FINANCE
Flag off-pattern card charges against department budget envelopes
Watches new Stripe card charges in real time, compares each one against the spending department's monthly budget envelope and trailing 90-day pattern in Snowflake.
How it runs
The automated pipeline, trigger to output.
- TriggerStripe card charge postedStripe
- ActionLook up department envelope + 90-day baseline in SnowflakeSnowflake
- LogicFlag if over envelope or >3σ above category baseline
- ActionLog on-pattern charge to SnowflakeSnowflake
- OutputPost anomaly alert to finance Slack channelSlack
What it does
This workflow turns every Stripe card transaction into a live budget check. When a charge posts, it looks up which department the card belongs to, pulls that department's monthly envelope and trailing 90-day spend baseline from Snowflake, and decides whether the charge is on-pattern or an outlier. Only the outliers reach a human.
When to use it
Run this when finance wants to catch overspend the day it happens instead of at month-end close. It is built for teams that issue cards by department and track budgets as fixed monthly envelopes, and that already land transaction history in Snowflake.
How it works
- 1A Stripe webhook fires on each new card charge.
- 2The workflow queries Snowflake for the card's department, its current-month envelope, and the trailing 90-day median and standard deviation for that merchant category.
- 3A logic step flags the charge if it pushes month-to-date spend past the envelope or sits more than three standard deviations above the category baseline.
- 4On-pattern charges are logged silently to Snowflake.
- 5Flagged charges post to the finance Slack channel with the amount, department, envelope headroom, and the specific rule that tripped.
Set it up
What you configure once, before turning it on.
- 1Connect StripeCustomers, subscriptions, payments.
- 2Connect SnowflakeWarehouses, queries, shares.
- 3Connect SlackChannels, DMs, threads, mentions.
- 4Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 5Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 6Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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Run it inside a business
This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.

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