Bluetooth is a radio label. The useful question is whether you need a bare module, a dev board, a host bridge, or a debug tool — an nRF52840 module, a Feather, and a BLE sniffer are not drop-in alternatives.
BLE 5-era modules (nRF52840, MDBT50Q), XIAO MG24 boards with Matter-over-Thread, Bluefruit UART/SPI bridges, HM-11 serial modules, and BLE sniffers cover different jobs and different hosts.
Pick the board you have - we'll show what we know about swapping it.
Known swap options (1)