Pricing

Pay per event

CSV & Excel Data Quality Cleaner

Clean CSV and Excel files under explicit rules, normalize columns and values, flag or remove duplicates, and export cleaned rows plus a structured validation report.

Pricing

Pay per event

Rating

0.0

(0)

Developer

Stas Persiianenko

Actor stats

Bookmarked

Total users

Monthly active users

4 days ago

Last modified

Categories

Developer tools

You can access the CSV & Excel Data Quality Cleaner programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

$echo '{
<  "csvText": "Customer ID, Full Name ,Email,Amount,Order Date\\nC-001, Alice Smith ,ALICE@ACME.COM,1250.50,2026-08-01\\nC-001,Alice Smith,alice@acme.com,1250.50,2026-08-01",
<  "format": "auto",
<  "normalizeColumnNames": true,
<  "trimWhitespace": true,
<  "emptyAsNull": true,
<  "columnRules": [
<    {
<      "column": "amount",
<      "type": "number",
<      "required": true,
<      "min": 0
<    },
<    {
<      "column": "order_date",
<      "type": "date",
<      "required": true
<    },
<    {
<      "column": "email",
<      "type": "string",
<      "pattern": "^[^@\\\\s]+@[^@\\\\s]+\\\\.[^@\\\\s]+$"
<    }
<  ],
<  "deduplicateBy": [
<    "customer_id",
<    "order_date"
<  ],
<  "duplicateAction": "flag",
<  "caseInsensitiveDuplicates": true,
<  "maxRows": 20
<}' |
<apify call automation-lab/csv-excel-data-quality-cleaner --silent --output-dataset

CSV & Excel Data Quality Cleaner for Analytics API through CLI

The Apify CLI is the official tool that allows you to use CSV & Excel Data Quality Cleaner locally, providing convenience functions and automatic retries on errors.

Install Apify CLI

Using installation script (macOS/Linux):

$curl -fsSL https://apify.com/install-cli.sh | bash

Using installation script (Windows):

$irm https://apify.com/install-cli.ps1 | iex

Using Homebrew:

$brew install apify-cli

Using npm:

$npm install -g apify-cli

Other API clients include:

CSV & Excel Data Quality Cleaner API in Python

CSV & Excel Data Quality Cleaner API in JavaScript

CSV & Excel Data Quality Cleaner OpenAPI definition

CSV & Excel Data Quality Cleaner API

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