Integrations
.svg)
Features
Smart Features for Zero-Compromise Reconciliation
Uncompromising accuracy for mission-critical data migrations across billions of records
Data Matching Algorithms
Key-based matching, fuzzy matching, tolerance settings for numeric/text discrepancies
Granular Issue Detection
Drill down from summary mismatches to specific rows and columns with full traceability.
Automated Audit Reporting
Export detailed, reconciliation reports that satisfy data governance and compliance needs.
Pipeline Integration
Fits seamlessly within your data migration and orchestration workflows for continuous validation.
How It Works
Inside the Reconciliation Engine
Data Comparison
Automatically match source and target datasets using primary keys or custom mappings.
Discrepancy Identification
Highlight missing, extra, or mismatched records with detailed logging.
Root Cause Analysis
Enable fast investigation and resolution of data quality issues.
Continuous Validation
Integrate as a step in migration workflows to catch issues early.
Technical Specifications
Built for Enterprise-Grade Performance
Scalable, flexible, and integration-ready to handle your most complex migrations.
High Scalability
Handles billions of rows across platforms like Snowflake, BigQuery, and Databricks effortlessly.
%201.svg){kind=small}
Data Volume
Supports multi-billion record reconciliations across diverse platforms
Supported Platforms
Snowflake, BigQuery, Redshift, Databricks, Hadoop ecosystems, traditional RDBMS
Comparison Modes
Full dataset matching, incremental validation, batch and streaming data support
Root Cause Analysis
Mismatch classification by type- with detailed lineage context
Integration
Connectors for ETL tools, orchestration platforms (Airflow, dbt), BI systems
Output Formats
Exportable reconciliation results and reports in CSV, Excel, and PDF
Processing
Distributed and parallelized execution for performance and scalability
Proven Impact
Business Impact That Scales
Tangible outcomes that de-risk and accelerate your data migration journey.
4
5
9
2
3
6
2
7
6
1
0
6
4
3
7
8
3
7
4
5
4
5
9
2
3
6
2
7
6
B
+
6
4
3
7
8
3
7
4
5
Scalability
Proven to support migrations involving billion records without performance drops.
4
5
9
2
3
6
2
7
6
8
0
6
4
3
7
8
3
7
4
5
%
Risk Reduction
Cuts rollback incidents by 70% through proactive validation.
4
5
9
2
3
6
2
7
6
1
00
6
4
3
7
8
3
7
4
5
%
Governance
Provides audit-ready transparency to meet all major compliance standards.
© 2025 Datachecks.
All rights reserved.
All rights reserved.
