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Professional Services

Sample: Automated Reporting Pipeline

Replacing a manual weekly reporting process with an automated data pipeline

Industry
Professional Services
Duration
6 weeks
Services Provided
Python Development

Sample: Automated Reporting Pipeline — hero image

Project Overview

Client Background

An operations team compiling weekly performance reports by manually exporting and combining data from several internal systems.

Business Goals

Automate the weekly reporting process and reduce manual data-wrangling time.

Project Scope

A Python data pipeline that pulls, cleans, and combines data on a schedule, with a small API for the team to trigger and review reports.

The Challenge

A significant part of one team member's week went into manually exporting spreadsheets from different systems, cleaning them, and combining them into a report — a process prone to copy-paste errors.

The Solution

We built a scheduled Python data pipeline that pulls from each source system automatically, applies the same cleaning and combination logic every time, and generates the report without manual intervention.

Development Process

01

Discovery

Understand goals, users, and constraints.

02

Research

Audit existing systems, competitors, and data.

03

Design

Wireframes and UI design aligned with the brand.

04

Development

Build the solution in focused, reviewable iterations.

05

Testing

QA across devices, edge cases, and performance.

06

Deployment

Ship to production with a low-risk rollout.

07

Support

Monitor, fix, and iterate after launch.

Features Delivered

Scheduled automated data extraction from multiple internal systems
Consistent data cleaning and transformation logic
Automated report generation on a fixed schedule
A small internal API to trigger on-demand reports
Error alerting if a source system is unreachable

Technology Stack

PythonPandasPostgreSQLFastAPI

Results

Removed a recurring manual data-wrangling task from the team's week
Eliminated copy-paste errors from the manual process
Reports now generated consistently on schedule

Project Gallery

Pipeline monitoring view

Generated report output

Related Services

Backend systems, automation, and data-driven applications.

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