What are some of the challenges associated with analyzing the CAIDA DDoS dataset?

Analyzing the CAIDA DDoS dataset presents several challenges. The large size of the PCAP files requires significant storage and processing power. Dealing with spoofed IP addresses complicates traffic analysis and attribution. Distinguishing between legitimate flash crowds and actual DDoS attacks can be difficult. The dataset represents a specific attack scenario, so generalizing findings to other types of DDoS attacks requires caution. Extracting meaningful features from the raw packet data can also be a complex task.