Quick pickles aren't shelf-stable and aren't meant to be. They're stored cold, kept sealed, and eaten within a few weeks - but exactly how many weeks depends heavily on which vegetable is in the jar.
These ranges assume the vegetables stayed fully submerged in the brine the whole time and the jar was refrigerated promptly after cooling. A jar left at room temperature for more than a couple of hours after pickling should be treated more cautiously.
Water content is the main variable. Vegetables that are mostly water - cucumber, zucchini, onion - dilute the brine gradually as their own moisture mixes in, which both softens their texture and weakens the brine's preserving power over time. Denser vegetables like green tomato hold their structure longer and release less water into the brine, which is why they last noticeably longer in the fridge.
Cut size matters too. Thin slices pickle fast but also soften fast; thicker cuts take longer to pickle through but hold their crunch longer once they do.
A quick pickle that's simply past its prime will taste flat, lose its crunch, or turn the brine cloudy from the vegetable breaking down - none of that is dangerous, just no longer enjoyable to eat. Actual spoilage looks different: sliminess on the vegetable surface, a strong off-smell that isn't just "strong vinegar," visible mold, or a fizzy, bubbling brine that wasn't fizzy when the jar went in the fridge. Any of those mean the jar should be thrown out rather than tasted to check.
This is different from fermented pickles, which are supposed to develop some cloudiness and bubbling as part of an active, intentional fermentation - that's a different process from vinegar-based quick pickling, with its own signs of doneness rather than spoilage. If you're curious about that method too, sauerkraut is a good low-risk way to see the difference firsthand.
Once, generally. A used brine has already picked up water from the first batch of vegetables, so it's more diluted than a fresh one - fine for a second, less critical batch (like using cucumber brine for a quick round of onions), but not a good idea for a third round, and never appropriate for anything meant to be shelf-stable. If a recipe depends on precise acidity for safety, always start with a fresh brine.
For the pickling methods themselves, the quick-pickle guide for garden surplus covers cucumbers, zucchini, peppers, green tomatoes, and red onions with brine ratios and timing for each.