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International Trade Statistics : A Guide to Selected Resources

Sub-national

WiserTrade International trade database which includes 4 U.S. state level export series, U.S. exports and imports by customs district & by individual port, as well as EU, Brazil (by state and port), Canadian (by province and port), Chilean and Colombian (by region, port, and country of procurement), Chinese (by province through 2015), Mexican (by district), South African (district and port), Taiwanese (through 2012), and Japanese trade statistics. Also includes estimates of service trade by USA state by category since 2012.
Trade Stats Express - State Export Data (United States Department of Commerce) Provides state & regional exports of merchandise. 1999+.
Trade Stats Express - U.S. Metropolitan Areas (United States Department of Commerce) Provides data on major exports by metropolitan area, NAICS codes, 3 digit zip code, and county. Typically 2005+.
ProQuest Statistical Insight (Statistical Reference Index portion), 1987+ Under Foreign Trade, contains many references to state and local level trade data. 

State and Metropolitan Area Trade Data