Catalog & Lineage

SaaS Tools With AI-Driven Real-Time Data Cleaning

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AI‑driven SaaS tools now clean and validate data in real time by embedding ML‑based anomaly detection, rule recommendations, and declarative “expectations” directly into streaming and batch pipelines, preventing bad records from ever landing in lakes and warehouses. The most effective stacks pair streaming enforcement with agentic remediation and catalog‑level governance so teams detect, fix, and … Read more

Multi-Cloud SaaS Adoption: Pros and Cons

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Multi‑cloud SaaS boosts flexibility and resilience by mixing providers for best‑of‑breed services and regional compliance, but it also adds complexity, skills demands, and hidden costs—especially cross‑cloud data movement and egress fees. In 2025, it’s a strategic fit for teams that can standardize architecture and governance; otherwise, single‑cloud or “portable on one, recover to another” hybrids … Read more