META ADS · CAMPAIGN CASE STUDIES
Two complete simulated Meta Ads case studies connecting measurement, audiences, creative strategy, delivery and business outcomes: a multi-product e-commerce system and a qualified lead-generation funnel. A companion handbook explores more demanding account management in the Andromeda Era.
Two different business models
The first case study focuses on purchases and value through a catalog-based sales system. The second separates low-cost leads from qualified commercial opportunities. Together, they demonstrate platform understanding and business judgement.
A catalog-led sales system with Pixel/CAPI signals, broad prospecting, dynamic retargeting, creative diversification and controlled consolidation when audience fragmentation restricts learning.
Explore the sales systemA local, high-consideration funnel connecting Instant Forms and website conversions with CRM qualification, appointments and feedback on lead quality.
Explore the lead system
A 90-day e-commerce case study for a fictional Greek DTC wellness and home-lifestyle brand. Five product sets organize the catalog around different categories and purchase needs, supported by relevant creative.
Business Brief
The challenge goes beyond conversion ads: match catalog product IDs to purchase events, distinguish prospecting from existing demand and provide enough creative variation to address different purchase motivations.
The simulated store spans skincare, drinkware, home fragrance, body care and herbal products. Product sets support relevant creative across categories without unnecessary campaign fragmentation.
Signal architecture
Browser and server events share an event ID for deduplication. Product content IDs match catalog retailer IDs, while value and currency parameters support purchase-value optimization and accurate reporting.
Product views, searches, basket actions and purchases come from the e-commerce journey.
Browser and server signals improve tracking resilience and match quality without double-counting.
Diagnostics check parameters, event coverage, deduplication and domain ownership.
Content IDs connect user behaviour to the correct items and product sets.
Meta initially optimizes for purchases, progressing to purchase value when volume is sufficient.
Interface reconstruction
The views below are code-built reconstructions, not screenshots of a live advertiser account. They illustrate how strategy translates into campaign structure, measurement and audience decisions in a representative Meta Ads environment.
01 · Ads Manager campaign view
| Off / On | Campaign | Delivery | Bid strategy | Budget | Results | Cost / result | Amount spent | Purchase ROAS |
|---|---|---|---|---|---|---|---|---|
| NL · Sales · Broad · GR | Active | Highest volume | €92 daily | 255 purchases | €27.10 | €6,910 | 3.41 | |
| NL · ASC · Scale · GR | Active | Highest value | €120 daily | 264 purchases | €20.50 | €5,412 | 4.83 | |
| NL · Catalog · RTG | Active | Highest volume | €32 daily | 101 purchases | €17.82 | €1,800 | 4.90 | |
| NL · Creative Lab | Learning | Highest volume | €28 daily | 27 purchases | €36.30 | €980 | 1.62 |
The simulated shift towards value-focused optimization follows stable purchase volume and healthy event quality.
02 · Events Manager health
Content IDs, currency and value parameters validated. Browser/server event IDs deduplicate correctly.
03 · Commerce Manager catalog
Three items excluded for missing availability updates until the feed refresh resolves them.
04 · Audience overlap and consolidation
DIAGNOSIS: Interest, Shopper and 1% Lookalike audiences show 31–43% simulated overlap, splitting conversion signals across prospecting ad sets.
DECISION: Consolidate the three prospecting ad sets into one broad/Advantage+ structure, retaining existing-customer and recent-purchaser exclusions as account controls.
Message Design
Message design works on two levels: a distinct message for each purchase motivation and an appropriate execution for each placement. Each concept addresses a need or benefit, with framing and copy length adapted to the format.
Everyday wellness products designed to work together.
Explore the collectionTurn a routine into a ritual.
Shop nowSave 15% with a bundle.
Swipe to shopShows each product’s practical role in a daily routine.
Connects the assortment with calm, consistency and intentional living.
Uses materials, ingredients, close-ups and product demonstrations.
Bundles, catalog reminders and objection handling for warmer demand.
Optimization Method
Before changing structure, budget or creative, identify what is affecting performance. Examine delivery, signal quality, creative response and the relationship between cost and outcomes, then intervene where the evidence supports it.
Keep budgets and structure stable while initial purchase data accumulates. Monitor creative performance without drawing conclusions from small samples. Around 50 optimization events per ad set over seven days serves as a reference point, not an absolute rule.
Check whether prospecting ad sets reach largely the same people and split the available signals. In this scenario, Interest, Shopper and 1% Lookalike audiences show 31–43% overlap as their ad sets approach Learning Limited. The issue is fragmented learning across similar audiences.
Consolidate the three prospecting ad sets into one broad/Advantage+ structure, maintaining exclusions for recent purchasers and existing customers.
Test new concepts in a dedicated Creative Lab to keep the main scaling campaign stable. Document and replace weaker concepts rather than continually changing them within the core campaign.
Once purchase volume and value parameters are reliable, gradually shift optimization from purchase count towards purchase value, while monitoring efficiency.
An eight-week simulated lead-generation system for a heat-pump and home energy-upgrade company in Attica. The aim is to attract suitable homeowners with real interest, helping sales focus on contacts who may progress to appointments and quote requests.
Lead Generation Brief
The service targets homeowners in Attica, but property suitability, budget and timing determine commercial fit. Qualification therefore continues beyond form submission through CRM stages.
The simulation compares two conversion paths: a low-friction Meta Instant Form completed inside Facebook or Instagram, and a website consultation form that requires a site visit and may indicate stronger intent.
Retargeting reaches website visitors, engaged video viewers and people who opened a form without submitting it. CRM stages then enable comparison by contact, appointment and quote-request progression, alongside CPL.
CRM & Lead Quality
A form records a new contact. Its commercial value becomes clearer through subsequent contact, an appointment and a quote request.
Connecting these stages to the originating campaign in the CRM reveals which ads generate meaningful opportunities.
Messages about running costs, suitability or installation attract people with different needs and intent.
The Meta Instant Form or website form collects contact details and the initial information sales needs.
Source, campaign and form responses are attached to the contact, keeping attribution clear.
The team records successful contact, appointments and quote requests.
Compare campaigns and creatives by the meaningful opportunities they create, alongside form volume.
Interface Reconstruction
These code-built reconstructions illustrate two decision scenarios rather than live results: why CPL alone cannot evaluate a lead source, and why a small Lookalike audience does not automatically replace broad targeting.
01 · Performance interpretation
| On | Campaign | Delivery | Performance goal | Leads | CPL | Qualified | CPQL | Spent |
|---|---|---|---|---|---|---|---|---|
| TH · Leads · IF · Broad | Active | Max. conversions | 213 | €12.21 | 52 | €50.00 | €2,600 | |
| TH · Website · Consultation | Active | Conversion leads | 108 | €19.44 | 54 | €38.89 | €2,100 | |
| TH · RTG · 30D | Active | Max. conversions | 69 | €13.33 | 28 | €32.86 | €920 | |
| TH · LAL Qualified · Test | Learning limited | Max. conversions | 38 | €21.05 | 12 | €66.67 | €800 |
INTERPRETATION: In this scenario, Instant Forms have the lowest CPL, but not the lowest cost per qualified lead.
DECISION: Evaluate qualification rate and CPQL before reallocating budget, so decisions account for lead quality as well as form cost.
02 · Audience decision
DIAGNOSIS: The 1% Lookalike still relies on a small qualified-lead seed, limiting audience size and reliable delivery.
DECISION: Keep broad local targeting as the primary acquisition route. Retain the Lookalike as a controlled test until the seed is larger and more reliable.
Message Design
A heat pump is more than an equipment purchase. Homeowners need to understand property fit, potential running-cost changes and who manages the process through installation. Creative translates those concerns into clear reasons to consider the service.
Plan an energy upgrade around your property.
Request an assessmentStart with a property assessment.
Check suitabilityOne team responsible for the whole process.
Learn moreExplain potential savings and payback with clear assumptions, avoiding promises that cannot apply to every property.
Explain how the solution can meet heating, cooling and hot-water requirements for the household.
Begin with the property and the owner’s practical needs before recommending a solution or quote.
Explain the stages from site survey and demand calculation to installation and support, with one team accountable for continuity.
Optimization Method
Let the campaign gather enough contacts before reacting to early CPL differences. As the CRM records contact, appointments and quote requests, decisions move towards lead quality and commercial value.
Verify events, form questions, UTMs and CRM source fields before assessing campaign performance.
Maintain the core audience and avoid early changes based on small CPL differences until sales feedback is sufficient.
Compare sources by the share of leads progressing to meaningful contact, appointments or quote requests, alongside submission cost.
Move budget towards routes generating qualified leads. Instant Forms can still support volume, with clearer qualification questions.
Test qualified-lead audiences only when the CRM provides a sufficient, reliable seed. Until then, broad local delivery remains the main acquisition route.
ANDROMEDA ERA · PRACTITIONER FRAMEWORK
Meta Blueprint provides the platform foundation. More demanding accounts call for a broader approach to architecture, creative testing, retention and scaling. This companion handbook organizes practitioner approaches, including Sam Piliero’s methodology, without presenting them as official Meta guidance.
Simpler campaign structures and broad targeting shift strategic work towards signal quality, creative testing, the separation of acquisition from existing demand and decisions grounded in account performance.
The framework centres on Prospecting and Retention. Separate Retargeting and Scale layers are added only when account size, available intent and economics justify them. Structure follows the account’s needs.
Broad acquisition through Avatar + Concept Packs. The concept acts as a hypothesis, with creative increasingly serving as a targeting signal.
A distinct approach to existing customers and repeat demand, ensuring acquisition does not dominate all account decisions.
Used when genuine intent and a clear reason justify separate treatment.
A separate layer once winning concepts demonstrate reliable signals and economics. Scaling follows evidence.
PROJECT SUMMARY
The case studies and handbook connect business context with campaign architecture, measurement, audiences, message design and optimization. Their value lies in translating a business problem into clear structure, reliable signals, controlled tests and evidence-led decisions.
Together, they present a connected approach to Meta Ads account management, from platform foundations to the demands of the Andromeda Era.
