What changes when you scale Meta spend from $5k to $50k/month (and what doesn't)

I keep seeing the same patterns. Nobody really talks about what actually shifts.

What changes:

Creative volume requirements go up faster than you expect. At $5k/month a good creative can last 2-3 months. At $50k you're burning through concepts in 2-3 weeks, not because the algo is harder, but because you're hitting the same people much faster. At scale you need 4-6 new concepts launching every month just to stay flat on performance.

Broad targeting starts beating everything. Interest targeting works fine at low spend. At scale, the algo has enough conversion data to outperform your best audience work with pure broad. I've watched accounts flip fully to broad and immediately improve ROAS. Once you have real purchase volume, Meta knows your buyer better than your targeting does.

Your offer matters more than your creative. At $5k a great hook can paper over a mediocre offer. At $50k the math catches up. Weak margins, high return rate, low AOV — no creative fixes it. The brands that scale cleanly have genuinely strong offers underneath.

What doesn't change:

Winning ads look basically the same. Strong hook in the first 3 seconds, clear benefit, social proof, direct CTA. I keep waiting for some secret technique that unlocks at scale. It doesn't exist. Same fundamentals, higher volume, faster iteration.

You still can't save a bad landing page with great ads. Scaling just exposes your conversion problems faster. If you're converting at 1.5% at $5k, more traffic doesn't fix it.

The 20% budget rule still matters. Bigger budgets, more adjustments — same algorithm destabilization. Patience applies at every spend level.

The biggest mistake I see at scale: teams that worked at $5k try to maintain control by adding more campaigns, more targeting layers, more structure. The paradox is that scaling on Meta usually means simplifying, not complicating.

What thresholds have been turning points for your accounts? Curious if others have noticed the same pattern around the $20-30k range specifically.