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There is definitely isolation. In theory (if containers worked perfectly as intended) a container can't see any processes from the host, sees different filesystems, possibly a different network interface and basically everything else. There are some things that are shared like CPU, Memory and disk space but these can also be limited by the host.
But yes, in practice the Linux kernel is wildly complex and these interfaces don't work quite as well as intended. You get bugs in permission checks and even memory corruption and code execution vulnerabilities. This results in unintended ways for code to break out of containers.
So in theory the isolation is quite strong, but in practice you shouldn't rely on it for security critical isolation.