In an era marked by the widespread use of digital technology, educators face the need to constantly learn and develop their own new literacies for the information era, as well as their competencies to teach and apply best practices using technologies. This paper underscores the vital role of ongoing teacher professional learning (OTPL) with a focus on reflective practices and pedagogical reasoning and action (PR&A) in shaping education quality and equity. Examining three key drivers of educational transformation—big data and learning analytics, Artificial Intelligence (AI), and shifting teacher identities—the paper explores their overall impact on teacher practices. This paper emphasizes technology as a crucial boundary object, a catalyst of educational transformation, when used to foster communication and professional growth. To this end, three boundary objects are identified, namely dashboards, AI-driven professional learning environments, and digital communities of practice. These tools illustrate technology’s capacity to mediate relationships between transformative educational drivers and teacher practices, offering a pathway to navigate shifting perspectives on OTPL. With a theoretical foundation in equitable education, the paper provides insights into the intricate relationship between boundary objects and evolving educational dynamics. It highlights technology's pivotal role in achieving both quality and equitable education in the contemporary educational landscape. It presents a nuanced understanding of how specific tools may contribute to effective OTPL amid rapid educational transformations.