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Case study / Product concepts

Ad Spend Anomaly Detector

Investigate campaign spend and conversion shifts before they become expensive

Period
Product concept

Role
Product direction and workflow design

Type
Independent product concept

Portfolio product concept. This page presents an independent product direction. The proposed workflows and visuals are illustrative and do not claim a shipped product or real customer deployment.

Product preview

Illustrative concept screens · Select any image to zoom

4 screens

Product overview: illustrative concept screen

01 / Overview

A marketing operations concept that brings campaign spend and conversion signals into an explainable monitoring view. It highlights unusual changes, shows the comparison window, and guides a human review before any budget action.

02 / Challenge

Paid campaigns can change quickly when tracking breaks, budgets shift, or conversion rates move. Teams need to find the source of a change without relying on a dashboard alert that offers no supporting context.

  • /Spend and conversions are reviewed across separate platform dashboards.
  • /Tracking failures can look like sudden campaign performance changes.
  • /Alerts need context before a team changes a live budget.

03 / Proposed capabilities

  • 01Connect sample campaign exports from multiple sources
  • 02Flag unusual CPA, spend, click, and conversion changes
  • 03Compare against a clearly labeled baseline period
  • 04Inspect related campaigns and tracking-health indicators
  • 05Record reviewed explanations and follow-up actions

Potential technologies

Next.jsTypeScriptPostgreSQLChartingScheduled ingestion

Possible implementation

Proposed implementationNext.js, TypeScript, PostgreSQL, Charting, Scheduled ingestion

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