In the last consequence it comes down to how they are used and defined, by the person using them, in a particular context.
Theoretically they both apparently originated from the same Latin origin of "equal" or aequus which apparently just means "level" or "flat" and it's derived aequalitatem which means "equality, similarity, likeness". As can be found here for equal, equality and equity.
So apparently the meaning of the word for flat just got expanded and used in various contexts. Like flat, became "even, level or uniform". Uniform also invokes ideas of similarity and/or identity and sameness. While "equal treatment" and "treating each other as equals" (of the same (equal) value) is a core concept of justice.
And as these words entered the English language through French at various times apparently different facets of the word got associated with equity and equality where apparently tons of internet articles make it their point to define "equity as justice" and "equality as sameness".
That being said if you take a closer look at all these examples of where the "clear distinguishable difference" between equity and equality is presented, you'd essentially see that they still talk about something being the same. They just differ on what that is. Like if you frame this:
https://ell.stackexchange.com/a/277988/152794
not as "everyone getting the same box", but as "everyone getting assistance to see the game" then the assistance that they got clearly is not equal from the perspective of the receiver, despite being equal from the perspective of the giver. And if you ask a neutral observer whether they see sameness or difference they'd likely would be confused and ask "with regard to what?". Like some things about each picture are equal some aren't.
So the problem isn't that one refers to sameness and the other doesn't, but that they differ in terms of what value they want to be the same. And what value they refer to crucially lies in the eye of the beholder. Like "equality before the law" is both the epitome of justice and fundamentally unjust when considering this famous sarcastic quote "The law, in its majestic equality, forbids the rich as well as the poor to sleep under bridges, to beg in the streets, and to steal bread." highlighting that "equal laws" apply to different people (or rather people in different situations) quite differently and not necessarily just.
There are other attempts to go around that problem by calling one "equality of outcome" and the other "equality of opportunity" but that's also mostly a farce as life is continuous motion so the outcome of one event sets the opportunities for the next and vice versa.
So within a particular context it can make sense to avoid the inherent ambiguity of "equality" by addressing that you want "this kind of equality not that" and by calling one "equity"="justice" and the other "equality"="sameness", but that still comes down as to how that person defines "justice" which can differ from case to case.
So I'd be skeptical of attempts to treat these two as catch all terms that hint you at the meaning in a universal sense and would still urge you to look at how they are used in the specific context.