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How do you water you cucumbers? They don NOT like being watered from above. Water directly on their leaves causes them to mildew and get fungus. The yellowing, suggests to me that you are watering from above the plants. Cucumbers also love to climb, this keeps the plants off the moist ground. Start by watering them at soil level, and getting a spray for mildew and fungus in gardens. Spray that all over the leaves and stems. I think you'd be better off pulling these and planting more. Add some compost (you can just buy a bag at Lowes or Home Depot, if you don't compost) to amend the soil, and make it healthier. I think your growing season is similar to ours. You should be able to plant now and have them grow fine. Do a quick google search about gardening in southern California, and you should let lots of information about when to plant. With all that said, you might not be able to salvage these plants. However, you could try watering differently and getting fungus spray, like I mentioned earlier. If you get new plants, you might consider getting something for them to climb on. (If you don't already do that.)
Do you have plenty of flowers around to attract butterflies and bees?