IoT devices have come into widespread use. The rapid growth of the IoT market is expected in the field of automobiles and transportation, medical and health care, and industry. Data protection and integrity are critical for IoT-based services in order to maintain the security and privacy of them. Low-power wide-area (LPWA) is a wireless communication technology designed for IoT applications and end-devices requiring low cost, long battery life, wide-area coverage, and high system capacity. LoRaWAN is an open standard for LPWA and achieves data protection and integrity by using encryption and message integrity code (MIC). Many studies have pointed out security issues, and attacks against LPWA protocols and have proposed solutions to improve security against such attacks. However, side-channel analysis techniques can directly recover secret information from a device. In this paper, we evaluate the applicability of a side-channel analysis to a real LoRaWAN end-device. Our experiments attempt to recover AES-128 keys to encrypt frame payload and calculate the message integrity code (MIC) for the encrypted payload based on a correlation power analysis, which is a type of side-channel analysis. The 260 electromagnetic(EM)-leakage traces entirely recover the 16-byte key for the frame payload encryption, and the 140 EM-leakage traces recover the 12 bytes of the 16-byte key for MIC generation. Furthermore, we show that our key recovery attack is applicable in real LoRaWAN protocols. Our attack can entirely recover the root key AppKey in LoRaWAN v1.0 and a root key NwkKey in LoRaWAN v1.1.