Data Import/Export

Overview#

The Data Import/Export module provides comprehensive capabilities for bulk data operations across multiple file formats with intelligent field mapping, validation, and error handling. Whether importing records from spreadsheets, exporting data for analysis, or running scheduled data exchanges with external systems, this module ensures high throughput with strong data integrity guarantees.

Key Features#

• Multi-Format Support -- Import and export data in CSV, JSON, JSONL, XML, Excel (XLSX/XLS), and Apache Parquet formats with automatic format detection
• Intelligent Field Mapping -- Map source fields to destination schemas using auto-detection, fuzzy name matching, and custom transformation rules
• Advanced Validation -- Enforce schema rules, business logic, and data quality checks during import with configurable error thresholds and handling modes
• Streaming Processing -- Process large files efficiently using streaming and chunked processing rather than loading entire datasets into memory
• Upsert Mode -- Update existing records or insert new ones in a single operation, avoiding the overhead of separate delete-and-insert workflows
• Scheduled Operations -- Automate recurring import and export jobs with monitoring, alerting, and retry logic for unattended execution
• Template System -- Save and reuse import/export configurations as templates to standardize recurring data exchange processes
• Export Filtering and Field Selection -- Export only the data you need by applying filters and selecting specific fields, with compression options to reduce file sizes
• Audit Trail -- Track all import and export operations with complete lineage, version control, and compliance reporting
• Real-Time Progress Monitoring -- Subscribe to live progress updates during long-running operations with detailed success, error, and throughput metrics

Use Cases#

• Bulk Data Loading -- Import thousands or millions of records from CSV or Excel files with field mapping, validation, and deduplication to quickly populate your platform with existing data.
• Compliance Data Export -- Export filtered datasets in the required format for regulatory reporting, audit responses, or data portability requests with PII masking and access controls applied automatically.
• Scheduled Data Exchanges -- Set up automated recurring imports from partner systems or exports to downstream analytics platforms, with monitoring and alerting for any failures.
• Data Migration -- Move data between systems by exporting from the source and importing to the destination with transformation rules, validation, and error recovery to ensure nothing is lost.
• Ad-Hoc Analysis -- Export specific subsets of data in Parquet or CSV format for analysis in external tools, with compression and field selection to keep file sizes manageable.

Integration#

The Data Import/Export module integrates with the platform's validation engine, transformation pipeline, and audit system, and supports role-based access controls and field-level security for all operations. It connects with cloud storage services for file handling and supports both API-driven and scheduled execution modes.

Last Reviewed: 2026-02-05