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Ahmad Humayun
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Google Sheets Automation

Google Sheets and Apps Script Reporting Automation

Automating recurring Sheets updates and document/report outputs while keeping configuration and validation understandable for the team.

Operations Team · Solo · Selected work

My role & contribution

Built lightweight automation across separate client engagements; the examples below are not one combined client system.

Selected delivered workflows

The problem

Automated manual reporting and document workflows that sat between ad platforms, Google Sheets, website content, and generated outputs. The work includes Apps Script-style reporting automation and Python scripts for fetching/parsing CMS-style content and generating PDFs.

The existing workflow

Teams used shared Sheets as a working interface and repeated manual report or document preparation. The useful first step was to automate the recurring operation while keeping the familiar control surface.

Google Sheets and Apps Script Reporting Automation
Illustrative project visual. Any figures shown are examples, not a statement of client results.

System flow

  1. 01

    Sources

    Google Sheets, ad reporting rows, Google APIs, and CMS-style content act as lightweight workflow inputs.

  2. 02

    Automation

    Apps Script and Python jobs fetch, parse, transform, and refresh the operational outputs.

  3. 03

    Generated outputs

    Cleaned Sheets rows and document/PDF outputs are produced from the same controlled workflow.

  4. 04

    Rerun checks

    Source counts, generated files, stale rows, and duplicate outputs are checked across reruns.

Key engineering decisions

Keep the familiar interface

Sheets remained the team's working layer where that was sufficient. A warehouse or custom app was not a prerequisite for automating a recurring task.

Separate the examples

Ads-to-Sheets refresh and document/PDF generation were separate engagements with different inputs and checks. They are presented as related workflow patterns, not a single platform.

Difficult problems

  • Manual reporting and document creation created repeatable operational work
  • Generated outputs could look correct while hiding stale source data
  • Reruns needed to avoid duplicate generated documents or stale sheet rows
  • Access settings and source content details needed to stay controlled

Work contributed

  • Built Apps Script-centered reporting and document-generation workflows.
  • Used Sheet configuration and API/script inputs to control repeatable outputs.
  • Kept operational setup and validation distinct from presentation.

Validation

  • Reviewed source periods, output shape, and reporting totals for the relevant workflow.
  • Checked configuration and repeat execution against the intended Sheet/report behavior.
  • Validated generated outputs against the input Sheet or source report.

Supported outcome

  • Automated recurring steps in lightweight reporting and document workflows.
  • Kept configuration and outputs accessible through familiar tools.
  • Provided a practical starting point without requiring a full warehouse.

Technologies in context

Google Apps Script · Google Sheets · Python · Google APIs · BeautifulSoup · requests · PDF Generation

Related services & work

Technical reading

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