so; therefore; the reason for something
Explains a reason or cause in a way that sounds apologetic or self-justifying, often to soften bad news or an excuse.
ものだから is used to give the reason for something, but with a nuance that the speaker feels the need to justify themselves. It often sounds like you are apologizing or explaining why you did something that may have caused trouble. It connects the reason to the result in a way that implies 'because of this, the result happened, and I hope you understand.'
In conversation, it is more natural when the result is something negative or inconvenient. For example, you might say 電車が遅れたものだから to explain why you are late. It can sound a bit formal or stiff in casual chat, so it's common in spoken Japanese when you're being careful or polite, but it's also found in writing.
The pattern is not used to state objective facts. It is subjective and expresses the speaker's own reasoning. Also, in the main clause, you cannot use it when the reason is a simple fact like 'because it rained.' It is not for giving neutral explanations.