The most flexible and configurable screening system
Auto-Generate Tests From Metadata
Instantly create schema, row-level, and logic-based tests from your source-target mappings and business rules — no manual setup required.
Intelligent Edge Case Coverage
The agent identifies risky edge cases (nulls, type mismatches, value shifts) and generates synthetic data to test them before cutover.
Deep Row Level Reconciliation
Validate billions of records across source and target systems — and pinpoint exactly where mismatches happen and why.
Continuous Validation Workflows
Trigger validations as part of every ETL run, cutover dry run, or CI/CD event — integrated into Airflow, dbt, or your orchestration tool.
Why It's Different
Not a Script. Not a Rule Engine. A Migration Copilot.
Skip the scripts and static rules. Datachecks plugs into your migration workflow, auto-detects what matters, and validates data before your SLA is on the line.
Context Aware
Uses schema, lineage, and business rules to test what actually matters
Agentic
Acts autonomously — no need to define every test or rule
Self-Healing
Learns from anomalies and suggests new test cases.
Explainable
Every check is documented, traceable, and audit-ready
No-code QA at Scale
Faster Go-Lives, Fewer Rollbacks
SLA-Proof Validation
How It Works
End-to-End QA, Without the Manual Overhead
Connect
Plug into your source and target systems—whether databases, data lakes, or custom queries.
Plug & Play
Extract
Automatically capture schemas, lineage, filters, and business rules used in the migration.
Auto Discovery
Generate & Run
Let the agent generate test cases, validations, and synthetic data—all tailored to your migration context.
Smart Validation
Report & Reconcile
View granular results across PKs, rows, and columns. Drill down to mismatches, export audit-ready reports, and close the loop faster.
Audit-Ready
Proven Impact
Real Results From Real Projects
Accelerate migrations, eliminate manual effort, and scale QA with confidence—backed by real-world data.
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Faster Cutover Time
48% Faster Cutover Time
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Reduced Manual QA Effort
100% Reduced Manual QA Effort
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Highly Scalable
12,000+ tests auto-generated in a single Snowflake migration
Ideal For
Built for Teams Driving Complex Data Change
Validate every migration milestone, reduce QA effort, and deliver data your business can trust.
Roles
Data Engineering Teams, System Integrators, Migration PMOs, Internal Audit / Data Governance
Projects
Snowflake, BigQuery, Databricks migrations, Mainframe or Oracle legacy shutdown, Large-scale ERP/CRM modernization, Data lake replatforming
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Efficiency Boost
Clients report a 90% reduction in manual QA effort and up to 3x faster migration validation cycles after switching to Datachecks.
Agentic QA for Complex Data Migrations
Let the Agent Handle the Hardest Part of Migration
Catch hidden issues early — and migrate with full confidence, no production exposure.