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Metal VS Shingle Roofing

When it comes to protecting your home, the roof is your first line of defense against the elements. For decades, asphalt shingles have been the go-to choice for homeowners due to their low upfront cost and ease of installation. However, as building technology has advanced and extreme weather events become more frequent, many are starting to look at their roof as a long-term investment rather than a recurring expense. The debate between these two materials often boils down to a “now vs. later” mentality. While shingles are budget-friendly in the short term, metal roofing has emerged as the superior choice for those who want a “once-and-done” solution. In 2026, the transition toward metal is accelerating, driven by its unmatched longevity, energy efficiency, and modern aesthetic. Understanding the nuances of each material is the key to making a choice that fits both your current budget and your home’s future value. Longevity: The 50-Year Gap The most ...

How do you automate instagram story posts? Folder -> post

I'm new to social media but I have programming / development skills. I'd like to automate a marketing pipeline to grab content from a content bank and auto-post to my instagram story.

I can no longer use web automation since FB updated their bot detection.

So this leaves me with:

First party API 3rd party API 3rd party software (Later etc) I really just want to write a script to look in a directory and post content it finds if it isn't already indexed (basically, autoposting content as it gets added to a library). What's the best way to accomplish this?

I looked into doing this with facebook api / graph, and i'm confused that I need to be a business account. I'm not against that, but I'd like to do this with a personal account. All advice welcome!

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