IEEE 802.1CB provides a standard for reliable packet delivery within Time-Sensitive Networking (TSN). As this standard is envisioned to be used in mission-critical networks in the near future, it has to be protected against security threats. The integrity of the network communication should be the biggest focus as guaranteed delivery is essential. However, IEEE 802.1CB does not come with security guarantees. Indeed, as we show in this paper, an attacker may be able to exploit different threat vectors to impair the correctness of communication, impacting on the safety of users. Due to TSN strict delay and reliability requirements, classical security solutions can not be easily applied without significant efforts. Therefore, researchers proposed multiple solutions to guarantee secure communication. However, the current state-of-the-art is not able to guarantee both security and timing guarantees. In this paper, we provide a detailed analysis of the security of IEEE 802.1CB exploiting the STRIDE methodology. Compared to the existing state-of-the art on the subject, we provide a deeper analysis of the possible threats and their effect. We then analyze available solutions for security in IEEE 802.1CB, and compare their performance in terms of time, reliability, and security guarantees. Based on our analysis, we show that, although there exist promising solutions trying to provide security to 802.1CB, there is still a gap to be filled both in terms of security and latency guarantees.@en