The rapid expansion of the Internet of Things (IoT) has fundamentally transformed modern communication ecosystems by enabling billions of heterogeneous devices to sense, process, and exchange data across diverse environments. At the core of this transformation lies the critical role of communication protocols, particularly application layer protocols and wireless access technologies, which must operate efficiently under stringent constraints related to energy consumption, bandwidth availability, latency, scalability, and reliability. This research article presents an extensive empirical and theoretical analysis of widely adopted IoT application layer protocols and supporting wireless communication technologies, drawing strictly from established academic studies, experimental evaluations, and standardized technical discussions. The study synthesizes comparative insights from empirical experiments, performance evaluations, and protocol surveys to analyze how design philosophies, architectural choices, and operational mechanisms influence protocol behavior in constrained networks. Beyond performance metrics, the article deeply explores theoretical trade-offs, interoperability challenges, and the evolving relationship between application layer protocols and underlying wireless technologies such as ZigBee, Wi-Fi variants, WiMAX, cellular generations, and emerging short-range and wide-area wireless solutions. By elaborating on nuanced protocol characteristics, counter-arguments in protocol selection, and practical deployment considerations, this work identifies critical research gaps and conceptual limitations in existing evaluations. The findings highlight that no single protocol or wireless technology is universally optimal; instead, performance and suitability are highly context-dependent, shaped by application requirements, network scale, and environmental constraints. This article contributes a holistic, publication-ready synthesis intended to support researchers, system architects, and practitioners in making informed protocol design and selection decisions while outlining future research directions for scalable, energy-efficient, and interoperable IoT communication systems.