📋 Lead Formatter

🚀 Clean and standardize your lead lists in seconds. Upload a CSV or JSON file and get deduplicated, formatted leads with blank removal, job title standardization, and consistent formatting. No coding, no CRM setup required.

🕒 Last updated: 2026-04-23 · 📋 Auto-deduplication · 🔄 Blank removal · 🏷️ Title formatting · 🚫 No coding needed

The Lead Formatter cleans messy lead data by removing blank rows, deduplicating entries, and standardizing job titles. Upload a CSV or JSON file and get back a clean, formatted version ready for CRM import or outreach campaigns.

Built for sales teams, marketing ops, recruiters, and anyone who needs to clean up lead lists before importing to a CRM.

🎯 Target Audience	💡 Primary Use Cases
Sales teams, marketing ops, recruiters, BD teams, data ops, CRM admins	Lead cleaning, deduplication, CRM import prep, list standardization, outreach list hygiene

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📋 What the Lead Formatter does

Four data-cleaning operations:

• 🗑️ Remove blanks. Strip rows with empty required fields.
• 🔄 Remove duplicates. Deduplicate by email, name, or custom key.
• 🏷️ Format job titles. Standardize title casing and abbreviations.
• 📋 Consistent output. Clean, structured CSV or JSON ready for CRM import.

💡 Why it matters: importing messy lead data into your CRM creates duplicates, wastes outreach budget, and clutters pipelines. This Actor cleans and standardizes your list in seconds.

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🎬 Full Demo

🚧 Coming soon: a 3-minute walkthrough showing how to clean a lead list.

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⚙️ Input

Input	Type	Default	Behavior
leadsFile	string	""	URL to your CSV or JSON leads file.
removeBlanks	boolean	true	Remove rows with empty required fields.
removeDuplicates	boolean	true	Deduplicate entries.
formatJobTitle	boolean	true	Standardize job title formatting.

Example: clean a lead list with all options.

{
    "leadsFile": "https://example.com/leads.csv",
    "removeBlanks": true,
    "removeDuplicates": true,
    "formatJobTitle": true
}

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📊 Output

🧾 Schema

Field	Type	Example
👤 name	string	"John Smith"
📧 email	string	"john@example.com"
🏷️ jobTitle	string	"Vice President of Sales"
🏢 company	string	"Acme Corp"
📞 phone	string	"(555) 123-4567"
✅ isDuplicate	boolean	false
🕒 processedAt	ISO 8601	"2026-04-16T00:00:00.000Z"

📦 Sample records

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✨ Why choose this Actor

	Capability
🗑️	Blank removal. Auto-strip rows with missing required fields.
🔄	Deduplication. Remove duplicate entries automatically.
🏷️	Title formatting. Standardize job title casing and abbreviations.
📋	CRM-ready output. Clean CSV or JSON ready for import.
⚡	Fast. Process thousands of leads in seconds.
🚫	No coding. Upload and configure with checkboxes.

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📈 How it compares to alternatives

Approach	Cost	Dedup	Title format	Speed	Setup
⭐ Lead Formatter (this Actor)	$5 free credit, then pay-per-use	Yes	Yes	Seconds	⚡ 2 min
Excel manual cleanup	Free	Manual	Manual	Hours	N/A
Paid CRM enrichment tools	$50-500/month	Yes	Some	Minutes	⏳ Hours
Custom scripts	Free	As coded	As coded	Varies	🐢 Hours

Pick this Actor when you want one-click lead list cleaning without Excel formulas or custom scripts.

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🚀 How to use

1. 📝 Sign up. Create a free account with $5 credit (takes 2 minutes).
2. 🌐 Open the Actor. Go to the Lead Formatter page on the Apify Store.
3. 🎯 Set input. Upload your leads file and toggle cleaning options.
4. 🚀 Run it. Click Start.
5. 📥 Download. Grab your cleaned leads from the Dataset tab.

⏱️ Total time: 2-3 minutes. No coding required.

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💼 Business use cases

📈 Sales & BD Clean prospect lists before CRM import Deduplicate across multiple lead sources Standardize titles for segmentation Prepare outreach lists for campaigns	📊 Marketing & Ops Clean event attendee lists Standardize webinar registrations Prepare newsletter imports Merge and deduplicate lead sources
🏢 Recruiting & HR Clean candidate databases Standardize job titles across sources Deduplicate applicant lists Prepare talent pool imports	🛠️ Data Operations Automate lead hygiene workflows Build ETL pipelines with clean data Standardize data from multiple scrapers Maintain CRM data quality

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🌟 Beyond business use cases

Data like this powers more than commercial workflows. The same structured records support research, education, civic projects, and personal initiatives.

🎓 Research and academia Empirical datasets for papers, thesis work, and coursework Longitudinal studies tracking changes across snapshots Reproducible research with cited, versioned data pulls Classroom exercises on data analysis and ethical scraping	🎨 Personal and creative Side projects, portfolio demos, and indie app launches Data visualizations, dashboards, and infographics Content research for bloggers, YouTubers, and podcasters Hobbyist collections and personal trackers
🤝 Non-profit and civic Transparency reporting and accountability projects Advocacy campaigns backed by public-interest data Community-run databases for local issues Investigative journalism on public records	🧪 Experimentation Prototype AI and machine-learning pipelines with real data Validate product-market hypotheses before engineering spend Train small domain-specific models on niche corpora Test dashboard concepts with live input

🤖 Ask an AI assistant about this scraper

Open a ready-to-send prompt about this ParseForge actor in the AI of your choice:

• 💬 ChatGPT
• 🧠 Claude
• 🔍 Perplexity
• 🅒 Copilot

❓ Frequently Asked Questions

💳 Do I need a paid Apify plan to run this actor?

No. You can start right now on the free Apify plan, which includes $5 in free monthly credit. That is enough to run this actor several times and explore the output before committing to anything. Paid plans unlock higher limits, more concurrent runs, and larger datasets. Create a free Apify account here to get started.

🚨 What happens if my run fails or returns no results?

Failed runs are not charged. If the source site changes, proxies get rate-limited, or a specific input matches nothing, re-run the actor or open our contact form and we will investigate. You can also check the run log in the Apify console to see why the run stopped.

📏 How many items can I scrape per run?

Free users are limited to 10 items per run so you can preview the output and confirm the actor works for your use case. Paid users can raise maxItems up to 1,000,000 per run. Upgrade here if you need full scale.

🕒 How fresh is the data?

Every run fetches live data at the moment of execution. There is no cache or delay: the records you get reflect what the source returned at that moment. Schedule the actor to maintain a rolling snapshot of the data you need.

🧑‍💻 Can I call this actor from my own code?

Yes. Apify exposes every actor as a REST endpoint and ships first-class SDKs for Node.js and Python. You can start a run, read the dataset, and handle webhooks from your own app in a few lines. All you need is your Apify API token.

📤 How do I export the data?

Every Apify dataset can be downloaded in one click from the console as CSV, JSON, JSONL, Excel, HTML, XML, or RSS. You can also pull results programmatically via the Apify API or stream them into BigQuery, S3, and other destinations through built-in integrations.

📅 Can I schedule the actor to run automatically?

Yes. Use the Apify scheduler to run the actor on any cadence, from hourly to monthly. Results are saved to your dataset and can be delivered to webhooks, email, Slack, cloud storage, or automation tools such as Zapier and Make.

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🔌 Automating Lead Formatter

• 🟢 Node.js. Install the apify-client NPM package.
• 🐍 Python. Use the apify-client PyPI package.
• 📚 See the Apify API documentation for full details.

🔌 Integrate with any app

• Make - Automate workflows
• Zapier - Connect 5,000+ apps
• Slack - Get notifications
• Airbyte - Data pipelines
• GitHub - Trigger from commits
• Google Drive - Export to Sheets

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🔗 Recommended Actors

• 💼 LinkedIn Jobs Scraper - Job listings
• 📄 CV Optimizer - Resume optimization
• 📢 Facebook Ads Library Scraper - Ad intelligence
• 💼 HubSpot Marketplace Scraper - App data
• 📝 HTML to JSON Smart Parser - Data extraction

💡 Pro Tip: browse the complete ParseForge collection for more data processing tools.

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🆘 Need Help? Open our contact form to request a new tool, propose a custom project, or report an issue.

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⚠️ Disclaimer: this Actor is an independent data processing tool. All trademarks mentioned are the property of their respective owners.