Certificate Transparency is the open-source framework for the certificate authorities (CAs) under which they log the certificates to the domain name owners. In this way, anyone can see which CA has issued a certificate for which domains. It is like the inventory of all certificates, certificate authorities, and domains. Why do we need Certificate Transparency? By compromising the infrastructure of the certificate authority, the adversary can maliciously issue the certificates by the certificate authority without the consent of CA. The certificate authority can mistakenly issue a certificate to the wrong owner. The problem with the previous CAs infrastructure was that there was no effective way to audit or monitor SSL certificates in real-time. So, when any missteps or malicious activities happen, the suspect certificate was not usually detected and revoked for weeks or months. These miss issues of certificates were used to spoof a legitimate website or to install malicious software etc...
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