battles / Marketing
Criteo vs Perpetua
Criteo ($25,000/mo/mo, vibe code 3/10) vs Perpetua ($1,000/mo/mo, vibe code 3/10). Perpetua is the easier one to rebuild yourself — here is what you lose either way.
Marketing
$25,000/mo/mo
- MVP
- 3-4 weeks (Catalog sync & creative template builder only)
- Full replacement
- Impossible (Requires DSP infrastructure, exchange seats, and identity graph)
Marketing
$1,000/mo/mo
- MVP
- 2-3 weeks
- Full replacement
- 6-12 months, due to complex API maintenance across multiple retail networks and algorithm tuning
easier to rebuild
get the build prompt →price gap / year
$288,000/mo
running both / year
$312,000/mo
our call
Start with Perpetua — highest vibe code, weakest moat.
Criteo
Criteo is not dashboard software; it is a global demand-side platform (DSP) and commerce media network processing millions of queries per second. While an AI prompt can build catalog feed tools or asset builders, it cannot replicate Criteo's infrastructure, direct publisher inventory, or proprietary shopper identity graph.
you can rebuild
- Product catalog feed sync and transformation (Shopify/Magento to Google XML/JSON feeds).
- Client-side JavaScript tracking pixel for store event capture (item view, cart add, checkout).
- Basic dynamic product creative rendering (generating dynamic HTML5 or image ad banners).
- Audience list construction based on rules (e.g., cart abandoners past 7 days).
what you lose
- Access to Criteo's proprietary Shopper Graph and cross-retailer audience targeting capabilities.
- Direct demand/supply bidding pipelines across global ad exchanges and premium publishers.
- Turnkey programmatic execution that automatically optimizes CPC/CPM targeting against ROAS targets.
- Privacy-compliant third-party identity resolution infrastructure built for cookie deprecation.
- Machine-learning-driven real-time Dynamic Creative Optimization (DCO) at ad-request time.
real moats
- Scale of RTB Infrastructure: Ability to process tens of billions of bid requests per day across global SSPs with <10ms latency.
- Proprietary Commerce Dataset: Massively scaled user identity graph and purchase intent data compiled across thousands of global retailers over 15+ years.
- Direct Publisher Supply: Strategic header bidding partnerships and direct publisher inventory access bypassing standard open-market markups.
- Machine Learning Models: Deep learning models trained on trillions of historical shopper interactions optimized for click-through and conversion prediction.
Perpetua
Perpetua provides continuous, automated ad bidding and keyword harvesting across Amazon, Walmart, and Instacart. Building a script to run rule-based bid adjustments against a target ACoS takes days, but maintaining robust API connectors across changing retail ad platforms is an operational sinkhole.
you can rebuild
- Target ACoS and target ROAS rule-based bid adjustments
- Automated positive keyword harvesting from search term reports
- Automated negative keyword creation for low-converting search terms
- Scheduled ad budget allocation and dayparting rules
- Multi-campaign performance aggregation and reporting dashboards
what you lose
- Turnkey multi-retailer API integrations (Amazon Ads, Walmart Connect, Instacart, Target Roundel)
- Algorithmic bid optimization trained on aggregate cross-merchant category benchmarks
- Share of Voice (SoV) organic and sponsored rank tracking
- Amazon Marketing Cloud (AMC) custom query execution and multi-touch attribution workflows
- Direct API support and early access to new ad placement types from retail media networks
real moats
- Maintained API connectors to frequently changing, rate-limited retail media ad platforms
- Proprietary bid-curve optimization models trained on billions in retail media ad spend
- Multi-account enterprise agency campaign management and permission controls
open source escape hatches
- python-amazon-ad-api MIT
- Airbyte ELv2
- Apache Superset Apache-2.0
Questions people ask
Which is easier to rebuild with AI, Criteo or Perpetua?
Perpetua. It scores 3/10 on vibe code with a moat of 5/10, so an AI-assisted MVP takes about 2-3 weeks and a full replacement about 6-12 months, due to complex API maintenance across multiple retail networks and algorithm tuning.
Which one costs less, Criteo or Perpetua?
Perpetua at $1,000/mo/mo for a typical mid-market store. The gap between the two is about $288,000/mo a year.
What do I lose if I replace Criteo?
Access to Criteo's proprietary Shopper Graph and cross-retailer audience targeting capabilities. Direct demand/supply bidding pipelines across global ad exchanges and premium publishers. Turnkey programmatic execution that automatically optimizes CPC/CPM targeting against ROAS targets.
What do I lose if I replace Perpetua?
Turnkey multi-retailer API integrations (Amazon Ads, Walmart Connect, Instacart, Target Roundel) Algorithmic bid optimization trained on aggregate cross-merchant category benchmarks Share of Voice (SoV) organic and sponsored rank tracking
More battles
One e-commerce SaaS teardown every week.
Honest verdicts, build prompts and overlooked vertical SaaS opportunities. No tracking pixels, no drip sequence, unsubscribe in one click.
free forever · no third-party tracking · the prompts stay public