Datacycle SMap 2.0

Datacycle SMap is a streamlined data mapping and orchestration tool that helps you turn siloed, inconsistent data into trusted, analytics-ready datasets. Use a visual mapping canvas to align schemas, transform fields, enforce business rules, and publish clean data to your warehouse, lake, or operational systems—without writing boilerplate code.

Key features:

• Visual schema mapping: drag-and-drop field matching, transformations, joins, and lookups
• Data quality: validation rules, type checks, deduplication, and referential integrity
• Orchestration: reusable ETL/ELT pipelines with scheduling, retries, and alerts
• Connectivity: ingest from databases, files, cloud storage, and REST APIs; extend with custom connectors
• Lineage and versioning: trace field-level flow from source to destination with change history
• Security and governance: role-based access control and secrets management
• Deployment flexibility: run in the cloud or on-premises and scale from pilot projects to enterprise workloads
• Collaboration: shareable templates and reusable mappings for faster delivery

Use cases:

• Harmonizing data across CRMs, ERPs, and marketing tools
• Building and maintaining reporting pipelines to warehouses and lakes
• Modernizing legacy integrations and system migrations
• Master data management and reference data standardization

With Datacycle SMap, data teams can deliver reliable pipelines faster, reduce integration debt, and keep business-ready data flowing continuously.

Datacycle SMap is developed by ApeSoft. The most popular version of this product among our users is 2.0.

You can check Remere's Map Editor, Smeda Accounting Package, DataCycle Reporting and other related programs like WinPopup Speak at the "download" section.