In 2025, Patreon focused on maintaining features for its millions of users while overhauling its infrastructure. Their Year in Review highlights 12 projects that emphasize architectural changes, data model refactoring, and consistency trade-offs in distributed systems. Key strategies included defensive migrations, decoupling data relationships, and improving analytics through a new transformation layer.

The article contrasts two engineering paths: one focused on high-visibility projects and quick pivots, and another grounded in long-term stewardship of developer tools. The author emphasizes the value of context and trust in infrastructure roles, arguing that prioritizing systemic innovation over short-term gains leads to greater impact.

Nubank faced challenges with its external logging vendor as it scaled, leading to high costs and limited control. The engineering team built an in-house logging platform in two phases, focusing on ingestion and storage, to enhance reliability, scalability, and cost efficiency.

The article discusses the misconceptions around operations (ops) in software development, arguing that ops is essential for efficient systems and shouldn’t be viewed negatively. It emphasizes the need for a clear distinction between development and operations roles, highlighting how both are vital for successful engineering outcomes.

This article discusses the benefits of owning a data center instead of relying on cloud services. It covers practical aspects like power, cooling, server setup, and software management, based on comma.ai's own experience. The author emphasizes self-reliance, cost savings, and engineering challenges.

This article explains Data Bridge, Netflix's new platform for managing data movement across its various data storage systems. It highlights how Data Bridge addresses challenges like tool fragmentation and user confusion by providing a unified interface for data operations. The platform aims to streamline processes and enhance governance.

LinkedIn addresses the complexities of asset ownership in engineering organizations through a structured model called "Crews," which assigns stable teams to oversee specific technical assets. This approach enhances accountability, fosters collaboration, and allows for seamless transitions during organizational changes, ultimately improving operational efficiency and clarity in ownership.

The article explores the engineering marvels surrounding Niagara Falls, detailing the geological and hydrological features that have led to significant infrastructure developments such as the Welland Canal. It highlights how these engineering feats facilitate shipping and electricity generation, transforming the region into a crucial transportation hub.