pipelies 
Liar, liar, pipe's on fire.
14 ways stitched-together stacks serve numbers that are no longer true, and what each one costs.
See the lineupInterrogate yoursThe lineup
Seven suspects, each with a half-truth or two.
The Overnight Truth
It saysReport refreshed: 6:00 a.m.
What's trueIt's 2:40 p.m., and refunds have more than tripled since.
What it costA fraud threshold set on numbers from before the promo launched.
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The Averaged Lie
It saysAverage order value: $82.
What's trueThat was 9 a.m. A campaign has since pushed it to $140.
What it costGood customers blocked by a cap sized for the old crowd.
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The Next-Day Alert
It saysSafer-gambling alerts today: none.
What's trueThey've staked $1,600 against a usual $200.
What it costThe alert fires tomorrow, after the losses.
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The Vanishing Order
It saysOrder not found.
What's trueIt went in two seconds ago. The replica hasn't caught up.
What it costThe customer pays twice and opens a ticket.
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The Peak-Hour Lag
It saysReplica healthy.
What's trueIt's several seconds behind, because it's lunchtime.
What it costThe velocity check counts 3 attempts when there were 9.
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The Scattered Balance
It saysBuying power: $5,000.
What's trueA $3,000 order on another product went out two seconds ago.
What it costA $4,000 order accepted against $2,000 of real buying power.
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The Crowded Total
It saysLiability on a home win: $186K.
What's trueBets accepted in the last second already took it to $246K.
What it costA liability cap overshot on the biggest game of the night.
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The Silent Skip
It saysJob status: succeeded.
What's true412 rows never made it through.
What it costA limit increase approved on a history missing the late payments.
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The Late Arrival
It saysDaily load complete.
What's trueSource B landed forty minutes after the join ran.
What it costA settlement reserve sized without Source B.
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The Linked Accounts
It saysAccount 7741: 4,000 contracts, under the limit.
What's trueWith three linked accounts, the group holds 24,000 of a 25,000 limit.
What it costA 10,000-contract order takes the group to 34,000.
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The Frozen Score
It saysRisk score: low.
What's trueComputed at 2 a.m. Someone else took over the account at noon.
What it costA large transfer released to whoever took over the account.
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The Stale Segment
It saysSegment: new user.
What's trueThey've made six purchases since the nightly rebuild.
What it costA 20% welcome discount for someone on their sixth order today.
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