Intelligent, Automated Data Consolidation

Datally transforms hours of repetitive work with non-standardized formats into minutes of intelligent automation

Manual Process
1

Copy-paste between files

Error-prone manual data transfer

2

Map each column manually

Tedious field-by-field matching

3

Fix format inconsistencies

Hunt down data quality issues

4

Standardize source codes

Manually translate inconsistent values

5

Repeat every time files arrive

No reusability, start from scratch

Result: 2-3 days of manual workPer consolidation cycle
With Datally
1

Upload source files

Any format: CSV, Excel, JSON

2

Analyze & validate data

AI suggests validation rules instantly

3

Map columns automatically

Hybrid AI: statistical + semantic matching

4

Translate values automatically

AI standardizes source-specific codes

5

Consolidate, export & save

Unified data + reusable template

Result: Minutes, not days80% time savings

Built for Enterprise Reality

Not another platform. A tactical tool that solves real problems.

AI Validation Builder

Create validation rules using natural language. AI suggests intelligent rules based on your data patterns.

Plain English to code

Hybrid AI Column Mapping

Intelligent 3-layer system: exact matching, string similarity, and LLM context. High accuracy with minimal manual work.

Automated mapping

AI Translation Workbench

Two-tier AI suggests translations using embeddings or LLM reasoning. Learns from your mappings over time.

Smart value standardization

Session Management

Version control for data workflows. Save, restore, and share complete consolidation sessions.

Git for data pipelines

Exception Explorer

Advanced filtering and analysis of validation exceptions. Duplicate detection with grouping.

Deep data quality insights

Reference Dictionary

Build your organization's data knowledge base. Reusable mappings and rules.

Knowledge preservation

Build Once, Reuse Forever

Datally's version control system lets you save, restore, and share complete consolidation workflows. Your team's data knowledge becomes a reusable asset.

Session Snapshots

Save complete workflow states at any point. Restore previous versions if something goes wrong. Every session is a recoverable checkpoint.

Version Control

Lock dictionary versions, mapping configurations, and translation rules. Track changes over time. See who changed what and when.

Reusable Templates

Export sessions as templates. Share with your team. Apply proven workflows to new data sources. Institutional knowledge that doesn't walk out the door.

Version History Example

Dictionary v3.2Current

Added 15 new source mappings

Mapping Config v2.12 days ago

Locked after Q4 review

Translation Rules v1.81 week ago

Updated product codes

Session Baseline1 month ago

Initial setup

Restore any version with one click

Enterprise Knowledge Management

When your data expert leaves, their knowledge stays. Sessions capture the complete workflow: which columns map where, how values translate, what validation rules apply. New team members can understand and modify existing workflows without starting from scratch.

Export/Import sessions
Share with team
Duplicate & modify