A benchmark for analytics agents launched September 1, 2026, testing how different agents answer data questions using their own LLMs paired with standardized inputs (data, semantic layer). The benchmark uses 300 questions across three difficulty tiers on a deliberately messy simulated e-commerce dataset to ensure statistically significant results and fair comparison across vendors.
Replit now integrates with desktop MCP clients and Databricks Apps, which includes managed PostgreSQL (Lakebase) for production databases. Enterprise admins can retrieve prompt text via the Compliance API for security and compliance workflows.
Oracle and Databricks are adopting asset-light models for AI infrastructure, shifting capex to customers and partners while focusing on higher-margin cloud and software services. This approach reduces capital requirements while improving margins and return on invested capital for these companies.
CertArena is a free AI certification simulator offering 120-minute timed exams, 700+ practice questions, and scenario-based learning for AWS, Google Cloud, Databricks, and other AI platforms. Features include Pearson VUE exam conditions, neural voice proctor with TTS, domain gap analysis, and support for studying Claude, OpenAI, and other AI services.