override a default per run with --thresholds; see Tuning detector thresholds.

Docs

This finding is covered in a section of a tuning page: Spark tuning reference.
Findings guide: SLOW in Understanding findings.