Systems and methods for uses and/or improvements to data scraping and/or data collection applications. As one example, systems and methods for web scraping applications that overcome multi-layered encryptions, content nesting, and/or other techniques for frustrating web scraping systems. For example, some websites, particularly those used in human trafficking, fraud, and/or other criminal enterprises, employ various encryption and/or encoding techniques to obstruct and frustrate web scraping systems, aiming to hide their data.