Excel is the right tool for most business data. It stops being the right tool when the volume gets too large, when the work has to happen at 6am without a person, or when the data lives in a system that does not export to a spreadsheet.
At that point the usual fix is more manual effort. Python replaces that effort with a script that does the same steps every time, logs what it did and tells someone when something goes wrong.
From a single scheduled script to a pipeline pulling from several sources, built to run in the background without manual intervention.
Extract, transform and load data from one system to another on a schedule, without anyone needing to trigger it.
Scripts that run at set times, process the data, produce the outputs and update your systems. Nobody opens a file or presses a button.
Data pulled from third-party APIs straight into your reporting, database or storage, on whatever schedule suits the business.
Hundreds of thousands of records standardised, deduplicated and checked against your rules, at a volume Excel cannot manage.
Formatted Excel reports, PDFs or data exports produced and sent out automatically, so the report arrives without anyone running it.
File handling, data extraction, form processing and email handling, done by a script at any volume.
If your data fits in Excel and your team needs to work with it directly, Excel automation is almost always the better choice. It is simpler to maintain and your team can see what is happening. Python becomes the right tool when the problem outgrows what Excel can do reliably.
That usually means data volumes above about 100,000 rows, where Excel slows down or crashes. It also covers processes that need to run on a schedule without anyone opening a file, connections to systems that do not export to spreadsheets, and logic complex enough that maintaining it in VBA becomes painful.
The output is the same either way. A clean, formatted report or an updated system is ready when the team arrives in the morning, and nobody had to do anything to produce it.
A defined script replacing a recurring manual task is typically £300 to £1,000. Something that runs on a schedule, handles failures and reports its own errors is closer to £1,000 to £2,500, because the reliability work is most of the job.
The price is fixed in writing before we start. If we underestimate the work, that is our cost to carry rather than yours.
For a figure without a call, the build estimator itemises one in two minutes.
Nothing is paid up front. You watch the finished thing work with your own data, and only then do you pay. No deposit and no retainer. How the process works →
When the data is too large for a spreadsheet to handle comfortably, when it needs to connect to external APIs, when the logic is complex enough that VBA becomes hard to maintain, or when it has to run on a schedule without anyone opening a file. Below that, Excel is usually the practical answer, and we will say so on the call.
A defined script replacing a recurring manual task is typically £300 to £1,000. Something that runs on a schedule, handles failures and reports its own errors is closer to £1,000 to £2,500, because the reliability work is most of it. The price is fixed before we start.
Typically 5 to 10 working days. A straightforward processing script is at the faster end. A pipeline with several API connections and error handling takes longer. The timeline is in the fixed-price quote.
Usually on a scheduled cloud function, so nothing depends on a particular machine being switched on. Monthly running costs are typically under £10. Where it makes more sense, a script can run on a Windows PC or server you already have using Task Scheduler. Either way you own the code and the hosting account.
Yes. We write plain, documented Python rather than clever code. The documentation explains what each part does in plain English, and the handover includes a walkthrough so your team can make simple adjustments.
You own the code and the documentation, so any competent developer can pick it up. Every project includes two weeks of support after delivery. After that we quote changes separately rather than selling a retainer.
Yes. All work is delivered remotely, and we work with businesses across the UK.
Tell us about the job that eats your team's time. We will tell you whether Python is the right tool or whether Excel automation would do, and give you a fixed price before you commit to anything.
Book a free 30-minute call →Or call 07961 593334
From £300 · 5 to 10 working days · Fixed price, paid when it works