Journal Article

Real-Time Data Integration IN Hybrid Cloud Environments: Leveraging Striim AND Gcp FOR Enterprise Transformation

Velpuri, Naga Malleswara Babu

2026

Overview

Hybrid cloud environments—spanning on-premises systems and public cloud services—introduce complexity in data integration, consistency, and governance. Enterprises pursuing modernization must deliver real-time data to both operational applications and analytical platforms without sacrificing reliability or compliance. This article presents an end-to-end architecture for low-latency, fault-tolerant integration using change data capture technologies, streaming backbones, and GCP-native processing and serving. Source capture strategies minimize disruption by reading database logs and applying in-flight transformation, filtering, enrichment, and routing logic in streaming applications. Transport patterns connect on-premises and cloud messaging systems using connectors or custom relays, taking into account how to split data for efficiency, maintain order for consistency, set rules for data storage and replay, and ensure Processing uses cloud-based stream processing with features that manage event timing, group data into windows, and remove duplicates, while schema registries and compatibility rules protect users from changes. Serving combines multiple database technologies for near-real-time analytics, globally consistent transactions, and high-performance relational needs. Operational excellence manifests through observability with standardized dashboards for lag, throughput, error taxonomies, dead-letter queues, and replay windows, along with alerting for schema drift and automated runbooks for recovery. Reliability design includes checkpointing, idempotent sink writes, backpressure controls, and rolling upgrades to ensure continuity during maintenance. A multi-domain case study demonstrates batch windows collapsing from tens of minutes to seconds, enabling fresher dashboards and real-time downstream decisions. The findings demonstrate that real-time integration transcends mere transport problems, representing a holistic architectural and operational capability requiring governance, standards, and disciplined execution. This architecture and set of practices equip enterprises to accelerate modernization, minimize risk, and deliver reliable real-time data products across hybrid landscapes, turning integration from a bottleneck into a strategic advantage.

• Publisher: Nicholson School of Communication and Media at the University of Central Florida
• Subject: Modernization