Barriers to adoption include resource constraints, legacy infrastructure and shifting analytics requirements.

A Product‑Led Alliance survey found that 47 % of product teams cite budget constraints and 39 % cite slow time‑to‑market as key hurdles to embedding analytics.

Reveal’s data shows that 42 % of users face tech resource shortages, 35 % struggle with changing analytics needs and 32 % deal with legacy systems; cost justification and user adoption were also significant challenges.

On the organizational side, lack of training and data quality issues remain barriers—BARC’s BI study reported that 50 % of organizations point to inadequate training and 41 % to poor data quality.

Addressing these obstacles requires choosing a solution that speeds time‑to‑value, integrating with existing stacks and providing robust security and governance.

MageMetrics’ agent‑ready architecture and auto‑mapping reduce integration effort while its contextual delivery drives user adoption.