Validata Cloud Enterprise

Validata Cloud Enterprise is an AI-powered enterprise-grade data validation and reconciliation service that helps organizations verify the accuracy and completeness of data across cloud and hybrid platforms. It works alongside batch CDC and streaming pipelines to identify differences between source and target systems such as missing records extra records and value-level mismatches. Validata uses a built-in smart algorithm to automatically map source and target schemas and datasets reducing manual setup and speeding up onboarding. It validates data using scalable techniques including signature-based checks for large datasets and optional deep row-level comparisons. Results are presented through clear reports and dashboards along with SQL-based reconciliation scripts that customers can review and run based on their own operational and governance policies. Validata also includes a conversational AI assistant that helps users run validations and understand results using natural language. Delivered as a fully managed SaaS and available through major cloud marketplaces Validata integrates with existing data pipelines while giving customers full control over when and how data corrections are applied. Key Capabilities Independent Data Validation Validates consistency using row counts key comparisons and column-level checks to detect missing extra and mismatched records. Smart Schema & Dataset Mapping Automatically maps source and target datasets to reduce manual configuration and handle schema changes. Scalable Validation Methods Uses signature-based (hash) validation for large datasets with optional deep row-level comparisons for detailed analysis. Actionable Reporting & Reconciliation Provides clear validation reports and generates SQL-based reconciliation scripts for customer-controlled remediation. Decoupled from Ingestion Pipelines Operates independently of ingestion and replication tools and supports batch CDC and streaming architectures. Cloud & Hybrid Ready Designed for multi-cloud and hybrid environments supporting databases data warehouses and data lakes. Auditability & Governance Produces validation results and evidence to support audits compliance reviews and incident investigations. AI Component Description Validata AI assists users in creating and managing validation jobs using natural language answers questions about validation configurations and helps interpret validation results by responding to queries on validation reports. Validata AI can run on a OLAMA server that can run entirely on Google Cloud (per Striim best practice recommendation) or customers can use LLMs from their Gemini OpenAI or Claude subscription.