This article will make you understand what text data labeling is, its importance in machine learning, and the different techniques used to annotate text efficiently. You will explore manual, automated, and semi-automated labeling approaches, along with modern strategies like active learning and weak supervision. Additionally, you will learn about the tools, frameworks, and best practices that ensure high-quality labeled data while maintaining security and privacy.