Falkevych V. Methodology for Designing High-Load Web Systems: Architecture, Caching, and Optimization.

Українська версія

Thesis for the degree of Doctor of Philosophy (PhD)

State registration number

0826U000516

Applicant for

Specialization

  • 122 - Комп’ютерні науки

06-03-2026

Specialized Academic Board

PhD 11743

Zaporizhzhia National University

Essay

In the introduction, the relevance of the dissertation topic is substantiated; the aim, objectives, object, and subject of the research are formulated; the scientific novelty and practical significance of the obtained results are revealed; the personal contribution of the author is defined; and the approbation of the research results as well as their presentation in scientific publications are described. Information on the structure and scope of the dissertation is also provided. In the first chapter, "Analysis of Modern Approaches to Designing High-Load Web Systems", current trends in the development of web application architectures are examined and analyzed, along with the specifics of their scaling and optimization under microservice architectures and multi-frontend environments. Subsection 1.1 characterizes the evolution of architectural approaches – from monolithic solutions to microfrontend architectures with a focus on the BFF pattern. Alternative approaches, namely GraphQL and API Gateway, are also considered, and a comparative analysis of their applicability in scalable systems is provided. Subsection 1.2 presents an overview of caching challenges in microservice architectures, where a key task is the timely invalidation of stale data without compromising consistency between services. Modern cache management approaches are analyzed, including centralized solutions based on event-driven mechanisms, TTL strategies, and tag-based caching. Subsection 1.3 is devoted to the infrastructural aspects of scaling high-load web systems. It examines the specifics of CI/CD in multi-frontend architectures, including issues of excessive module coupling, build result caching, efficient artifact management, and the distribution of computational resources. Practices for pipeline optimization in environments with a large number of parallel components are analyzed. The limitations of contemporary automation tools are identified, and directions for further research aimed at improving deployment process efficiency – particularly in the context of multi-team development – are outlined. In the second chapter, "Modeling the Architecture of Interaction Between Client and Server Components Based on the BFF Pattern in High-Load Web Systems", applied aspects of designing the interaction architecture between the client interface and microservices are examined. Subsection 2.1 analyzes key issues related to the need to aggregate data from multiple API providers, which is characteristic of microservice architectures. Subsection 2.2 outlines specific limitations of existing integration solutions in the B2B context, where high variability of partner APIs, the lack of unified contracts, and the need for flexible data routing complicate the construction of scalable web systems. It is shown that classical approaches to integrating REST and GraphQL do not provide sufficient isolation of domain contexts and do not account for the necessity of separating external (public) and internal (private) interfaces. Subsection 2.3 presents a comparative analysis of widely used solutions – WunderGraph, Apollo Federation, and GraphQL Mesh. A number of limitations are identified, including rigid configuration structures, difficulties in maintaining separate public and internal API contracts, dependence on centralized schemas, and challenges in generating strongly typed SDKs in scenarios involving a large number of microservices and heterogeneous domains. Subsection 2.4 proposes a BFF-based approach that relies on an API provider factory, a centralized API gateway, and a clear separation between public and private APIs. This approach enables flexible request routing, access control at the gateway level, and the ability to adapt integrations to different use cases without modifying client-side logic. The feasibility of using BFF as an intermediary layer that standardizes interaction with heterogeneous services in scalable web systems is substantiated. In the third chapter, "Formalization of a Declarative Approach to Cache Invalidation in Microservice Systems", the issues of ensuring data consistency in the cache of high-load architectures are analyzed. Subsection 3.1 examines the operational characteristics of modern caching systems such as Redis, Memcached, and NCache. Key challenges of cache invalidation related to the asynchronous nature of microservices are outlined, as this significantly complicates the timely update of stale records. Particular attention is given to the event-driven approach, illustrated by NCache as one of the commonly used solutions to this problem.

Research papers

Falkevych V. G., Lisniak A. O. Client state management using backend for frontend pattern architecture in B2B segment. Artificial Intelligence. 2024. № 2. С. 49–60.

Falkevych V. G., Lisniak A. O. Cache invalidation based on a declarative approach for separating business logic of microservices from cache update rules. Eastern-European Journal of Enterprise Technologies. 2025. № 2. С. 68–74.

Falkevych V. G., Lisniak A. O. Optimization of infrastructure deployment for multi-frontends in monorepo. Artificial Intelligence. 2025. № 2. С. 63–70.

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