On-chain analysis without enterprise tools refers to blockchain investigation using open-source software, public blockchain explorers, and free-tier APIs rather than commercial platforms such as Chainalysis Reactor or Elliptic Forensics.

Flash loan attack analysis reconstructs DeFi exploits by tracing borrowed funds through manipulation sequences to identify attacker wallets.