Evoke Data Accelerator for Microsoft Fabric

ETL Testing Framework for Microsoft Fabric

Ensure Data Quality and Reliability Across Your Modern Data Platform

The ETL Testing Framework is an enterprise-grade solution designed to automate data validation, quality assurance, and pipeline monitoring for organizations leveraging Microsoft Fabric. Built by Evoke Technologies, this solution empowers data engineering teams to deliver trusted, accurate data with confidence.

THE CHALLENGE

Modern data platforms process millions of records daily through complex ETL pipelines. Without proper validation, data quality issues can propagate downstream—leading to flawed analytics, incorrect business decisions, and compliance risks. Manual testing is time-consuming, error-prone, and doesn't scale.

THE SOLUTION

ETL Testing Framework provides automated, continuous validation for your Microsoft Fabric data pipelines. From source-to-target reconciliation to AI-powered anomaly detection, gain complete visibility into your data quality posture.

CORE CAPABILITIES

Automated Data Validation

• Row Count Reconciliation — Verify record counts between source and target systems

• Data Comparison — Identify mismatches, missing records, and data drift

• Schema Validation — Detect structural changes that could break downstream processes

• Threshold Alerting — Configure acceptable variance levels and receive alerts on violations

AI-Powered Data Agent

• Natural Language Queries — Ask questions and get instant answers

• SQL Generation — AI translates questions to optimized SQL

• Conversational Context — Multi-turn conversations for data exploration

• No Code Required — Business users can query without writing SQL

Real-Time Pipeline Monitoring

• Execution Tracking — Monitor pipeline runs and outcomes in real-time

• Historical Analysis — Trend analysis across validation runs

• Status Dashboards — At-a-glance view of data quality health

• Audit Trail — Complete logging for compliance

Data Anomaly Detection

• Statistical Analysis — Identify outliers and unexpected patterns

• Trend Deviation — Detect when metrics fall outside normal ranges

• Proactive Alerts — Catch issues before they impact downstream consumers

Power BI Integration

• Embedded Dashboards — Native Power BI reports within the application

• Custom Visualizations — Tailor reports to your specific KPIs

KEY BENEFITS

• Reduce Risk — Catch data quality issues before they reach production

• Save Time — Automate repetitive validation tasks

• Improve Trust — Build confidence with comprehensive validation evidence

• Enable Self-Service — Empower analysts with natural language queries

• Ensure Compliance — Maintain audit trails for governance requirements

• Scale Effortlessly — Cloud-native architecture handles growing volumes

WHO IS THIS FOR?

• Data Engineers — Automate testing of ETL/ELT pipelines

• Data Quality Analysts — Monitor and report on data health metrics

• Analytics Teams — Ensure trusted data for BI and reporting

• Platform Administrators — Centralize data validation

PREREQUISITES

• Active Microsoft Azure subscription

• Microsoft Fabric capacity (F64 or higher recommended)

• Fabric Workspace with configured Data Pipelines

• Microsoft Entra ID with App Registration permissions

• Fabric Data Agent configured

DEPLOYMENT

Deployment takes approximately 15-20 minutes:

1. Configure Parameters — Provide your Azure AD, Fabric, and storage settings

2. Deploy Resources — ARM template provisions all required Azure resources

3. Authenticate — Sign in with your Microsoft Entra ID credentials

4. Connect to Fabric — Link to your existing Fabric workspace

5. Start Testing — Begin validating your data pipelines immediately

SUPPORT

• Comprehensive setup documentation included

• Email support available

• Regular updates and feature enhancements

Evoke Technologies — Delivering innovative data solutions for the modern enterprise.