Airplay isn't a protected transfer mechanism, in the same way that playing (for example) a Blu Ray disc over a HDMI connection that supports HDCP.
High-bandwidth Digital Content Protection (HDCP; commonly, though incorrectly, referred to as High-Definition Copy(right) Protection) is a form of digital copy protection developed by Intel Corporation to prevent copying of digital audio and video content as it travels across connections. These connections include popular ones like DisplayPort (DP), Digital Visual Interface (DVI), and High-Definition Multimedia Interface (HDMI)
The system is meant to stop HDCP-encrypted content from being played on devices that do not support HDCP or which have been modified to copy HDCP content. Before sending data, a transmitting device checks that the receiver is authorized to receive it. If so, the transmitter encrypts the data to prevent eavesdropping as it flows to the receiver.
That's pretty technical, but in short (and this is not particular a developer choice, but the content owners choice) if they cannot guarantee that the content is fully secure end to end, they will not allow it to be transmitted. Airplay isn;t fully secure to the same degree as the above, and so many contents owners will not agree to it's use.
I always thought that the Express had a decoder inside, so it could just receive the digital data. Much more robust against bad connectivity.
Also, from Wikipedia:
An often-overlooked feature of the AirPort Express is that it uses an audio connector that combines a 3.5 mm jack socket and a mini-TOSLINK optical digital transmitter, allowing connection to an external digital-to-analog converter (DAC) or amplifier with internal DAC. This allows iTunes (and other applications which can stream to the device, such as Rogue Amoeba's Airfoil) to output a bitstream instead of analog audio. DTS-encoded CDs ripped to Apple Lossless audio files which decode as digital noise in iTunes will play back correctly when the AirPort Express is connected via TOSLINK to a DTS-compatible amplifier–Decoder.
Best Answer
What you want is AirFoil by Rogue Amoeba. Plays any audio from your system via AirPlay.