Ten Years In Mobile, Ten Years of the Same Question

A longtime Instabug, now Luciq, employee traces the evolution of mobile-app observability from sparse user reports and crash tracking to a broader understanding of product quality and business outcomes. Beginning with shake-to-report tools that captured device data, logs, and user actions, the company addressed the difficulty of reproducing bugs from incomplete screenshots and emails. As crash reporting became commoditized, the focus expanded to production performance, session replay, funnels, and surveys, revealing failures such as slow screens, broken flows, and checkout abandonment that do not generate stack traces. The rise of AI-assisted coding has made software development faster but increased the importance of rich production context for reliable fixes and of prioritization for avoiding rapidly shipping low-value work. The author argues that while individual telemetry signals become standard features over time, the enduring advantage lies in combining full session context with business-impact judgment to determine what should be fixed or built next.

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