I flagged this as a duplicate because the elements of your question have been asked many times before; it's nothing personal. The linked thread should give you a good idea of what you're facing with your laptop (Chromebook or not) since it's easy to shoot yourself in the foot with bad OPSEC-- you're competing with the combined might of both corporate espionage and national intelligence agencies. Don't make the same mistakes that guy did, like plugging right back in to the corporate network upon return.
Even if you're "nobody important," don't assume you're not a target. You still have value as a patsy. Your credentials are desirable because if captured, they can allow foreign agents (corporate or government) access to your corporate network, within which they'll exfiltrate anything they can touch. The added bonus is that since you're "nobody important," your company may be unlikely to keep an eye on "your" activity-- unlike a higher-profile employee like a lead engineer, sysadmin or executive.
I assume that if I don't use a local SIM, it would be difficult for someone to put malware on my phone but wanted to confirm if I am right about this
Consider this-- the Chinese government is trying to move to a cashless society by forcing everybody to install WePay on their smartphones. While it serves a purpose (convenient payments), it also makes it so that in order to function at all in society and buy basic goods, you must consent to backdoor/keylog a device critical to your daily operations and have all your transactions monitored remotely.
In practice, it doesn't matter what SIM you use if you end up voluntarily installing government-controlled malware just to pay for McDonald's. That said, plenty of urban centers still take cash, but be wary of the seeming obligation to install random apps to ride the subway, buy things, whatever. Each one compromises your OPSEC.
I was thinking of taking a Chromebook since that has full disk encryption. I read that it's easier to do a full reset on this than a windows laptop. I have also read that malware can't be installed through USB on a Chromebook
FDE doesn't help if your machine is compromised while it's running and unlocked. The government has been known to replace links to Javascript libraries on unencrypted pages with malicious versions at the Great Firewall level. Browse with HTTPS only; there are plugins for this. VPN is also good, assuming you have one that actually works, and assuming it's not leaking DNS queries that get responded to with state-controlled IPs.
Being forced to unlock laptops at the border is largely a US thing. I haven't heard of anybody being forced to do it in China, but even so, what are your options besides refusal or compliance? Refusal will only end one way. FDE just makes it look like you have something to hide, and if in the end you're going to unlock it for them anyway, what was the point?
My opinion- don't bother with FDE. Just travel with clean images on your phone and laptop and assume both are compromised upon return. Change all your passwords and reimage your devices.