What are the key strategies for detecting a DDoS attack early?

Key strategies include continuous network traffic monitoring using NetFlow/IPFIX, analyzing server logs for unusual access patterns, setting up alerts for spikes in traffic volume, connection rates, or error rates, and using specialized DDoS detection tools that leverage machine learning to identify anomalous behavior. Regular vulnerability assessments also help in understanding potential attack vectors.