BB2BChatinb2bchat.hashnode.dev·Sep 22 · 6 min readTransitioning from Monolithic WebSocket Handlers to Microservice-Based Event StreamsDecomposing Monolithic WebSocket Architectures Many real-time messaging systems begin as monolithic WebSocket servers. In this pattern, the server maintains the TCP connection, manages the session sta00
BB2BChatinb2bchat.hashnode.dev·Sep 21 · 6 min readArchitecting Message Persistence Strategies for High-Volume Ephemeral ConversationsIn high-concurrency messaging systems, the architectural choice for persistence often dictates the ceiling of the entire platform. When dealing with ephemeral conversations—where messages are frequent00
BB2BChatinb2bchat.hashnode.dev·Sep 20 · 5 min readArchitectural Decision Memo: Mitigating Noisy Neighbor Effects in Multi-Tenant Messaging GatewaysIn high-concurrency messaging systems, the "noisy neighbor" effect is a common failure mode. When a multi-tenant gateway cluster processes traffic for multiple clients, a single tenant experiencing a 00
BB2BChatinb2bchat.hashnode.dev·Sep 14 · 6 min readEngineering Reliable Message Delivery in Distributed SystemsIn distributed conversational systems, the challenge of ensuring a message reaches its destination is rarely about the network itself. Instead, it is a problem of state synchronization between the cli00
BB2BChatinb2bchat.hashnode.dev·Sep 9 · 6 min readHandling Distributed Race Conditions in Multi-Device Message AcknowledgmentsThe Ghost in the Sync: Solving Distributed Race Conditions in Multi-Device Messaging In modern distributed messaging systems, the expectation of a unified state across devices is high. Users assume th00
