Tagged articles

Data Contracts

3 articles · Page 1 of 1

Oct 22, 2026 · Big Data

Continuous Delivery for High-Quality Datasets: Dataset CI & Eval CI Pipelines

The article details a continuous delivery pipeline for high-quality datasets, combining Dataset CI for contract validation and Eval CI for task regression, with automated quality gates, manual approvals, canary releases, and full-baseline rollback, using a policy knowledge base as a running example.

Agent EvaluationContinuous DeliveryData Contracts

0 likes · 29 min read

Continuous Delivery for High-Quality Datasets: Dataset CI & Eval CI Pipelines

Woodpecker Software Testing

Apr 18, 2026 · Operations

Why 83% of Test Teams Suffer Data Shortage and How Next‑Gen Test Data Generation Overcomes It

The article examines the growing data shortage in software testing, explains why traditional manual and script‑based data generation fails, and presents four pillars of next‑generation test data generation—data contracts, privacy‑enhanced synthetic techniques, scenario‑aware dynamic supply, and observability—backed by a real e‑commerce case study.

Data ContractsTest Data Generationprivacy-preserving

0 likes · 8 min read

Why 83% of Test Teams Suffer Data Shortage and How Next‑Gen Test Data Generation Overcomes It

Alibaba Cloud Developer

Mar 6, 2026 · Big Data

How DataWorks Turns Data Quality Rules into Code with Data Contracts

This article explains how DataWorks integrates data quality specifications directly into the SQL development workflow using Data Contracts, addressing governance lag, versioning gaps, and trust issues while providing a unified, version‑controlled, and automated quality assurance process for offline data pipelines.

Data ContractsData EngineeringData Quality

0 likes · 12 min read

How DataWorks Turns Data Quality Rules into Code with Data Contracts