Another primary here so different but we try to have all work marked by next lesson so can be very marking heavy. I'm fairly efficient and ruthless with my marking and find following helps me:
Marking timetable each week - sometimes written, usually just in my head - that I try v hard to stick to. It links to lessons but also what I want to do in my own life too.
Marking resources in every book box - for me, that's green pen, post-it tabs, VF given, praise and other appropriate stamps, team point stickers - so there's no searching/hold ups once I'm ready to start.
I mark every night for Eng and maths except staff meeting night. Plan for limited writing that needs teacher marking on SM and SLT meeting nights. Careful planning across subjects so I rarely end up with major marking (long writes, SATs etc) in multiple subjects on same night.
Books in open to right page so don't have to search.
Books in in table groups for maths and English. Start from less able to more as la take me longer to read/decipher so I do when feeling fresher. Always leave a child whose writing style (content and handwriting ) appeals most 'til last so finish on a positive/ easy win.
Topic books, Science, Art etc on tables when I have couple of sets to do on one night that I move to with my portable marking kit (pencil case and large coffee). Find the movement between tables stretches my legs, gives me a break and I enjoy seeing how few tables I have left to do!
Planned use of self/peer/flick and tick marking.
Always give checking time for whole-school non-negotiables (date, underlining, LO/SC filling in) plus check of common mis-spellings before collecting books in to avoid having to write same secretarial message several times.
I teach and then consistently use whole school and subject specific marking codes - again to reduce writing same thing over and over again.
Clear marking attitude ( that basically says 'Bugger off, I'm busy' that I've developed over time so other people don't interrupt unless v important!
I also have an absolute aversion to taking marking home which helps me focus and be ruthless about getting it done : )
Good luck finding the steps that work for you. It does make such a difference to work-life balance if you can develop a routine that works for you and your school.