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from $1.17 / 1,000 results

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JSON & CSV to Apify Dataset | Data Normalizer

Try for free

Analyze customer-provided JSON, CSV and structured documents from customer-supplied records or authorized Apify Datasets. Compare snapshots where supported and export structured results. This Actor does not independently fetch live marketplace data.

Pricing

from $1.17 / 1,000 results

Rating

0.0

(0)

Developer

Rafael Barreto Haddad

Actor stats

Bookmarked

Total users

Monthly active users

2 days ago

Last modified

Categories

Developer tools

Automation

Documents

documents

Required

CSV, JSON, JSONL or XML sources. Use either content or a public HTTP(S) URL.

Type:array

Default:

[
  {
    "name": "sample",
    "format": "json",
    "content": "[{\"id\":1,\"name\":\"alpha\"},{\"id\":2,\"name\":\"beta\"}]"
  }
]

Maximum output rows

maxRows

Optional

Maximum number of normalized rows to write to the default Dataset across all supplied documents.

Type:integer

Minimum:1

Maximum:100000

Default:10000

Add provenance fields

addProvenance

Optional

Add _sourceIndex and _rowIndex fields so downstream workflows can trace each output row to its input source and position.

Type:boolean

Default:true

Previous Gen2 analysis

previousAnalysis

Optional

Optional prior Gen2 output used to calculate decision-metric deltas and regression.

Type:object

Value per impact unit (USD)

valuePerImpactUnitUsd

Optional

Optional user-supplied economic value per impact unit. Leave empty to avoid monetary estimation.

Type:number

Minimum:0

Monthly run volume

monthlyRuns

Optional

Optional expected monthly run count used only with valuePerImpactUnitUsd for economic impact estimation.

Type:integer

Minimum:1

Default:1

MCP output connectors

mcpConnectors

Optional

Optional MCP connectors authorized in your Apify account. Use them to send or write this Actor result to tools such as Slack, Notion, GitHub, Sentry, Supabase, or another compatible MCP service.

Type:array

MCP tool name

mcpToolName

Optional

Optional exact MCP tool name. Leave blank to let the selected MCP action preset discover a compatible tool automatically.

Type:string

Default:

MCP tool arguments

mcpToolArguments

Optional

JSON object passed to the selected MCP tool. String values may use {{actor_title}}, {{result_summary}}, or {{result_json}} placeholders.

Type:object

Default:

{}

Fail run if MCP delivery fails

mcpFailOnError

Optional

When enabled, an MCP delivery error fails the Actor run. Disabled by default so data extraction and intelligence results remain available even if the external destination is unavailable.

Type:boolean

Default:false

MCP action preset

mcpActionPreset

Optional

Choose a safe action pattern. AUTO_SAFE_WRITE discovers a compatible non-destructive write tool automatically; use a specific preset for Slack, GitHub, Notion, or database delivery.

Type:string

Default:AUTO_SAFE_WRITE

Options:

AUTO_SAFE_WRITESLACK_MESSAGEGITHUB_ISSUENOTION_PAGEDATABASE_WRITECUSTOM

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