Built to handle non-standardized formats and variable schemas from real-world sources
Stop writing regex and complex formulas. Tell Datally what you need to validate in plain English. Your local AI model handles the rest.
"Validate record numbers match source-specific formats, dates are in correct format, and identifiers follow standard patterns"
"If category is 'Premium' then amount must be above $500, or if status is 'Active' then effective date must be in the past"
"Find duplicate records across source files based on record number, or ensure customer IDs are unique within each file"
3-layer intelligent system: exact matching, string similarity, and LLM with rich context. Uses sample values, data types, and semantic understanding to automate tedious column matching.
Instantly matches identical column names. Handles variations in casing and common separators (spaces, underscores, camelCase).
Finds close matches using edit distance algorithms. Suggests "Customer_Name" when you have "CustomerName" in your target.
Analyzes sample values and data types for semantic matching. Understands "Total Price" and "Amount" could be the same field.
Two-tier AI system: semantic embeddings for speed, LLM reasoning for accuracy. Automatically detects patterns and suggests translations with confidence scores.
Deep semantic understanding for complex translations. Understands context like "In Progress" → "PENDING" (awaiting action).
Fast similarity matching for straightforward cases. Finds "Closed" → "CLOSED" (completed status) instantly.
Learns from your mappings and suggests patterns. Apply proven translations to similar unmapped values with one click.
See validation, mapping, translation, and consolidation all come together. Full pipeline metrics and quality scores at every stage.
Progressive analysis from source files to target output. Track data quality, mapping coverage, and translation accuracy at each stage.
Real-time quality metrics showing source integrity, data quality, and target completeness percentages for full transparency.
Clean, standardized results ready for production. Export to CSV or Excel with all transformations documented and validated.
Additional capabilities to streamline your data operations
Advanced filtering and AI-powered duplicate detection help you focus on critical data issues
Version-controlled workflows with auto-save. Reuse templates across similar data consolidation tasks
Build and maintain translation dictionaries. Apply proven mappings to new files for consistency
Real-time metrics for data quality, mapping coverage, and translation accuracy at every stage
Features in development that our design partners are helping us shape
Watch folders for new files and automatically process them using saved session templates. Schedule recurring consolidation jobs with configurable retry logic and error handling.
Save complete workflows as templates with mappings, translations, and validation rules. Apply proven configurations to new files with one click.
Enterprise-grade data transformations beyond simple column mapping. Concatenate fields, apply conditional logic, perform calculations, and leverage lookup tables—all without code.
Design partners get early access and shape these features. Join the program →
Join our Design Partner program and help us build the next generation of data consolidation tools tailored to your needs.
Become a Design Partner