Channels Like Core Engineering

High search overlap on pump and centrifugal pump topics (e.g., pump engineering, total head centrifugal pump) indicates they target a very similar audience; however, their content is more focused on mechanical/engineering fundamentals, aligning with Core Engineering's practical explanations.

Shared emphasis on instrumentation principles and signaling suggests a tightly aligned audience; their content centers on control systems and valve tuning, which complements Core Engineering's engineering-focused tutorials.

Overlap on control valve tuning and valve actuator types shows audience similarity; Calibration Academy specializes in calibration topics, so they differ in depth and scope of valve actuation content while appealing to similar engineers.

Queries like pressure gauge working and valve sizing indicate interest in fundamental instrumentation topics, making Simple Science a comparable audience segment though with a broader, more general science presentation.

Interest in piping components and piping engineering basics aligns with Core Engineering's project-oriented piping content, signaling a shared professional focus despite platform-specific delivery styles.

Strong overlap on instrumentation principles and signaling places them squarely in the same niche as Core Engineering, differing mainly in presentation and depth of case studies.