Repeatable cleaning pipelines
Power Query or Python transformations you can rerun, not a one-time manual cleanup.
United States · San Jose · Data cleaning
The recurring South Bay job is reconciling CRM against billing. Both are internally consistent, neither ties, and the gap is almost always a timing or definition rule rather than bad data.
Abhishek
Abhishek Singh
Akhilesh
Prahalad
ShaktiA remote team of Excel and spreadsheet specialists. You work directly with the person building your file, from the first question to the final handover. More about us.
A typical job here
Most of these run 10–20 hours. The estimate is written down before anything starts, and exceeding it needs your agreement rather than an invoice note.
| Reconcile CRM pipeline against billing revenue with variance explained | 10–20 hours |
|---|
Why San Jose specifically
Clients for this are typically in North San Jose, Santa Clara, Sunnyvale and Downtown San Jose, across B2B SaaS, semiconductor and hardware operations, enterprise software, and venture-backed companies preparing for a funding round or an audit. SaaS metrics, board decks and the spreadsheet that has outgrown itself.
For the wider picture of what we see in this market — the recurring problems, the source systems, how the time difference plays out — the San Jose guide covers it properly rather than repeating it on every service page.
10–20 hours is typical here. You get a number in writing before we start.
Unlocked files, documentation, recorded handover.
Full guide
This page covers one service. The city guide covers the whole picture, including the problems we see most in this market.
Excel experts in San JoseScope
Two of the things this covers most often for San Jose clients. The data cleaning page sets out the full scope and method.
Power Query or Python transformations you can rerun, not a one-time manual cleanup.
Pivots, statistical summaries and the analysis that answers the question you actually asked.
Power Query or a script, so next month is a refresh rather than a repeat.
What counts as a duplicate, what happens to a blank, how a bad date is handled — written down and agreed.
Need to check a feature before hiring? Read Microsoft’s official Excel help and learning for formulas, PivotTables, importing data and troubleshooting.
Questions
Answers for this service in this market, including the ones that might cost us the job.
Ask us something elseNo — explain the difference instead. A reconciliation that quietly forces agreement destroys the information you need. The variance, broken down by cause, is the deliverable.
That is the point. Power Query steps are visible and rerunnable, and we document the process. If you would rather we run it each cycle we can, but you should not need us to.
Yes. Diligence-readiness is mostly about traceability: no hard-coded numbers inside formulas, one assumptions tab, checks that prove the model ties, and a documented calculation for every headline metric. We work through that as a checklist against your existing file.
Related
Most projects touch more than one of these. We scope them together rather than selling them separately.
Same service elsewhere
Start with the problem
Send the workbook or describe the problem. An hours estimate back within a day, at no cost and no obligation.
Post your projectA short introduction
A short introduction to our Excel and spreadsheet work.
The short introductory video shows spreadsheet tables and dashboards, a person working on a laptop, and a message inviting viewers to post their project.