These are some of the very reasons we've investing in a Hioki IM3536 LCR Meter as well as a Tonghui TH2830 and a bunch of LCR Meter fixtures, some OEM, some modified, some custom!
Capacitors are highly complex with all sorts of issues, parameters, features, surprises one must pay close attention too, ceramics seem to lead in all these categories
In our case awhile back we had a new project which involved 128 up to 256 (actually could go to 1024) independent AWG channels capable of producing ~ +-100V peak signals with 16 bit resolution 15 bit accuracy, and have direct Bi-Phase waveform modulation with less than 5mv waveform average offset between Bi-Phase polarities with 200Vpp signals. We were recommend for this project by an Advanced Research USG agency based upon our prior career and were not allowed to attend the actual system application testing (no need to know basis), which involved directly controlling a new type Advanced Phased Array Radar based upon Liquid Crystal technology.
This project started off right when component availability became scarce due to the Pandemic, and we couldn't find anything in stock anywhere, and had to change the design often to accommodate what was available rather than what we wanted. Frustrating as hell, and scary, as the system had to work first time without our participation with this unknown system defined only by the interface!!
With this in mind, and not wanting egg all over our face, we decided to thoroughly test every critical component and not rely on vendors data sheets, especially unfamiliar ones we had to use because of the component situation. So we got a number of KS34465A DMMs, IM3536 and TH2830, all new with Calibration Certifications and set out to check each critical component.
Anyway, we were told the overall system was setup inside a large Anechoic Chamber, Target Identified with Coordinates, and Phased Array Beam nailed the Target Spot On, First Time!! So guess this effort paid off as the overall system worked as expected, and we didn't get egg all over our face
This effort alerted us to the various issues with unknown vendor ceramic capacitors (film types also) and precision resistors. Also created a more conscious review of capacitor data sheets, even from well known vendors, and we began to do more testing with these LCR Meters just to verify device parameters, even from our usual "Go To" vendors.
As stated by others even the "Quality" Sources for ceramic caps have details buried in various data sheets, on-line resources and such, which makes it difficult to "extract" what's important for the designer!! Here is where the quality LCR meters can prove worthwhile, allowing one to make measurements with devices "in hand" to establish component confidence, something we've had to do often lately
Best,