SFP+ Modules, interoperability

Hey All,

We have a few media converters in-house currently that terminate our fiber runs to ethernet.

I am looking at moving away from media converters into SFP+ modules in our existing and new switches.

My question is, how can I tell from spec sheets if an HP 1910 switches SFP+ LC fiber module is interoperable with a Dell SG300 SFP+ Fiber module? Or a Meraki SFP+ Module or an Extreme Networks SFP+ Module?

We have a pretty wide range of brands and products as we previously had MSP/Consultants bring in hardware in an ad hoc and unsupervised kind of way.

I'm hoping I don't need brand/model consistently to move out of these media converters, but my fear is that they are here because I cant.

Thanks for your help everyone,