Age receivables and compute DSO from open invoices as of any date
When the aging report is rebuilt by hand each month and never reconciles to the ledger.
- Transformation
- Finance
Industry
14 RecipesSaaS
Recurring revenue, retention and product usage. The recurring engineering problem is state over time: what a subscription was on a date, not what it is now.
Build something that is not there yet 14
Generate the revenue-recognition schedule and deferred-revenue roll-forward from contracts
When contracts, invoices, and recognized revenue live in three systems and the deferred-revenue roll-forward doesn't tie.
- Transformation
- Finance
Snapshot the opportunity pipeline daily and measure stage conversion and slippage
When pipeline coverage changes every time someone re-runs the CRM report because history isn't kept.
- Transformation
- Revenue operations
Tie bookings to billings to cash and classify every break
When sales, finance, and the bank each report a different number for the same quarter's business.
- Transformation
- Revenue operations
Compute quota attainment and commission-eligible bookings from explicit plan rules
When comp plans are calculated in spreadsheets and a payout dispute surfaces after the fact.
- Transformation
- Revenue operations
Allocate cloud and platform spend to teams and flag untagged cost
When the cloud bill grew sharply month over month and nobody can attribute the increase to a team or product.
- Governance and cost
- IT and FinOps
Measure SaaS license utilization and shelfware before renewal
When a SaaS renewal is due in weeks and nobody knows how many of the paid seats are actually used.
- Governance and cost
- IT and FinOps
Track ticket SLA attainment and backlog aging outside the vendor dashboard
When support reports SLA compliance from a vendor dashboard nobody on the data team trusts or can reproduce.
- Transformation
- Service
Resolve B2B account hierarchies and roll measures to the ultimate parent
When revenue by customer is split across a dozen subsidiaries and nobody sees the group total.
- Transformation
Build retention cohorts and a churn feature table
When "what's our churn rate" gets three different answers depending on who is asked.
- Transformation
Compute historical customer lifetime value with margin
When the acquisition-payback conversation lacks an LTV figure anyone trusts.
- Transformation
Sessionize event streams and build reproducible funnels from batch exports
When product analytics can't be reproduced outside the vendor's own dashboard.
- Transformation
Attribute conversions to touchpoints under several models side by side
When marketing and sales each have a spreadsheet proving their own channel drove the same revenue.
- Transformation
- Revenue operations
Build the MRR waterfall and net revenue retention
When net revenue retention depends on which spreadsheet happens to be open when the board asks.
- Transformation
- SaaS