Cross-company email dedup keeps the highest-scored record for B2B sales intelligence. Name+company fuzzy matching catches duplicates across data sources in the lead enrichment platform.
Email and XML sanitization for Excel compatibility. Strips illegal XML characters, validates email formats, normalizes phone numbers for clean sales intelligence API output.
Multi-format output: Excel (5 sheets), CSV, JSON, NDJSON, or webhook POST. Streaming chunked processing -- never loads full dataset in RAM for scalable AI lead generation.
Cross-company email dedup keeps the highest-scored record for B2B sales intelligence. Name+company fuzzy matching catches duplicates across data sources in the lead enrichment platform.
Email and XML sanitization for Excel compatibility. Strips illegal XML characters, validates email formats, normalizes phone numbers for clean sales intelligence API output.
Multi-format output: Excel (5 sheets), CSV, JSON, NDJSON, or webhook POST. Streaming chunked processing -- never loads full dataset in RAM for scalable AI lead generation.
Cross-company email dedup keeps the highest-scored record for B2B sales intelligence. Name+company fuzzy matching catches duplicates across data sources in the lead enrichment platform.
Email and XML sanitization for Excel compatibility. Strips illegal XML characters, validates email formats, normalizes phone numbers for clean sales intelligence API output.
Multi-format output: Excel (5 sheets), CSV, JSON, NDJSON, or webhook POST. Streaming chunked processing -- never loads full dataset in RAM for scalable AI lead generation.
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