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A review of data engineering acquisitions from 2022 to 2026 reveals a pattern of platform consolidation that reshapes how teams build their tech stacks.

Databricks maintains a $188B valuation as it leans into AI cost-efficiency, though the long-delayed path to an IPO continues to loom over its future strategy.

A deep dive into how data semantic layers provide a single source of truth for business metrics and the common integration challenges companies face when implementing them.

Spice.ai launches v2.0 of its open-source engine, enabling SQL and LLM-inference directly on operational data without the need for traditional ETL pipelines.

VentureBeat reports that AI agents are struggling with factual accuracy in enterprise settings, raising questions about whether a missing context layer is to blame for these persistent errors.

A new framework proposes a tiered system for data quality, shifting from vague cleanliness goals to measurable verification tests. But can this scale under high-velocity data demands?