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Mr Zack
Mr Zack

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Most "big budget" clipping campaigns never pay. Here's how to spot them from one scrape

#webscraping #automation #datascience

If you clip short-form video for money, you know Whop Content Rewards: hundreds of live campaigns paying $0.15–$20 per 1,000 views. The discover page lets you sort by budget. That sort is quietly costing you nights of work.

Here's the number that changed how I pick campaigns: on the live board right now, 21% of active campaigns have never paid out a single cent. Big banner budget, $0 actually spent. A "$30,000 budget" campaign that has paid nobody in three weeks is not a $30,000 opportunity — it's a landing page.

The problem: the board doesn't show you payout speed. You can see budget and budget left, but not how fast the money is actually moving — and that's the only number that separates a campaign that pays from a campaign that poses.

The trick: the page already contains everything you need

Every campaign card on Whop publishes three things: when it was funded, how much has been spent, and how many creators joined. From one snapshot — no monitoring, no state between runs — you can derive:

dailyBurnUsd        = budgetSpent / daysSinceFunded     → is money moving?
estimatedDaysLeft   = budgetLeft / dailyBurnUsd         → will it still be there?
payoutPerCreatorUsd = budgetSpent / creators            → what did the average clipper earn?
budgetPace          = "draining" | "healthy" | "slow" | "stalled"
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That last field is the shortcut. On today's board of 456 campaigns:

pace meaning what to do
draining <3 days of budget left skip — gone before your clip gains traction
healthy 3–60 days this is where you clip
slow 60–180 days fine, but budget may outlive the campaign
stalled >180 days at current burn the "big budget" mirage — money posted, almost nobody paid
null zero paid out so far unproven; could be brand new, could be dead

Real example from today: two campaigns, both showing ~$30K budget. One burns $255/day and has paid the average creator $75. The other burns $19/day — at that rate its budget lasts four years, which is a polite way of saying nobody is getting paid. On the default board they look identical.

I packaged this as an Apify Actor

Whop Content Rewards Scraper pulls the full board (~456 campaigns) in about 5 seconds, HTTP-only, and computes all of the above per row, plus an opportunityScore that ranks by reward rate (35%), budget headroom (25%), competition (25%) and payout velocity (15%).

One honesty note, because it's the part I got wrong first: an early version of the score treated empty campaigns as "low competition" and ranked them near the top. That's backwards — a campaign nobody has joined and that has never paid is not uncontested, it's untested, and the data can't tell those apart. The current version gives no free marks for emptiness: unproven campaigns still rank, they just can't outrank a campaign that demonstrably pays. The scoring weights are documented in the README so you can argue with them.

{
  "title": "WINNA",
  "rewardPerThousandViews": 5,
  "budgetLeftUsd": 11659.17,
  "dailyBurnUsd": 272.67,
  "estimatedDaysLeft": 42.8,
  "budgetPace": "healthy",
  "payoutPerCreatorUsd": 75.25,
  "creators": 164,
  "opportunityScore": 71.1
}
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The daily recipe

The actual decision — "where do I clip tonight?" — as one scheduled run:

  1. Input: { "sortBy": "opportunity", "minEstimatedDaysLeft": 3, "minPayoutPerCreatorUsd": 5 }
  2. Schedule it daily in Apify Console (Actor → ⋯ → Schedule; cron 0 7 * * *).
  3. Read the top 10 rows with your coffee. Campaigns that pay real money to real creators, ranked.

A full-board run costs well under a dollar (pay-per-event, from $1.50/1k results). Once a day is plenty — the board moves daily, not by the second.

For AI agents

The Actor ships a typed output schema and works over MCP, so an agent can answer "which clipping campaigns are actually paying right now?" by calling it as a tool and filtering budgetPace == "healthy" — no scraping code inside your agent.

Try it: https://apify.com/tactful_anvil/whop-content-rewards-scraper

I clip too. This exists because I got tired of finding out a "$30K budget" was a mirage after posting to it. Bug reports and field requests: Issues tab on the Actor page.

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