How far into the past can I still fetch transactions and their data? Where does the data go once pruned?

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This is totally up to the operator of the RPC node being queried. What value is passed with --limit-ledger-size to control the local ledger history and whether a BigTable instance is available and configured to provide deep ledger history

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