Data Pipelines and ETL

Data pipelines that keep your numbers clean and in one place

Dashboards and AI models are only as good as the data behind them. If your data sits in many tools, with different formats and duplicate records, every report starts with an hour of cleanup.

How we help

We build pipelines that pull data from your sources on a schedule, clean it, and store it in one place. After that, reports, dashboards and models all read from the same trusted numbers.

This is for you if

  • Reports start with exporting CSV files from several tools
  • The same customer appears three times with different spellings
  • Nobody is sure which spreadsheet holds the latest numbers
  • You want a dashboard or model but your data is not ready

What we build

Data collection

Scheduled jobs that pull data from your store, CRM, ads, spreadsheets and databases.

Cleaning and matching

Fix formats, remove duplicates and match records across tools.

A single source of truth

One tidy database that your dashboards and models read from.

How the project runs

Short steps, weekly check-ins and a working result at the end.

Tools we use

  • Python
  • Pandas
  • SQL
  • PostgreSQL
  • Cloud schedulers
  1. List your sources

    We find every place your data lives and how it can be accessed.

  2. Design the structure

    We plan simple tables that match how your business actually works.

  3. Build the pipeline

    We write the code to collect and clean the data, and schedule it to run on its own.

  4. Check and document

    We test totals against your source tools and write short notes on how everything fits together.

Questions about data pipelines and etl

Where will my data be stored?

In a database you own, usually on a cloud provider you choose. We can also use one you already have.

How often does the data update?

Whatever suits you, from daily to every few minutes, depending on your sources.

Can you fix my existing pipeline?

Yes. We often start by reviewing and repairing what is already there.

Free 30 minute call

Tell us what is slowing your team down

Book a free 30 minute call. We will look at your problem, tell you honestly whether AI or data work can help, and send a short written plan if it can.

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