Developers need familiarity with their application framework, basic knowledge of SQL or data modeling, and an understanding of authentication flows.

Embedding analytics via SDKs is typically more straightforward than building a reporting engine from scratch; many tasks—like visualization rendering and query generation—are handled by the platform.

However, you’ll still need to define your semantic layer, row‑level security and user experience.

Training should cover API usage, error handling and monitoring.

Organizations may also train product teams on interpreting analytics and gathering feedback.

MageMetrics offers documentation and examples to get developers productive quickly, plus a declarative semantic layer that abstracts complex SQL.