General Issues with Data Changes in connectivity IP renumbering sometimes breaks BGP sessions Upstream providers change Home-brew tools (sometimes buggy...keep raw files!) Management Continuous collection vs. archival (snapshots take space) MySQL Table Corruption, Disk failures, etc. Collection machine downtime (power outages, moves, etc.) Complaints (pre-emption: DNS TXT record, mailing Nanog, etc.) Collection subtleties Keeping track of downtimes, session resets, etc. hosts are not firewalled Some hosts located in "core" (e.g., GBLX hosts) iBGP sessions to border router on the same LAN